diff --git "a/metadata/job-outfits/inference-records.jsonl" "b/metadata/job-outfits/inference-records.jsonl"
--- "a/metadata/job-outfits/inference-records.jsonl"
+++ "b/metadata/job-outfits/inference-records.jsonl"
@@ -1,9 +1,463 @@
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, an average build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0277", "default_emotion": "neutral", "description": "The same reference identity in the pharmacist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0277-job-005", "job_id": "job-005", "job_key": "pharmacist", "job_outfit": "a cream pharmacy coat over a plum closed shirt and charcoal trousers, dark shoes", "job_outfit_index": 1, "job_title_de": "Apotheker/in", "job_title_en": "pharmacist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a cream pharmacy coat over a plum closed shirt and charcoal trousers, dark shoes", "outfit_id": "person-0277-job-005", "outfit_style": "professional_health", "personality_id": "person-0277", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional pharmacist outfit: a cream pharmacy coat over a plum closed shirt and charcoal trousers, dark shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0277-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00001.tar", "seed": 2926750712, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:31:46.035908+00:00", "image_sha256": "c9e4ffb68c2c8e81efe47a7381147b2eae1cfeb5c86f599f297dd20ef8904b19", "reference_image_sha256": "ae3c5a5f89d727d297a181702e4100b7e49719e1e058e898664a7c4af09570f8", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2926750712, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 87.0318156844005, "positive_text_encoding_seconds": 0.24777046404778957, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": true, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0277-job-005.png", "json_member": "person-0277-job-005.json", "prompt_member": "person-0277-job-005.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00001.tar", "reference_source_member": "person-0277-neutral.png", "reference_source_generated_utc": "2026-10-06T15:37:59.442976+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, an average build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0277", "default_emotion": "neutral", "description": "The same reference identity in the firefighter outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0277-job-011", "job_id": "job-011", "job_key": "firefighter", "job_outfit": "a closed charcoal fire-service coat and full-length protective trousers with yellow and silver reflective bands, black protective boots, no helmet", "job_outfit_index": 2, "job_title_de": "Feuerwehrkraft", "job_title_en": "firefighter", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed charcoal fire-service coat and full-length protective trousers with yellow and silver reflective bands, black protective boots, no helmet", "outfit_id": "person-0277-job-011", "outfit_style": "professional_emergency", "personality_id": "person-0277", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional firefighter outfit: a closed charcoal fire-service coat and full-length protective trousers with yellow and silver reflective bands, black protective boots, no helmet. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0277-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00001.tar", "seed": 854794556, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:31:49.662457+00:00", "image_sha256": "771c5535e45d8fa00543388726581885faa17a0b2ba57666f10be2aacc821fa7", "reference_image_sha256": "ae3c5a5f89d727d297a181702e4100b7e49719e1e058e898664a7c4af09570f8", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 854794556, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 90.1614506309852, "positive_text_encoding_seconds": 0.2648419770412147, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": true, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00000.tar", "image_member": "person-0277-job-011.png", "json_member": "person-0277-job-011.json", "prompt_member": "person-0277-job-011.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00001.tar", "reference_source_member": "person-0277-neutral.png", "reference_source_generated_utc": "2026-10-06T15:37:59.442976+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, an average build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0277", "default_emotion": "neutral", "description": "The same reference identity in the florist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0277-job-026", "job_id": "job-026", "job_key": "florist", "job_outfit": "an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes", "job_outfit_index": 3, "job_title_de": "Florist/in", "job_title_en": "florist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes", "outfit_id": "person-0277-job-026", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0277", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional florist outfit: an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0277-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00001.tar", "seed": 2097394293, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:31:45.385008+00:00", "image_sha256": "dc58bf1ff9fe49335555e2934d0f8c6ce18d941f68c20fe2d9f12f0039fddd33", "reference_image_sha256": "ae3c5a5f89d727d297a181702e4100b7e49719e1e058e898664a7c4af09570f8", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2097394293, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 85.55670991213992, "positive_text_encoding_seconds": 0.2459588567726314, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": true, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00000.tar", "image_member": "person-0277-job-026.png", "json_member": "person-0277-job-026.json", "prompt_member": "person-0277-job-026.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00001.tar", "reference_source_member": "person-0277-neutral.png", "reference_source_generated_utc": "2026-10-06T15:37:59.442976+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, an average build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0277", "default_emotion": "neutral", "description": "The same reference identity in the locksmith outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0277-job-039", "job_id": "job-039", "job_key": "locksmith", "job_outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "job_outfit_index": 4, "job_title_de": "Schlosser/in", "job_title_en": "locksmith", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "outfit_id": "person-0277-job-039", "outfit_style": "professional_construction", "personality_id": "person-0277", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional locksmith outfit: a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0277-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00001.tar", "seed": 3220315336, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:31:46.165270+00:00", "image_sha256": "fe3c1a9e98ed35eea4da3fc3189ae0be99a5fa6a3de202ffaffdc1fbad60bd5b", "reference_image_sha256": "ae3c5a5f89d727d297a181702e4100b7e49719e1e058e898664a7c4af09570f8", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3220315336, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 86.00332119874656, "positive_text_encoding_seconds": 0.32452306104823947, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": true, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00000.tar", "image_member": "person-0277-job-039.png", "json_member": "person-0277-job-039.json", "prompt_member": "person-0277-job-039.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00001.tar", "reference_source_member": "person-0277-neutral.png", "reference_source_generated_utc": "2026-10-06T15:37:59.442976+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, an average build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0277", "default_emotion": "neutral", "description": "The same reference identity in the welder outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0277-job-042", "job_id": "job-042", "job_key": "welder", "job_outfit": "a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet", "job_outfit_index": 5, "job_title_de": "Schweißer/in", "job_title_en": "welder", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet", "outfit_id": "person-0277-job-042", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0277", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional welder outfit: a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0277-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00001.tar", "seed": 3443720223, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:31:47.934030+00:00", "image_sha256": "e0110e2fe0483374e6c77461fc77dfb0a579d3042078c8efa9a6896c348e109b", "reference_image_sha256": "ae3c5a5f89d727d297a181702e4100b7e49719e1e058e898664a7c4af09570f8", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3443720223, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 86.71655338071287, "positive_text_encoding_seconds": 0.24816385423764586, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": true, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00000.tar", "image_member": "person-0277-job-042.png", "json_member": "person-0277-job-042.json", "prompt_member": "person-0277-job-042.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00001.tar", "reference_source_member": "person-0277-neutral.png", "reference_source_generated_utc": "2026-10-06T15:37:59.442976+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, an average build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0277", "default_emotion": "neutral", "description": "The same reference identity in the traffic warden outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0277-job-059", "job_id": "job-059", "job_key": "traffic_warden", "job_outfit": "a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge", "job_outfit_index": 6, "job_title_de": "Verkehrsüberwachungskraft", "job_title_en": "traffic warden", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge", "outfit_id": "person-0277-job-059", "outfit_style": "professional_civic_transport", "personality_id": "person-0277", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional traffic warden outfit: a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0277-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00001.tar", "seed": 1841669951, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:31:49.396792+00:00", "image_sha256": "05e65fc4e1dc5b700a95ae36e7d9a865ec5320e0fe5d551e490b4f365a4f0d52", "reference_image_sha256": "ae3c5a5f89d727d297a181702e4100b7e49719e1e058e898664a7c4af09570f8", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1841669951, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 88.16830892628059, "positive_text_encoding_seconds": 0.24951179698109627, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": true, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00000.tar", "image_member": "person-0277-job-059.png", "json_member": "person-0277-job-059.json", "prompt_member": "person-0277-job-059.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00001.tar", "reference_source_member": "person-0277-neutral.png", "reference_source_generated_utc": "2026-10-06T15:37:59.442976+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, an average build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0277", "default_emotion": "neutral", "description": "The same reference identity in the financial adviser outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0277-job-068", "job_id": "job-068", "job_key": "financial_adviser", "job_outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "job_outfit_index": 7, "job_title_de": "Finanzberater/in", "job_title_en": "financial adviser", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "outfit_id": "person-0277-job-068", "outfit_style": "professional_office_finance", "personality_id": "person-0277", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional financial adviser outfit: a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0277-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00001.tar", "seed": 102837871, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:31:49.780764+00:00", "image_sha256": "d12f4fdf23ea0972bcf87c54c00f285b5d9c8a299a1a749ccbf492073217402a", "reference_image_sha256": "ae3c5a5f89d727d297a181702e4100b7e49719e1e058e898664a7c4af09570f8", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 102837871, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 88.53909410024062, "positive_text_encoding_seconds": 0.2500352170318365, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": true, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00000.tar", "image_member": "person-0277-job-068.png", "json_member": "person-0277-job-068.json", "prompt_member": "person-0277-job-068.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00001.tar", "reference_source_member": "person-0277-neutral.png", "reference_source_generated_utc": "2026-10-06T15:37:59.442976+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, an average build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0277", "default_emotion": "neutral", "description": "The same reference identity in the forester outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0277-job-073", "job_id": "job-073", "job_key": "forester", "job_outfit": "an orange field jacket with charcoal panels, brown protective work trousers and sturdy black boots", "job_outfit_index": 8, "job_title_de": "Forstwirt/in", "job_title_en": "forester", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange field jacket with charcoal panels, brown protective work trousers and sturdy black boots", "outfit_id": "person-0277-job-073", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0277", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional forester outfit: an orange field jacket with charcoal panels, brown protective work trousers and sturdy black boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0277-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00001.tar", "seed": 984408969, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:31:48.018072+00:00", "image_sha256": "14bde1c952b3e380c5d5d2e0115d130ceade32ba5e736457068e127ca2ea48a1", "reference_image_sha256": "ae3c5a5f89d727d297a181702e4100b7e49719e1e058e898664a7c4af09570f8", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 984408969, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 86.78187970304862, "positive_text_encoding_seconds": 0.24157935287803411, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": true, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00000.tar", "image_member": "person-0277-job-073.png", "json_member": "person-0277-job-073.json", "prompt_member": "person-0277-job-073.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00001.tar", "reference_source_member": "person-0277-neutral.png", "reference_source_generated_utc": "2026-10-06T15:37:59.442976+00:00"}
 {"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, an average build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0277", "default_emotion": "neutral", "description": "The same reference identity in the school teacher outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0277-job-081", "job_id": "job-081", "job_key": "school_teacher", "job_outfit": "a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Lehrer/in", "job_title_en": "school teacher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes", "outfit_id": "person-0277-job-081", "outfit_style": "professional_science_education", "personality_id": "person-0277", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional school teacher outfit: a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0277-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00001.tar", "seed": 3873365159, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-06T21:50:29.455473+00:00", "image_sha256": "ce5cdc5b821edaef9c2a55697da10530e16967fde8023db2500950ce8acea38b", "reference_image_sha256": "ae3c5a5f89d727d297a181702e4100b7e49719e1e058e898664a7c4af09570f8", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3873365159, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "shared-GPU-CPU-offload-job-pilot", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 100.80452777305618, "positive_text_encoding_seconds": 2.1830380130559206, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": true, "gpu_shared_with_character_production": true}, "storage": {"shard": "jobs-g7-00001.tar", "image_member": "person-0277-job-081.png", "json_member": "person-0277-job-081.json", "prompt_member": "person-0277-job-081.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00001.tar", "reference_source_member": "person-0277-neutral.png", "reference_source_generated_utc": "2026-10-06T15:37:59.442976+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, an average build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0277", "default_emotion": "neutral", "description": "The same reference identity in the museum curator outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0277-job-099", "job_id": "job-099", "job_key": "museum_curator", "job_outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "job_outfit_index": 10, "job_title_de": "Museumskurator/in", "job_title_en": "museum curator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "outfit_id": "person-0277-job-099", "outfit_style": "professional_creative_culture", "personality_id": "person-0277", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional museum curator outfit: a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0277-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00001.tar", "seed": 54937226, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:32:25.461096+00:00", "image_sha256": "bb1c8d143ea419305f13d68df607619907f44bc992518023ff30721e88b31135", "reference_image_sha256": "ae3c5a5f89d727d297a181702e4100b7e49719e1e058e898664a7c4af09570f8", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 54937226, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.89926946023479, "positive_text_encoding_seconds": 0.04080296913161874, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00000.tar", "image_member": "person-0277-job-099.png", "json_member": "person-0277-job-099.json", "prompt_member": "person-0277-job-099.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00001.tar", "reference_source_member": "person-0277-neutral.png", "reference_source_generated_utc": "2026-10-06T15:37:59.442976+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Southeast Asian heritage, warm tan skin, medium brown soft wavy hair swept to one side, a slim build, wearing a brown knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0278", "default_emotion": "neutral", "description": "The same reference identity in the paramedic outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0278-job-004", "job_id": "job-004", "job_key": "paramedic", "job_outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "job_outfit_index": 1, "job_title_de": "Rettungssanitäter/in", "job_title_en": "paramedic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "outfit_id": "person-0278-job-004", "outfit_style": "professional_health", "personality_id": "person-0278", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional paramedic outfit: a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0278-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00002.tar", "seed": 4011509650, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:32:26.684331+00:00", "image_sha256": "997942d70876419b720af50df54855328ed6cdeb93de569cb00ab808d3256b64", "reference_image_sha256": "5f926b54a0638291059832a1523090904dd20f744ead9dedc84962abe47d21ed", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4011509650, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.43367672897875, "positive_text_encoding_seconds": 0.040272803977131844, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0278-job-004.png", "json_member": "person-0278-job-004.json", "prompt_member": "person-0278-job-004.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00002.tar", "reference_source_member": "person-0278-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.094571+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Southeast Asian heritage, warm tan skin, medium brown soft wavy hair swept to one side, a slim build, wearing a brown knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0278", "default_emotion": "neutral", "description": "The same reference identity in the corrections officer outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0278-job-020", "job_id": "job-020", "job_key": "corrections_officer", "job_outfit": "a slate-blue long-sleeved uniform shirt, charcoal straight trousers and black shoes, plain unlettered badge, empty belt", "job_outfit_index": 2, "job_title_de": "Justizvollzugskraft", "job_title_en": "corrections officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a slate-blue long-sleeved uniform shirt, charcoal straight trousers and black shoes, plain unlettered badge, empty belt", "outfit_id": "person-0278-job-020", "outfit_style": "professional_emergency", "personality_id": "person-0278", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional corrections officer outfit: a slate-blue long-sleeved uniform shirt, charcoal straight trousers and black shoes, plain unlettered badge, empty belt. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0278-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00002.tar", "seed": 3989810585, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:32:26.013971+00:00", "image_sha256": "42510407886b687313521a9839eae84f3519268f67527cf7980b9631cc7e8131", "reference_image_sha256": "5f926b54a0638291059832a1523090904dd20f744ead9dedc84962abe47d21ed", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3989810585, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.638068857137114, "positive_text_encoding_seconds": 0.04053246695548296, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00000.tar", "image_member": "person-0278-job-020.png", "json_member": "person-0278-job-020.json", "prompt_member": "person-0278-job-020.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00002.tar", "reference_source_member": "person-0278-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.094571+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Southeast Asian heritage, warm tan skin, medium brown soft wavy hair swept to one side, a slim build, wearing a brown knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0278", "default_emotion": "neutral", "description": "The same reference identity in the supermarket worker outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0278-job-022", "job_id": "job-022", "job_key": "supermarket_worker", "job_outfit": "an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge", "job_outfit_index": 3, "job_title_de": "Supermarktmitarbeiter/in", "job_title_en": "supermarket worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge", "outfit_id": "person-0278-job-022", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0278", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional supermarket worker outfit: an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0278-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00002.tar", "seed": 4124588133, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:32:27.984291+00:00", "image_sha256": "6a5faeaf9c583895c430b26940b4da213fa39e903756cdcb6f855a7c27d5488d", "reference_image_sha256": "5f926b54a0638291059832a1523090904dd20f744ead9dedc84962abe47d21ed", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4124588133, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.838442432228476, "positive_text_encoding_seconds": 0.040307524148374796, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00000.tar", "image_member": "person-0278-job-022.png", "json_member": "person-0278-job-022.json", "prompt_member": "person-0278-job-022.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00002.tar", "reference_source_member": "person-0278-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.094571+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Southeast Asian heritage, warm tan skin, medium brown soft wavy hair swept to one side, a slim build, wearing a brown knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0278", "default_emotion": "neutral", "description": "The same reference identity in the roofer outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0278-job-036", "job_id": "job-036", "job_key": "roofer", "job_outfit": "a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt", "job_outfit_index": 4, "job_title_de": "Dachdecker/in", "job_title_en": "roofer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt", "outfit_id": "person-0278-job-036", "outfit_style": "professional_construction", "personality_id": "person-0278", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional roofer outfit: a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0278-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00002.tar", "seed": 1846175473, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:32:28.620686+00:00", "image_sha256": "0ef26a845532bbe252dda9a5cef63b084d9970a3a2d5e34dc90de05d961f0442", "reference_image_sha256": "5f926b54a0638291059832a1523090904dd20f744ead9dedc84962abe47d21ed", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1846175473, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.39217718504369, "positive_text_encoding_seconds": 0.040665405336767435, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00000.tar", "image_member": "person-0278-job-036.png", "json_member": "person-0278-job-036.json", "prompt_member": "person-0278-job-036.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00002.tar", "reference_source_member": "person-0278-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.094571+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Southeast Asian heritage, warm tan skin, medium brown soft wavy hair swept to one side, a slim build, wearing a brown knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0278", "default_emotion": "neutral", "description": "The same reference identity in the auto mechanic outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0278-job-043", "job_id": "job-043", "job_key": "auto_mechanic", "job_outfit": "navy zip-front mechanic coveralls with red shoulder panels, black work boots", "job_outfit_index": 5, "job_title_de": "Kfz-Mechaniker/in", "job_title_en": "auto mechanic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "navy zip-front mechanic coveralls with red shoulder panels, black work boots", "outfit_id": "person-0278-job-043", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0278", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional auto mechanic outfit: navy zip-front mechanic coveralls with red shoulder panels, black work boots. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0278-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00002.tar", "seed": 2659583511, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:32:29.894909+00:00", "image_sha256": "800a37bbff1b792b527d5374ca6dea61bea27bdbcf198ca83014d378246d51e1", "reference_image_sha256": "5f926b54a0638291059832a1523090904dd20f744ead9dedc84962abe47d21ed", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2659583511, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.28736133221537, "positive_text_encoding_seconds": 0.04023307468742132, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00000.tar", "image_member": "person-0278-job-043.png", "json_member": "person-0278-job-043.json", "prompt_member": "person-0278-job-043.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00002.tar", "reference_source_member": "person-0278-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.094571+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Southeast Asian heritage, warm tan skin, medium brown soft wavy hair swept to one side, a slim build, wearing a brown knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0278", "default_emotion": "neutral", "description": "The same reference identity in the bus driver outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0278-job-052", "job_id": "job-052", "job_key": "bus_driver", "job_outfit": "a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Busfahrer/in", "job_title_en": "bus driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes", "outfit_id": "person-0278-job-052", "outfit_style": "professional_civic_transport", "personality_id": "person-0278", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional bus driver outfit: a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0278-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00002.tar", "seed": 3576825547, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:32:29.418066+00:00", "image_sha256": "fbe25ac289746319d6b2bc589e262e3c7d074f8806e9ad7fbc425d7c3ed34bc3", "reference_image_sha256": "5f926b54a0638291059832a1523090904dd20f744ead9dedc84962abe47d21ed", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3576825547, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.549917011056095, "positive_text_encoding_seconds": 0.04028017167001963, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00000.tar", "image_member": "person-0278-job-052.png", "json_member": "person-0278-job-052.json", "prompt_member": "person-0278-job-052.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00002.tar", "reference_source_member": "person-0278-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.094571+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Southeast Asian heritage, warm tan skin, medium brown soft wavy hair swept to one side, a slim build, wearing a brown knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0278", "default_emotion": "neutral", "description": "The same reference identity in the office manager outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0278-job-069", "job_id": "job-069", "job_key": "office_manager", "job_outfit": "a plum blazer over a cream closed shirt, charcoal straight trousers and black shoes", "job_outfit_index": 7, "job_title_de": "Büroleiter/in", "job_title_en": "office manager", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum blazer over a cream closed shirt, charcoal straight trousers and black shoes", "outfit_id": "person-0278-job-069", "outfit_style": "professional_office_finance", "personality_id": "person-0278", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional office manager outfit: a plum blazer over a cream closed shirt, charcoal straight trousers and black shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0278-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00002.tar", "seed": 422114328, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:32:29.891347+00:00", "image_sha256": "d4c7ae8cd4a4273e920d4efbfa39ab24ff83cf1894cabba11f3e9dc948fb5679", "reference_image_sha256": "5f926b54a0638291059832a1523090904dd20f744ead9dedc84962abe47d21ed", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 422114328, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.90355366189033, "positive_text_encoding_seconds": 0.039731744676828384, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00000.tar", "image_member": "person-0278-job-069.png", "json_member": "person-0278-job-069.json", "prompt_member": "person-0278-job-069.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00002.tar", "reference_source_member": "person-0278-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.094571+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Southeast Asian heritage, warm tan skin, medium brown soft wavy hair swept to one side, a slim build, wearing a brown knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0278", "default_emotion": "neutral", "description": "The same reference identity in the animal caretaker outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0278-job-075", "job_id": "job-075", "job_key": "animal_caretaker", "job_outfit": "a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes", "job_outfit_index": 8, "job_title_de": "Tierpfleger/in", "job_title_en": "animal caretaker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes", "outfit_id": "person-0278-job-075", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0278", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional animal caretaker outfit: a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0278-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00002.tar", "seed": 2064095891, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:05.557112+00:00", "image_sha256": "547e53d40a91cecb29bf1086b6eff42914b750278913091df6a4b5175ce92bec", "reference_image_sha256": "5f926b54a0638291059832a1523090904dd20f744ead9dedc84962abe47d21ed", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2064095891, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.88376981811598, "positive_text_encoding_seconds": 0.039947884157299995, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0278-job-075.png", "json_member": "person-0278-job-075.json", "prompt_member": "person-0278-job-075.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00002.tar", "reference_source_member": "person-0278-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.094571+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Southeast Asian heritage, warm tan skin, medium brown soft wavy hair swept to one side, a slim build, wearing a brown knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0278", "default_emotion": "neutral", "description": "The same reference identity in the software developer outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0278-job-088", "job_id": "job-088", "job_key": "software_developer", "job_outfit": "a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers", "job_outfit_index": 9, "job_title_de": "Softwareentwickler/in", "job_title_en": "software developer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers", "outfit_id": "person-0278-job-088", "outfit_style": "professional_science_education", "personality_id": "person-0278", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional software developer outfit: a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0278-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00002.tar", "seed": 52980846, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:05.845220+00:00", "image_sha256": "d0203e642c8d860d657600c885ca72b55866fa4e8e265a0640d30744abea841d", "reference_image_sha256": "5f926b54a0638291059832a1523090904dd20f744ead9dedc84962abe47d21ed", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 52980846, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.65324026579037, "positive_text_encoding_seconds": 0.040412047412246466, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0278-job-088.png", "json_member": "person-0278-job-088.json", "prompt_member": "person-0278-job-088.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00002.tar", "reference_source_member": "person-0278-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.094571+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Southeast Asian heritage, warm tan skin, medium brown soft wavy hair swept to one side, a slim build, wearing a brown knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0278", "default_emotion": "neutral", "description": "The same reference identity in the photographer outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0278-job-096", "job_id": "job-096", "job_key": "photographer", "job_outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "job_outfit_index": 10, "job_title_de": "Fotograf/in", "job_title_en": "photographer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "outfit_id": "person-0278-job-096", "outfit_style": "professional_creative_culture", "personality_id": "person-0278", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional photographer outfit: a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0278-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00002.tar", "seed": 2275368120, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:07.322221+00:00", "image_sha256": "303872d389fcd9215d65c200f84bcca14c368fb55f6ece9138ab3eb806d5f859", "reference_image_sha256": "5f926b54a0638291059832a1523090904dd20f744ead9dedc84962abe47d21ed", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2275368120, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.46768466196954, "positive_text_encoding_seconds": 0.04064133623614907, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0278-job-096.png", "json_member": "person-0278-job-096.json", "prompt_member": "person-0278-job-096.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00002.tar", "reference_source_member": "person-0278-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.094571+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, white European-ancestry heritage, light warm skin, dark brown soft wavy hair swept to one side, a slim build, wearing a navy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0279", "default_emotion": "neutral", "description": "The same reference identity in the surgeon outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0279-job-002", "job_id": "job-002", "job_key": "surgeon", "job_outfit": "a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask", "job_outfit_index": 1, "job_title_de": "Chirurg/Chirurgin", "job_title_en": "surgeon", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask", "outfit_id": "person-0279-job-002", "outfit_style": "professional_health", "personality_id": "person-0279", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional surgeon outfit: a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0279-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00004.tar", "seed": 4000116001, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:08.067798+00:00", "image_sha256": "38d6228baaf20a8ab98bba3b345d802b50933dc818efb3686cd14b3182782751", "reference_image_sha256": "5ea9d8a1def8f07ed13d87763dd5940494cecd7cb22311a0d6c4a3daa9d196db", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4000116001, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.86188637698069, "positive_text_encoding_seconds": 0.04102245718240738, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0279-job-002.png", "json_member": "person-0279-job-002.json", "prompt_member": "person-0279-job-002.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00004.tar", "reference_source_member": "person-0279-neutral.png", "reference_source_generated_utc": "2026-10-06T16:16:53.389959+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, white European-ancestry heritage, light warm skin, dark brown soft wavy hair swept to one side, a slim build, wearing a navy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0279", "default_emotion": "neutral", "description": "The same reference identity in the security guard outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0279-job-014", "job_id": "job-014", "job_key": "security_guard", "job_outfit": "a charcoal security jacket with an unlettered white badge patch, navy trousers and black shoes, empty belt", "job_outfit_index": 2, "job_title_de": "Sicherheitskraft", "job_title_en": "security guard", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal security jacket with an unlettered white badge patch, navy trousers and black shoes, empty belt", "outfit_id": "person-0279-job-014", "outfit_style": "professional_emergency", "personality_id": "person-0279", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional security guard outfit: a charcoal security jacket with an unlettered white badge patch, navy trousers and black shoes, empty belt. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0279-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00004.tar", "seed": 3616846020, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:09.154414+00:00", "image_sha256": "fba1dd459e95d43eeb7f92277051e2f3edbc28b3104de7b4693028942345b82f", "reference_image_sha256": "5ea9d8a1def8f07ed13d87763dd5940494cecd7cb22311a0d6c4a3daa9d196db", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3616846020, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.31612732214853, "positive_text_encoding_seconds": 0.04027144378051162, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0279-job-014.png", "json_member": "person-0279-job-014.json", "prompt_member": "person-0279-job-014.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00004.tar", "reference_source_member": "person-0279-neutral.png", "reference_source_generated_utc": "2026-10-06T16:16:53.389959+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, white European-ancestry heritage, light warm skin, dark brown soft wavy hair swept to one side, a slim build, wearing a navy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0279", "default_emotion": "neutral", "description": "The same reference identity in the bartender outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0279-job-028", "job_id": "job-028", "job_key": "bartender", "job_outfit": "a dark burgundy waistcoat over a white long-sleeved shirt with sleeves neatly rolled to the forearm, black trousers and shoes", "job_outfit_index": 3, "job_title_de": "Barmann/Barfrau", "job_title_en": "bartender", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a dark burgundy waistcoat over a white long-sleeved shirt with sleeves neatly rolled to the forearm, black trousers and shoes", "outfit_id": "person-0279-job-028", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0279", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional bartender outfit: a dark burgundy waistcoat over a white long-sleeved shirt with sleeves neatly rolled to the forearm, black trousers and shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0279-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00004.tar", "seed": 501081652, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:09.212621+00:00", "image_sha256": "2858018d8340395837127b22c8a212fd3f80e903a668a47e1c7c43cd960595e4", "reference_image_sha256": "5ea9d8a1def8f07ed13d87763dd5940494cecd7cb22311a0d6c4a3daa9d196db", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 501081652, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57383889844641, "positive_text_encoding_seconds": 0.040253516752272844, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0279-job-028.png", "json_member": "person-0279-job-028.json", "prompt_member": "person-0279-job-028.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00004.tar", "reference_source_member": "person-0279-neutral.png", "reference_source_generated_utc": "2026-10-06T16:16:53.389959+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, white European-ancestry heritage, light warm skin, dark brown soft wavy hair swept to one side, a slim build, wearing a navy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0279", "default_emotion": "neutral", "description": "The same reference identity in the tiler outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0279-job-037", "job_id": "job-037", "job_key": "tiler", "job_outfit": "navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots", "job_outfit_index": 4, "job_title_de": "Fliesenleger/in", "job_title_en": "tiler", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots", "outfit_id": "person-0279-job-037", "outfit_style": "professional_construction", "personality_id": "person-0279", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional tiler outfit: navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0279-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00004.tar", "seed": 1150470638, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:10.014183+00:00", "image_sha256": "48d7b00e099205365e5bae0d1fcc8d1404ce65776c47f20522ce79df43cbdf95", "reference_image_sha256": "5ea9d8a1def8f07ed13d87763dd5940494cecd7cb22311a0d6c4a3daa9d196db", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1150470638, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.90927641233429, "positive_text_encoding_seconds": 0.04029365908354521, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0279-job-037.png", "json_member": "person-0279-job-037.json", "prompt_member": "person-0279-job-037.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00004.tar", "reference_source_member": "person-0279-neutral.png", "reference_source_generated_utc": "2026-10-06T16:16:53.389959+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, white European-ancestry heritage, light warm skin, dark brown soft wavy hair swept to one side, a slim build, wearing a navy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0279", "default_emotion": "neutral", "description": "The same reference identity in the HVAC technician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0279-job-044", "job_id": "job-044", "job_key": "hvac_technician", "job_outfit": "a charcoal utility jacket with royal-blue panels, navy work trousers and black safety shoes", "job_outfit_index": 5, "job_title_de": "Klima- und Heizungstechniker/in", "job_title_en": "HVAC technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal utility jacket with royal-blue panels, navy work trousers and black safety shoes", "outfit_id": "person-0279-job-044", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0279", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional HVAC technician outfit: a charcoal utility jacket with royal-blue panels, navy work trousers and black safety shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0279-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00004.tar", "seed": 3299309487, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:10.441971+00:00", "image_sha256": "5e3891d2d93f689eecfa37c7d5072fe82ba6d159b7d105c70476be9d41ed689f", "reference_image_sha256": "5ea9d8a1def8f07ed13d87763dd5940494cecd7cb22311a0d6c4a3daa9d196db", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3299309487, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.320995196234435, "positive_text_encoding_seconds": 0.040366271045058966, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0279-job-044.png", "json_member": "person-0279-job-044.json", "prompt_member": "person-0279-job-044.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00004.tar", "reference_source_member": "person-0279-neutral.png", "reference_source_generated_utc": "2026-10-06T16:16:53.389959+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, white European-ancestry heritage, light warm skin, dark brown soft wavy hair swept to one side, a slim build, wearing a navy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0279", "default_emotion": "neutral", "description": "The same reference identity in the train driver outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0279-job-053", "job_id": "job-053", "job_key": "train_driver", "job_outfit": "a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes", "job_outfit_index": 6, "job_title_de": "Lokführer/in", "job_title_en": "train driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes", "outfit_id": "person-0279-job-053", "outfit_style": "professional_civic_transport", "personality_id": "person-0279", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional train driver outfit: a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0279-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00004.tar", "seed": 1901499215, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:45.630612+00:00", "image_sha256": "6deefeae1abedb5af5a3fbd955f58c23196b9b57073078ec4390d0563ca3e8fd", "reference_image_sha256": "5ea9d8a1def8f07ed13d87763dd5940494cecd7cb22311a0d6c4a3daa9d196db", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1901499215, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.860870277974755, "positive_text_encoding_seconds": 0.039978403598070145, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0279-job-053.png", "json_member": "person-0279-job-053.json", "prompt_member": "person-0279-job-053.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00004.tar", "reference_source_member": "person-0279-neutral.png", "reference_source_generated_utc": "2026-10-06T16:16:53.389959+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, white European-ancestry heritage, light warm skin, dark brown soft wavy hair swept to one side, a slim build, wearing a navy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0279", "default_emotion": "neutral", "description": "The same reference identity in the office manager outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0279-job-069", "job_id": "job-069", "job_key": "office_manager", "job_outfit": "a plum blazer over a cream closed shirt, charcoal straight trousers and black shoes", "job_outfit_index": 7, "job_title_de": "Büroleiter/in", "job_title_en": "office manager", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum blazer over a cream closed shirt, charcoal straight trousers and black shoes", "outfit_id": "person-0279-job-069", "outfit_style": "professional_office_finance", "personality_id": "person-0279", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional office manager outfit: a plum blazer over a cream closed shirt, charcoal straight trousers and black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0279-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00004.tar", "seed": 1007640367, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:45.723471+00:00", "image_sha256": "bdae69b730a26512a27603a946a92a177aaf73bbec414eef55b1e872eb9975be", "reference_image_sha256": "5ea9d8a1def8f07ed13d87763dd5940494cecd7cb22311a0d6c4a3daa9d196db", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1007640367, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.66413324698806, "positive_text_encoding_seconds": 0.040290641132742167, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0279-job-069.png", "json_member": "person-0279-job-069.json", "prompt_member": "person-0279-job-069.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00004.tar", "reference_source_member": "person-0279-neutral.png", "reference_source_generated_utc": "2026-10-06T16:16:53.389959+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, white European-ancestry heritage, light warm skin, dark brown soft wavy hair swept to one side, a slim build, wearing a navy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0279", "default_emotion": "neutral", "description": "The same reference identity in the beekeeper outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0279-job-079", "job_id": "job-079", "job_key": "beekeeper", "job_outfit": "a fully closed cream protective beekeeper coverall and white boots, no veil or hood, face and hair visible", "job_outfit_index": 8, "job_title_de": "Imker/in", "job_title_en": "beekeeper", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a fully closed cream protective beekeeper coverall and white boots, no veil or hood, face and hair visible", "outfit_id": "person-0279-job-079", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0279", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional beekeeper outfit: a fully closed cream protective beekeeper coverall and white boots, no veil or hood, face and hair visible. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0279-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00004.tar", "seed": 4293878085, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:48.015604+00:00", "image_sha256": "2e151c2bb1595068e5e2c3ac61a1d9a7be63720850489047bdc080d3c3896e63", "reference_image_sha256": "5ea9d8a1def8f07ed13d87763dd5940494cecd7cb22311a0d6c4a3daa9d196db", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4293878085, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.47949991701171, "positive_text_encoding_seconds": 0.040237910114228725, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0279-job-079.png", "json_member": "person-0279-job-079.json", "prompt_member": "person-0279-job-079.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00004.tar", "reference_source_member": "person-0279-neutral.png", "reference_source_generated_utc": "2026-10-06T16:16:53.389959+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, white European-ancestry heritage, light warm skin, dark brown soft wavy hair swept to one side, a slim build, wearing a navy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0279", "default_emotion": "neutral", "description": "The same reference identity in the archaeologist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0279-job-085", "job_id": "job-085", "job_key": "archaeologist", "job_outfit": "a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots", "job_outfit_index": 9, "job_title_de": "Archäologe/Archäologin", "job_title_en": "archaeologist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots", "outfit_id": "person-0279-job-085", "outfit_style": "professional_science_education", "personality_id": "person-0279", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional archaeologist outfit: a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0279-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00004.tar", "seed": 27289458, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:48.115256+00:00", "image_sha256": "9794541bd955c478016c8c1773212dc013a8f58d7c2eb89081ae6e7eb7dabb76", "reference_image_sha256": "5ea9d8a1def8f07ed13d87763dd5940494cecd7cb22311a0d6c4a3daa9d196db", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 27289458, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.87310730898753, "positive_text_encoding_seconds": 0.04057655110955238, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0279-job-085.png", "json_member": "person-0279-job-085.json", "prompt_member": "person-0279-job-085.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00004.tar", "reference_source_member": "person-0279-neutral.png", "reference_source_generated_utc": "2026-10-06T16:16:53.389959+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, white European-ancestry heritage, light warm skin, dark brown soft wavy hair swept to one side, a slim build, wearing a navy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0279", "default_emotion": "neutral", "description": "The same reference identity in the barber outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0279-job-093", "job_id": "job-093", "job_key": "barber", "job_outfit": "a burgundy barber waistcoat over a white long-sleeved shirt, charcoal trousers and black shoes", "job_outfit_index": 10, "job_title_de": "Barbier/in", "job_title_en": "barber", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy barber waistcoat over a white long-sleeved shirt, charcoal trousers and black shoes", "outfit_id": "person-0279-job-093", "outfit_style": "professional_creative_culture", "personality_id": "person-0279", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional barber outfit: a burgundy barber waistcoat over a white long-sleeved shirt, charcoal trousers and black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0279-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00004.tar", "seed": 3976989219, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:49.788002+00:00", "image_sha256": "9f8b83edba09bb6e5a2cca190c407b6bf0880348619baa91e89b77b73e13fc78", "reference_image_sha256": "5ea9d8a1def8f07ed13d87763dd5940494cecd7cb22311a0d6c4a3daa9d196db", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3976989219, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.45975762559101, "positive_text_encoding_seconds": 0.0404595909640193, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0279-job-093.png", "json_member": "person-0279-job-093.json", "prompt_member": "person-0279-job-093.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00004.tar", "reference_source_member": "person-0279-neutral.png", "reference_source_generated_utc": "2026-10-06T16:16:53.389959+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, Indigenous American heritage, warm tan skin, black short tousled hair, a sturdy build, wearing a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a sturdy build", "character_id": "person-0280", "default_emotion": "neutral", "description": "The same reference identity in the radiographer outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "black short tousled hair", "id": "person-0280-job-008", "job_id": "job-008", "job_key": "radiographer", "job_outfit": "a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes", "job_outfit_index": 1, "job_title_de": "Radiologie-Fachkraft", "job_title_en": "radiographer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes", "outfit_id": "person-0280-job-008", "outfit_style": "professional_health", "personality_id": "person-0280", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional radiographer outfit: a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0280-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00004.tar", "seed": 3857746022, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:49.000035+00:00", "image_sha256": "664d82f66b2454de413656ac336b1697ea4d8f06d1e1238e67b5819c6d48e3c7", "reference_image_sha256": "26471786038076ac9f1054e6228143c3590e18390a294710a484f6278ff3b349", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3857746022, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57505902275443, "positive_text_encoding_seconds": 0.04024668503552675, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0280-job-008.png", "json_member": "person-0280-job-008.json", "prompt_member": "person-0280-job-008.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00004.tar", "reference_source_member": "person-0280-neutral.png", "reference_source_generated_utc": "2026-10-06T16:35:21.082648+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, Indigenous American heritage, warm tan skin, black short tousled hair, a sturdy build, wearing a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a sturdy build", "character_id": "person-0280", "default_emotion": "neutral", "description": "The same reference identity in the police officer outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "black short tousled hair", "id": "person-0280-job-012", "job_id": "job-012", "job_key": "police_officer", "job_outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "job_outfit_index": 2, "job_title_de": "Polizeikraft", "job_title_en": "police officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "outfit_id": "person-0280-job-012", "outfit_style": "professional_emergency", "personality_id": "person-0280", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional police officer outfit: a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0280-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00004.tar", "seed": 3074039478, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:50.142677+00:00", "image_sha256": "a90163b0362f8e8131712f6e5991329570a473432992947a0e90ef87c1a3b59d", "reference_image_sha256": "26471786038076ac9f1054e6228143c3590e18390a294710a484f6278ff3b349", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3074039478, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.91275509912521, "positive_text_encoding_seconds": 0.04019018169492483, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0280-job-012.png", "json_member": "person-0280-job-012.json", "prompt_member": "person-0280-job-012.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00004.tar", "reference_source_member": "person-0280-neutral.png", "reference_source_generated_utc": "2026-10-06T16:35:21.082648+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, Indigenous American heritage, warm tan skin, black short tousled hair, a sturdy build, wearing a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a sturdy build", "character_id": "person-0280", "default_emotion": "neutral", "description": "The same reference identity in the hotel receptionist outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "black short tousled hair", "id": "person-0280-job-030", "job_id": "job-030", "job_key": "hotel_receptionist", "job_outfit": "a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge", "job_outfit_index": 3, "job_title_de": "Hotel-Rezeptionist/in", "job_title_en": "hotel receptionist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge", "outfit_id": "person-0280-job-030", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0280", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional hotel receptionist outfit: a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0280-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00004.tar", "seed": 1891955551, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:33:50.994940+00:00", "image_sha256": "e32679371bddef615b680660ccb071a06894a06d86818712277a323a4c97bd0a", "reference_image_sha256": "26471786038076ac9f1054e6228143c3590e18390a294710a484f6278ff3b349", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1891955551, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.33576827170327, "positive_text_encoding_seconds": 0.040484716184437275, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0280-job-030.png", "json_member": "person-0280-job-030.json", "prompt_member": "person-0280-job-030.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00004.tar", "reference_source_member": "person-0280-neutral.png", "reference_source_generated_utc": "2026-10-06T16:35:21.082648+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, Indigenous American heritage, warm tan skin, black short tousled hair, a sturdy build, wearing a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a sturdy build", "character_id": "person-0280", "default_emotion": "neutral", "description": "The same reference identity in the plumber outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "black short tousled hair", "id": "person-0280-job-032", "job_id": "job-032", "job_key": "plumber", "job_outfit": "a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots", "job_outfit_index": 4, "job_title_de": "Installateur/in", "job_title_en": "plumber", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots", "outfit_id": "person-0280-job-032", "outfit_style": "professional_construction", "personality_id": "person-0280", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional plumber outfit: a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0280-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00004.tar", "seed": 4273607702, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:34:25.700812+00:00", "image_sha256": "5bc4f4c7046124ce3455b88eedae8d110199f00241ee20dcfcfb38cebb5880a9", "reference_image_sha256": "26471786038076ac9f1054e6228143c3590e18390a294710a484f6278ff3b349", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4273607702, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.857088626828045, "positive_text_encoding_seconds": 0.03996690874919295, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0280-job-032.png", "json_member": "person-0280-job-032.json", "prompt_member": "person-0280-job-032.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00004.tar", "reference_source_member": "person-0280-neutral.png", "reference_source_generated_utc": "2026-10-06T16:35:21.082648+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, Indigenous American heritage, warm tan skin, black short tousled hair, a sturdy build, wearing a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a sturdy build", "character_id": "person-0280", "default_emotion": "neutral", "description": "The same reference identity in the HVAC technician outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "black short tousled hair", "id": "person-0280-job-044", "job_id": "job-044", "job_key": "hvac_technician", "job_outfit": "a charcoal utility jacket with royal-blue panels, navy work trousers and black safety shoes", "job_outfit_index": 5, "job_title_de": "Klima- und Heizungstechniker/in", "job_title_en": "HVAC technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal utility jacket with royal-blue panels, navy work trousers and black safety shoes", "outfit_id": "person-0280-job-044", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0280", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional HVAC technician outfit: a charcoal utility jacket with royal-blue panels, navy work trousers and black safety shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0280-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00004.tar", "seed": 1700074086, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:34:25.610569+00:00", "image_sha256": "2f5f7c5288d51ce84a799e16773fcd3e1b6d33254a553e3ee39b732177058e78", "reference_image_sha256": "26471786038076ac9f1054e6228143c3590e18390a294710a484f6278ff3b349", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1700074086, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.669110814575106, "positive_text_encoding_seconds": 0.04041155194863677, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0280-job-044.png", "json_member": "person-0280-job-044.json", "prompt_member": "person-0280-job-044.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00004.tar", "reference_source_member": "person-0280-neutral.png", "reference_source_generated_utc": "2026-10-06T16:35:21.082648+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, Indigenous American heritage, warm tan skin, black short tousled hair, a sturdy build, wearing a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a sturdy build", "character_id": "person-0280", "default_emotion": "neutral", "description": "The same reference identity in the postal worker outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "black short tousled hair", "id": "person-0280-job-051", "job_id": "job-051", "job_key": "postal_worker", "job_outfit": "a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes", "job_outfit_index": 6, "job_title_de": "Postzusteller/in", "job_title_en": "postal worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes", "outfit_id": "person-0280-job-051", "outfit_style": "professional_civic_transport", "personality_id": "person-0280", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional postal worker outfit: a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0280-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00004.tar", "seed": 269507060, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:34:28.705127+00:00", "image_sha256": "15ce9a55768ea700a36171534f7af1e2367c5f157602d3ad4ca7dd92f2188833", "reference_image_sha256": "26471786038076ac9f1054e6228143c3590e18390a294710a484f6278ff3b349", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 269507060, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.47508059674874, "positive_text_encoding_seconds": 0.04066085023805499, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0280-job-051.png", "json_member": "person-0280-job-051.json", "prompt_member": "person-0280-job-051.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00004.tar", "reference_source_member": "person-0280-neutral.png", "reference_source_generated_utc": "2026-10-06T16:35:21.082648+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, Indigenous American heritage, warm tan skin, black short tousled hair, a sturdy build, wearing a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a sturdy build", "character_id": "person-0280", "default_emotion": "neutral", "description": "The same reference identity in the real estate agent outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "black short tousled hair", "id": "person-0280-job-065", "job_id": "job-065", "job_key": "real_estate_agent", "job_outfit": "a taupe tailored blazer over a white closed shirt, navy trousers and brown shoes", "job_outfit_index": 7, "job_title_de": "Immobilienmakler/in", "job_title_en": "real estate agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a taupe tailored blazer over a white closed shirt, navy trousers and brown shoes", "outfit_id": "person-0280-job-065", "outfit_style": "professional_office_finance", "personality_id": "person-0280", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional real estate agent outfit: a taupe tailored blazer over a white closed shirt, navy trousers and brown shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0280-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00004.tar", "seed": 1113394564, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:34:28.210310+00:00", "image_sha256": "31e99910711a0b0c7940532c7cd44b831d48fb147937cb5324ede4eb77d4130e", "reference_image_sha256": "26471786038076ac9f1054e6228143c3590e18390a294710a484f6278ff3b349", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1113394564, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.879637672100216, "positive_text_encoding_seconds": 0.04046718403697014, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0280-job-065.png", "json_member": "person-0280-job-065.json", "prompt_member": "person-0280-job-065.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00004.tar", "reference_source_member": "person-0280-neutral.png", "reference_source_generated_utc": "2026-10-06T16:35:21.082648+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, Indigenous American heritage, warm tan skin, black short tousled hair, a sturdy build, wearing a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a sturdy build", "character_id": "person-0280", "default_emotion": "neutral", "description": "The same reference identity in the landscape contractor outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "black short tousled hair", "id": "person-0280-job-077", "job_id": "job-077", "job_key": "landscaper", "job_outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "job_outfit_index": 8, "job_title_de": "Landschaftsgärtner/in", "job_title_en": "landscape contractor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "outfit_id": "person-0280-job-077", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0280", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional landscape contractor outfit: a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0280-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00004.tar", "seed": 2696433259, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:34:28.743391+00:00", "image_sha256": "e2a4869caf6474651aa9136656b8d6f2ed2068aefb35587c2d590544905c39cc", "reference_image_sha256": "26471786038076ac9f1054e6228143c3590e18390a294710a484f6278ff3b349", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2696433259, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.56627911888063, "positive_text_encoding_seconds": 0.04040628205984831, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0280-job-077.png", "json_member": "person-0280-job-077.json", "prompt_member": "person-0280-job-077.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00004.tar", "reference_source_member": "person-0280-neutral.png", "reference_source_generated_utc": "2026-10-06T16:35:21.082648+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, Indigenous American heritage, warm tan skin, black short tousled hair, a sturdy build, wearing a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a sturdy build", "character_id": "person-0280", "default_emotion": "neutral", "description": "The same reference identity in the architect outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "black short tousled hair", "id": "person-0280-job-087", "job_id": "job-087", "job_key": "architect", "job_outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "job_outfit_index": 9, "job_title_de": "Architekt/in", "job_title_en": "architect", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "outfit_id": "person-0280-job-087", "outfit_style": "professional_science_education", "personality_id": "person-0280", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional architect outfit: a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0280-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00004.tar", "seed": 936533071, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:34:30.299991+00:00", "image_sha256": "d695e9022e8fa49c0fa803b6620b65f8ab54707e37c08648cea70d93c4577f85", "reference_image_sha256": "26471786038076ac9f1054e6228143c3590e18390a294710a484f6278ff3b349", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 936533071, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.298039028886706, "positive_text_encoding_seconds": 0.040273820981383324, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0280-job-087.png", "json_member": "person-0280-job-087.json", "prompt_member": "person-0280-job-087.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00004.tar", "reference_source_member": "person-0280-neutral.png", "reference_source_generated_utc": "2026-10-06T16:35:21.082648+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, Indigenous American heritage, warm tan skin, black short tousled hair, a sturdy build, wearing a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a sturdy build", "character_id": "person-0280", "default_emotion": "neutral", "description": "The same reference identity in the photographer outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "black short tousled hair", "id": "person-0280-job-096", "job_id": "job-096", "job_key": "photographer", "job_outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "job_outfit_index": 10, "job_title_de": "Fotograf/in", "job_title_en": "photographer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "outfit_id": "person-0280-job-096", "outfit_style": "professional_creative_culture", "personality_id": "person-0280", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional photographer outfit: a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0280-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00004.tar", "seed": 778545356, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:34:30.237238+00:00", "image_sha256": "ad2f2406b4202bb8996448b5f8780dd15dab013d0cee5ef891e39ad8d3c067bd", "reference_image_sha256": "26471786038076ac9f1054e6228143c3590e18390a294710a484f6278ff3b349", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 778545356, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.91640170710161, "positive_text_encoding_seconds": 0.04044327978044748, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0280-job-096.png", "json_member": "person-0280-job-096.json", "prompt_member": "person-0280-job-096.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00004.tar", "reference_source_member": "person-0280-neutral.png", "reference_source_generated_utc": "2026-10-06T16:35:21.082648+00:00"}
 {"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, light brown a tidy side-part hairstyle, an average build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "an average build", "character_id": "person-0281", "default_emotion": "neutral", "description": "The same reference identity in the physician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown a tidy side-part hairstyle", "id": "person-0281-job-001", "job_id": "job-001", "job_key": "physician", "job_outfit": "a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes", "job_outfit_index": 1, "job_title_de": "Arzt/Ärztin", "job_title_en": "physician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes", "outfit_id": "person-0281-job-001", "outfit_style": "professional_health", "personality_id": "person-0281", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional physician outfit: a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0281-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00006.tar", "seed": 1827961940, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-06T21:31:30.809595+00:00", "image_sha256": "eb16ab58df30ddc9d72c2eb85b498105361381b94a4cfb7a591f435bb502c833", "reference_image_sha256": "3815c7c15a765a1d376dc2141f488a4f6d7789b54cdf1cfa1926378d630c07a1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1827961940, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "shared-GPU-CPU-offload-job-pilot", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 146.4323257347569, "positive_text_encoding_seconds": 3.472714642994106, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": true, "gpu_shared_with_backgrounds": false, "model_cpu_offload": true, "gpu_shared_with_character_production": true}, "storage": {"shard": "jobs-g7-00000.tar", "image_member": "person-0281-job-001.png", "json_member": "person-0281-job-001.json", "prompt_member": "person-0281-job-001.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00006.tar", "reference_source_member": "person-0281-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:34.399529+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, light brown a tidy side-part hairstyle, an average build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "an average build", "character_id": "person-0281", "default_emotion": "neutral", "description": "The same reference identity in the detective outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown a tidy side-part hairstyle", "id": "person-0281-job-013", "job_id": "job-013", "job_key": "detective", "job_outfit": "a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes", "job_outfit_index": 2, "job_title_de": "Kriminalermittler/in", "job_title_en": "detective", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes", "outfit_id": "person-0281-job-013", "outfit_style": "professional_emergency", "personality_id": "person-0281", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional detective outfit: a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0281-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00006.tar", "seed": 3530082288, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:34:31.532800+00:00", "image_sha256": "f2e6ee2c39a8a03a0472d10a11e991f1a8875bf9b0dcec5b31797a8d7c642321", "reference_image_sha256": "3815c7c15a765a1d376dc2141f488a4f6d7789b54cdf1cfa1926378d630c07a1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3530082288, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.323242515325546, "positive_text_encoding_seconds": 0.04048580164089799, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0281-job-013.png", "json_member": "person-0281-job-013.json", "prompt_member": "person-0281-job-013.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00006.tar", "reference_source_member": "person-0281-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:34.399529+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, light brown a tidy side-part hairstyle, an average build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "an average build", "character_id": "person-0281", "default_emotion": "neutral", "description": "The same reference identity in the hotel receptionist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown a tidy side-part hairstyle", "id": "person-0281-job-030", "job_id": "job-030", "job_key": "hotel_receptionist", "job_outfit": "a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge", "job_outfit_index": 3, "job_title_de": "Hotel-Rezeptionist/in", "job_title_en": "hotel receptionist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge", "outfit_id": "person-0281-job-030", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0281", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional hotel receptionist outfit: a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0281-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00006.tar", "seed": 74526670, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:05.498972+00:00", "image_sha256": "6fec080de540b1641efb9f1f0a490005e89e208d597d4e2b901a397584a75267", "reference_image_sha256": "3815c7c15a765a1d376dc2141f488a4f6d7789b54cdf1cfa1926378d630c07a1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 74526670, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.67205215897411, "positive_text_encoding_seconds": 0.04025691328570247, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0281-job-030.png", "json_member": "person-0281-job-030.json", "prompt_member": "person-0281-job-030.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00006.tar", "reference_source_member": "person-0281-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:34.399529+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, light brown a tidy side-part hairstyle, an average build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "an average build", "character_id": "person-0281", "default_emotion": "neutral", "description": "The same reference identity in the bricklayer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown a tidy side-part hairstyle", "id": "person-0281-job-034", "job_id": "job-034", "job_key": "bricklayer", "job_outfit": "an orange high-visibility vest over a navy long-sleeved shirt, charcoal reinforced trousers and sturdy boots", "job_outfit_index": 4, "job_title_de": "Maurer/in", "job_title_en": "bricklayer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange high-visibility vest over a navy long-sleeved shirt, charcoal reinforced trousers and sturdy boots", "outfit_id": "person-0281-job-034", "outfit_style": "professional_construction", "personality_id": "person-0281", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional bricklayer outfit: an orange high-visibility vest over a navy long-sleeved shirt, charcoal reinforced trousers and sturdy boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0281-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00006.tar", "seed": 1530415669, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:05.834513+00:00", "image_sha256": "7ff59e04d850cdce5c03f368cc248943c4f8a9e73789c126632f177b9c6a0819", "reference_image_sha256": "3815c7c15a765a1d376dc2141f488a4f6d7789b54cdf1cfa1926378d630c07a1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1530415669, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.927734159864485, "positive_text_encoding_seconds": 0.039948363322764635, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0281-job-034.png", "json_member": "person-0281-job-034.json", "prompt_member": "person-0281-job-034.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00006.tar", "reference_source_member": "person-0281-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:34.399529+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, light brown a tidy side-part hairstyle, an average build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "an average build", "character_id": "person-0281", "default_emotion": "neutral", "description": "The same reference identity in the truck driver outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown a tidy side-part hairstyle", "id": "person-0281-job-047", "job_id": "job-047", "job_key": "truck_driver", "job_outfit": "a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots", "job_outfit_index": 5, "job_title_de": "Lkw-Fahrer/in", "job_title_en": "truck driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots", "outfit_id": "person-0281-job-047", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0281", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional truck driver outfit: a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0281-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00006.tar", "seed": 907100219, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:08.300322+00:00", "image_sha256": "47a09e004b55937cdb85b30534d6d331728aa3c81180bdad03fbe4669fcc55bb", "reference_image_sha256": "3815c7c15a765a1d376dc2141f488a4f6d7789b54cdf1cfa1926378d630c07a1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 907100219, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.876403420232236, "positive_text_encoding_seconds": 0.040506795048713684, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0281-job-047.png", "json_member": "person-0281-job-047.json", "prompt_member": "person-0281-job-047.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00006.tar", "reference_source_member": "person-0281-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:34.399529+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, light brown a tidy side-part hairstyle, an average build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "an average build", "character_id": "person-0281", "default_emotion": "neutral", "description": "The same reference identity in the municipal clerk outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown a tidy side-part hairstyle", "id": "person-0281-job-060", "job_id": "job-060", "job_key": "municipal_clerk", "job_outfit": "a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Verwaltungsangestellte/r", "job_title_en": "municipal clerk", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes", "outfit_id": "person-0281-job-060", "outfit_style": "professional_civic_transport", "personality_id": "person-0281", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional municipal clerk outfit: a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0281-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00006.tar", "seed": 2811684260, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:09.353245+00:00", "image_sha256": "7e99de61721a0dda1d687e3ab7a2a50569de39d2025809f1110af5037675ab17", "reference_image_sha256": "3815c7c15a765a1d376dc2141f488a4f6d7789b54cdf1cfa1926378d630c07a1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2811684260, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.43472625873983, "positive_text_encoding_seconds": 0.040519160218536854, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0281-job-060.png", "json_member": "person-0281-job-060.json", "prompt_member": "person-0281-job-060.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00006.tar", "reference_source_member": "person-0281-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:34.399529+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, light brown a tidy side-part hairstyle, an average build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "an average build", "character_id": "person-0281", "default_emotion": "neutral", "description": "The same reference identity in the debt collection agent outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown a tidy side-part hairstyle", "id": "person-0281-job-063", "job_id": "job-063", "job_key": "debt_collector", "job_outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "job_outfit_index": 7, "job_title_de": "Geldeintreiber/in", "job_title_en": "debt collection agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "outfit_id": "person-0281-job-063", "outfit_style": "professional_office_finance", "personality_id": "person-0281", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional debt collection agent outfit: a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0281-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00006.tar", "seed": 1607575322, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:08.532357+00:00", "image_sha256": "975423e0bffb1579a55c9fb50a0c8e2f623941e81b75d6e232e7f75b06696286", "reference_image_sha256": "3815c7c15a765a1d376dc2141f488a4f6d7789b54cdf1cfa1926378d630c07a1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1607575322, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57633864181116, "positive_text_encoding_seconds": 0.040170774795114994, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0281-job-063.png", "json_member": "person-0281-job-063.json", "prompt_member": "person-0281-job-063.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00006.tar", "reference_source_member": "person-0281-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:34.399529+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, light brown a tidy side-part hairstyle, an average build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "an average build", "character_id": "person-0281", "default_emotion": "neutral", "description": "The same reference identity in the viticulturist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown a tidy side-part hairstyle", "id": "person-0281-job-078", "job_id": "job-078", "job_key": "viticulturist", "job_outfit": "a tan field waistcoat over a cream long-sleeved shirt, burgundy work trousers and brown sturdy boots", "job_outfit_index": 8, "job_title_de": "Winzer/in", "job_title_en": "viticulturist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan field waistcoat over a cream long-sleeved shirt, burgundy work trousers and brown sturdy boots", "outfit_id": "person-0281-job-078", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0281", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional viticulturist outfit: a tan field waistcoat over a cream long-sleeved shirt, burgundy work trousers and brown sturdy boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0281-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00006.tar", "seed": 1573644012, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:10.369036+00:00", "image_sha256": "8ff1a7a2c8619d3127d4fc594bf3b13a75fd767f5ec360427a66fb78151b1bea", "reference_image_sha256": "3815c7c15a765a1d376dc2141f488a4f6d7789b54cdf1cfa1926378d630c07a1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1573644012, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.918223715852946, "positive_text_encoding_seconds": 0.04005061415955424, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0281-job-078.png", "json_member": "person-0281-job-078.json", "prompt_member": "person-0281-job-078.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00006.tar", "reference_source_member": "person-0281-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:34.399529+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, light brown a tidy side-part hairstyle, an average build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "an average build", "character_id": "person-0281", "default_emotion": "neutral", "description": "The same reference identity in the librarian outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown a tidy side-part hairstyle", "id": "person-0281-job-090", "job_id": "job-090", "job_key": "librarian", "job_outfit": "a plum cardigan over a cream closed shirt, charcoal straight trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Bibliothekar/in", "job_title_en": "librarian", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum cardigan over a cream closed shirt, charcoal straight trousers and brown shoes", "outfit_id": "person-0281-job-090", "outfit_style": "professional_science_education", "personality_id": "person-0281", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional librarian outfit: a plum cardigan over a cream closed shirt, charcoal straight trousers and brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0281-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00006.tar", "seed": 2796997230, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:10.805487+00:00", "image_sha256": "1896ecf21f96702fe0aaab4e8638b388d85f403cfaa07aac0e5e2a36b3783713", "reference_image_sha256": "3815c7c15a765a1d376dc2141f488a4f6d7789b54cdf1cfa1926378d630c07a1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2796997230, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.292459830176085, "positive_text_encoding_seconds": 0.0400738250464201, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0281-job-090.png", "json_member": "person-0281-job-090.json", "prompt_member": "person-0281-job-090.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00006.tar", "reference_source_member": "person-0281-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:34.399529+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, light brown a tidy side-part hairstyle, an average build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "an average build", "character_id": "person-0281", "default_emotion": "neutral", "description": "The same reference identity in the chef outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown a tidy side-part hairstyle", "id": "person-0281-job-091", "job_id": "job-091", "job_key": "chef", "job_outfit": "a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat", "job_outfit_index": 10, "job_title_de": "Koch/Köchin", "job_title_en": "chef", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat", "outfit_id": "person-0281-job-091", "outfit_style": "professional_creative_culture", "personality_id": "person-0281", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional chef outfit: a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0281-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00006.tar", "seed": 2571679715, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:11.930568+00:00", "image_sha256": "9c65652b7ddbb55a3e3ffa6187815c058797361da0daa64ce53ebd6eb19f46a2", "reference_image_sha256": "3815c7c15a765a1d376dc2141f488a4f6d7789b54cdf1cfa1926378d630c07a1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2571679715, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.228943379595876, "positive_text_encoding_seconds": 0.040614415891468525, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0281-job-091.png", "json_member": "person-0281-job-091.json", "prompt_member": "person-0281-job-091.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00006.tar", "reference_source_member": "person-0281-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:34.399529+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown a tidy side-part hairstyle, a slim build, wearing a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0282", "default_emotion": "neutral", "description": "The same reference identity in the paramedic outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown a tidy side-part hairstyle", "id": "person-0282-job-004", "job_id": "job-004", "job_key": "paramedic", "job_outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "job_outfit_index": 1, "job_title_de": "Rettungssanitäter/in", "job_title_en": "paramedic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "outfit_id": "person-0282-job-004", "outfit_style": "professional_health", "personality_id": "person-0282", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional paramedic outfit: a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0282-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00008.tar", "seed": 2574155479, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:45.390835+00:00", "image_sha256": "66799c93fdca88f187bbe8be08f2357fb086f223322f0e19efcdcdbda120834c", "reference_image_sha256": "f9b4ae18cfa92485a4e99421056f6459f16529ee2fcf24cec79fd6251b96c569", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2574155479, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.673412384931, "positive_text_encoding_seconds": 0.04046565433964133, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0282-job-004.png", "json_member": "person-0282-job-004.json", "prompt_member": "person-0282-job-004.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00008.tar", "reference_source_member": "person-0282-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:22.292482+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown a tidy side-part hairstyle, a slim build, wearing a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0282", "default_emotion": "neutral", "description": "The same reference identity in the police officer outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown a tidy side-part hairstyle", "id": "person-0282-job-012", "job_id": "job-012", "job_key": "police_officer", "job_outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "job_outfit_index": 2, "job_title_de": "Polizeikraft", "job_title_en": "police officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "outfit_id": "person-0282-job-012", "outfit_style": "professional_emergency", "personality_id": "person-0282", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional police officer outfit: a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0282-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00008.tar", "seed": 1521492359, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:45.918906+00:00", "image_sha256": "43b7eeed5bc25e824240fda99dcfb853bcebdb0fd148b01b9c1f82aa126de171", "reference_image_sha256": "f9b4ae18cfa92485a4e99421056f6459f16529ee2fcf24cec79fd6251b96c569", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1521492359, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.867988454177976, "positive_text_encoding_seconds": 0.04007459478452802, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0282-job-012.png", "json_member": "person-0282-job-012.json", "prompt_member": "person-0282-job-012.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00008.tar", "reference_source_member": "person-0282-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:22.292482+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown a tidy side-part hairstyle, a slim build, wearing a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0282", "default_emotion": "neutral", "description": "The same reference identity in the restaurant server outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown a tidy side-part hairstyle", "id": "person-0282-job-027", "job_id": "job-027", "job_key": "restaurant_server", "job_outfit": "a black waistcoat over a closed white long-sleeved shirt, black trousers and polished black shoes", "job_outfit_index": 3, "job_title_de": "Servicekraft im Restaurant", "job_title_en": "restaurant server", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a black waistcoat over a closed white long-sleeved shirt, black trousers and polished black shoes", "outfit_id": "person-0282-job-027", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0282", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional restaurant server outfit: a black waistcoat over a closed white long-sleeved shirt, black trousers and polished black shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0282-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00008.tar", "seed": 41355118, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:48.390929+00:00", "image_sha256": "b1fbd9f3809a12223ce7d93765bea1fe765120f16c1f901fcc14b3bad7007be5", "reference_image_sha256": "f9b4ae18cfa92485a4e99421056f6459f16529ee2fcf24cec79fd6251b96c569", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 41355118, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.87832085508853, "positive_text_encoding_seconds": 0.040207472164183855, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0282-job-027.png", "json_member": "person-0282-job-027.json", "prompt_member": "person-0282-job-027.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00008.tar", "reference_source_member": "person-0282-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:22.292482+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown a tidy side-part hairstyle, a slim build, wearing a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0282", "default_emotion": "neutral", "description": "The same reference identity in the plumber outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown a tidy side-part hairstyle", "id": "person-0282-job-032", "job_id": "job-032", "job_key": "plumber", "job_outfit": "a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots", "job_outfit_index": 4, "job_title_de": "Installateur/in", "job_title_en": "plumber", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots", "outfit_id": "person-0282-job-032", "outfit_style": "professional_construction", "personality_id": "person-0282", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional plumber outfit: a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0282-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00008.tar", "seed": 3132264055, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:48.317079+00:00", "image_sha256": "f21c73593b82a7fb2e88f2dd9cb4eeb6178eb275b63b2154eb17d189185dd662", "reference_image_sha256": "f9b4ae18cfa92485a4e99421056f6459f16529ee2fcf24cec79fd6251b96c569", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3132264055, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.56976284412667, "positive_text_encoding_seconds": 0.039805916137993336, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0282-job-032.png", "json_member": "person-0282-job-032.json", "prompt_member": "person-0282-job-032.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00008.tar", "reference_source_member": "person-0282-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:22.292482+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown a tidy side-part hairstyle, a slim build, wearing a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0282", "default_emotion": "neutral", "description": "The same reference identity in the railway maintenance mechanic outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown a tidy side-part hairstyle", "id": "person-0282-job-050", "job_id": "job-050", "job_key": "rail_mechanic", "job_outfit": "an orange safety jacket over a navy long-sleeved shirt, navy reinforced trousers and sturdy boots", "job_outfit_index": 5, "job_title_de": "Bahn-Instandhaltungskraft", "job_title_en": "railway maintenance mechanic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange safety jacket over a navy long-sleeved shirt, navy reinforced trousers and sturdy boots", "outfit_id": "person-0282-job-050", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0282", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional railway maintenance mechanic outfit: an orange safety jacket over a navy long-sleeved shirt, navy reinforced trousers and sturdy boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0282-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00008.tar", "seed": 307576382, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:50.009229+00:00", "image_sha256": "25bea2ebe5b831085df6056c8fb269cad6b3299d2407fde64e198c29fc9d6ef6", "reference_image_sha256": "f9b4ae18cfa92485a4e99421056f6459f16529ee2fcf24cec79fd6251b96c569", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 307576382, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.441919734701514, "positive_text_encoding_seconds": 0.040592126082628965, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0282-job-050.png", "json_member": "person-0282-job-050.json", "prompt_member": "person-0282-job-050.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00008.tar", "reference_source_member": "person-0282-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:22.292482+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown a tidy side-part hairstyle, a slim build, wearing a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0282", "default_emotion": "neutral", "description": "The same reference identity in the taxi driver outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown a tidy side-part hairstyle", "id": "person-0282-job-054", "job_id": "job-054", "job_key": "taxi_driver", "job_outfit": "a charcoal casual blazer over a pale blue closed shirt, navy trousers and brown shoes", "job_outfit_index": 6, "job_title_de": "Taxifahrer/in", "job_title_en": "taxi driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal casual blazer over a pale blue closed shirt, navy trousers and brown shoes", "outfit_id": "person-0282-job-054", "outfit_style": "professional_civic_transport", "personality_id": "person-0282", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional taxi driver outfit: a charcoal casual blazer over a pale blue closed shirt, navy trousers and brown shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0282-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00008.tar", "seed": 3266140277, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:50.504297+00:00", "image_sha256": "2919b44bbabddac9e76c70e2877b43db8c37923933322e6893ccf9568ed883cd", "reference_image_sha256": "f9b4ae18cfa92485a4e99421056f6459f16529ee2fcf24cec79fd6251b96c569", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3266140277, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.921995383221656, "positive_text_encoding_seconds": 0.040504632983356714, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0282-job-054.png", "json_member": "person-0282-job-054.json", "prompt_member": "person-0282-job-054.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00008.tar", "reference_source_member": "person-0282-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:22.292482+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown a tidy side-part hairstyle, a slim build, wearing a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0282", "default_emotion": "neutral", "description": "The same reference identity in the bank teller outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown a tidy side-part hairstyle", "id": "person-0282-job-061", "job_id": "job-061", "job_key": "bank_teller", "job_outfit": "a navy tailored waistcoat over a white closed shirt, charcoal trousers and black shoes, blank name badge", "job_outfit_index": 7, "job_title_de": "Bankangestellte/r", "job_title_en": "bank teller", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy tailored waistcoat over a white closed shirt, charcoal trousers and black shoes, blank name badge", "outfit_id": "person-0282-job-061", "outfit_style": "professional_office_finance", "personality_id": "person-0282", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional bank teller outfit: a navy tailored waistcoat over a white closed shirt, charcoal trousers and black shoes, blank name badge. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0282-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00008.tar", "seed": 1953621265, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:51.318602+00:00", "image_sha256": "438224d587ff7ea513f8f0ae497d8e35e6a797f8c0196e92e421b33d2132688c", "reference_image_sha256": "f9b4ae18cfa92485a4e99421056f6459f16529ee2fcf24cec79fd6251b96c569", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1953621265, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.299788744188845, "positive_text_encoding_seconds": 0.040077573619782925, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0282-job-061.png", "json_member": "person-0282-job-061.json", "prompt_member": "person-0282-job-061.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00008.tar", "reference_source_member": "person-0282-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:22.292482+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown a tidy side-part hairstyle, a slim build, wearing a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0282", "default_emotion": "neutral", "description": "The same reference identity in the animal caretaker outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown a tidy side-part hairstyle", "id": "person-0282-job-075", "job_id": "job-075", "job_key": "animal_caretaker", "job_outfit": "a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes", "job_outfit_index": 8, "job_title_de": "Tierpfleger/in", "job_title_en": "animal caretaker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes", "outfit_id": "person-0282-job-075", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0282", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional animal caretaker outfit: a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0282-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00008.tar", "seed": 3110515218, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:35:52.482228+00:00", "image_sha256": "64974a93bc74783dcfd6914fb4711572bfaed0b16d908c6a7982af1b4249a14a", "reference_image_sha256": "f9b4ae18cfa92485a4e99421056f6459f16529ee2fcf24cec79fd6251b96c569", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3110515218, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.33989898208529, "positive_text_encoding_seconds": 0.04014787916094065, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0282-job-075.png", "json_member": "person-0282-job-075.json", "prompt_member": "person-0282-job-075.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00008.tar", "reference_source_member": "person-0282-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:22.292482+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown a tidy side-part hairstyle, a slim build, wearing a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0282", "default_emotion": "neutral", "description": "The same reference identity in the architect outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown a tidy side-part hairstyle", "id": "person-0282-job-087", "job_id": "job-087", "job_key": "architect", "job_outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "job_outfit_index": 9, "job_title_de": "Architekt/in", "job_title_en": "architect", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "outfit_id": "person-0282-job-087", "outfit_style": "professional_science_education", "personality_id": "person-0282", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional architect outfit: a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0282-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00008.tar", "seed": 4111000125, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:36:25.237891+00:00", "image_sha256": "5631fd92fb9fef0cb5e9e711fdafbcbecc2c7712e191aea7cd2714f92449a4e5", "reference_image_sha256": "f9b4ae18cfa92485a4e99421056f6459f16529ee2fcf24cec79fd6251b96c569", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4111000125, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.67265527881682, "positive_text_encoding_seconds": 0.04035754827782512, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0282-job-087.png", "json_member": "person-0282-job-087.json", "prompt_member": "person-0282-job-087.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00008.tar", "reference_source_member": "person-0282-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:22.292482+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown a tidy side-part hairstyle, a slim build, wearing a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark ochre denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0282", "default_emotion": "neutral", "description": "The same reference identity in the tailor outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown a tidy side-part hairstyle", "id": "person-0282-job-094", "job_id": "job-094", "job_key": "tailor", "job_outfit": "a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes", "job_outfit_index": 10, "job_title_de": "Schneider/in", "job_title_en": "tailor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes", "outfit_id": "person-0282-job-094", "outfit_style": "professional_creative_culture", "personality_id": "person-0282", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional tailor outfit: a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0282-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00008.tar", "seed": 2258307751, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:36:26.134140+00:00", "image_sha256": "f0be59c756383da84bce2a5dc4b01c09ae20de36ffe3b3ec9f0082121947e78a", "reference_image_sha256": "f9b4ae18cfa92485a4e99421056f6459f16529ee2fcf24cec79fd6251b96c569", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2258307751, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 40.03988926298916, "positive_text_encoding_seconds": 0.04007611330598593, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0282-job-094.png", "json_member": "person-0282-job-094.json", "prompt_member": "person-0282-job-094.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00008.tar", "reference_source_member": "person-0282-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:22.292482+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, dark brown close-cropped textured hair, a compact build, wearing a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0283", "default_emotion": "neutral", "description": "The same reference identity in the radiographer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0283-job-008", "job_id": "job-008", "job_key": "radiographer", "job_outfit": "a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes", "job_outfit_index": 1, "job_title_de": "Radiologie-Fachkraft", "job_title_en": "radiographer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes", "outfit_id": "person-0283-job-008", "outfit_style": "professional_health", "personality_id": "person-0283", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional radiographer outfit: a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0283-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00009.tar", "seed": 3360760764, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:36:28.093645+00:00", "image_sha256": "ba3d93927ea5f96d540c16d135f1945eb53c68c320336a25849a59a2dfa775ed", "reference_image_sha256": "4d0c2e462c8eccd1fda904bc079f32e430317098eee951ab9a49f6fa7ac609c9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3360760764, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.562480117194355, "positive_text_encoding_seconds": 0.04024553066119552, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0283-job-008.png", "json_member": "person-0283-job-008.json", "prompt_member": "person-0283-job-008.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00009.tar", "reference_source_member": "person-0283-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:25.403310+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, dark brown close-cropped textured hair, a compact build, wearing a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0283", "default_emotion": "neutral", "description": "The same reference identity in the park ranger outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0283-job-019", "job_id": "job-019", "job_key": "park_ranger", "job_outfit": "a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat", "job_outfit_index": 2, "job_title_de": "Park-Ranger/in", "job_title_en": "park ranger", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat", "outfit_id": "person-0283-job-019", "outfit_style": "professional_emergency", "personality_id": "person-0283", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional park ranger outfit: a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0283-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00009.tar", "seed": 3331693807, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:36:28.473530+00:00", "image_sha256": "c5a0171eb36dc84b3ae6d9d5ecc750d4b1b1d969e198260e73dd0fb4ad2e07b8", "reference_image_sha256": "4d0c2e462c8eccd1fda904bc079f32e430317098eee951ab9a49f6fa7ac609c9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3331693807, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.87289000302553, "positive_text_encoding_seconds": 0.03979793284088373, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0283-job-019.png", "json_member": "person-0283-job-019.json", "prompt_member": "person-0283-job-019.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00009.tar", "reference_source_member": "person-0283-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:25.403310+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, dark brown close-cropped textured hair, a compact build, wearing a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0283", "default_emotion": "neutral", "description": "The same reference identity in the baker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0283-job-023", "job_id": "job-023", "job_key": "baker", "job_outfit": "a closed white bakery jacket and white apron over navy trousers, white closed shoes", "job_outfit_index": 3, "job_title_de": "Bäcker/in", "job_title_en": "baker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed white bakery jacket and white apron over navy trousers, white closed shoes", "outfit_id": "person-0283-job-023", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0283", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional baker outfit: a closed white bakery jacket and white apron over navy trousers, white closed shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0283-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00009.tar", "seed": 2300974340, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:36:30.656640+00:00", "image_sha256": "4d3e231f33cf0c7f82b2de603355bd84d5a18905c8e90656e767f7560c7b09aa", "reference_image_sha256": "4d0c2e462c8eccd1fda904bc079f32e430317098eee951ab9a49f6fa7ac609c9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2300974340, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.437504397239536, "positive_text_encoding_seconds": 0.040544230956584215, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0283-job-023.png", "json_member": "person-0283-job-023.json", "prompt_member": "person-0283-job-023.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00009.tar", "reference_source_member": "person-0283-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:25.403310+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, dark brown close-cropped textured hair, a compact build, wearing a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0283", "default_emotion": "neutral", "description": "The same reference identity in the glazier outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0283-job-038", "job_id": "job-038", "job_key": "glazier", "job_outfit": "a blue-gray protective work jacket over a white closed shirt, charcoal trousers and black safety shoes", "job_outfit_index": 4, "job_title_de": "Glaser/in", "job_title_en": "glazier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a blue-gray protective work jacket over a white closed shirt, charcoal trousers and black safety shoes", "outfit_id": "person-0283-job-038", "outfit_style": "professional_construction", "personality_id": "person-0283", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional glazier outfit: a blue-gray protective work jacket over a white closed shirt, charcoal trousers and black safety shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0283-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00009.tar", "seed": 3328719068, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:36:30.641111+00:00", "image_sha256": "f444e12e66e3b959f6ead6b1e90695189b16f2d46229946c74f1f55163842243", "reference_image_sha256": "4d0c2e462c8eccd1fda904bc079f32e430317098eee951ab9a49f6fa7ac609c9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3328719068, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.92256098939106, "positive_text_encoding_seconds": 0.040883373003453016, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0283-job-038.png", "json_member": "person-0283-job-038.json", "prompt_member": "person-0283-job-038.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00009.tar", "reference_source_member": "person-0283-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:25.403310+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, dark brown close-cropped textured hair, a compact build, wearing a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0283", "default_emotion": "neutral", "description": "The same reference identity in the delivery courier outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0283-job-048", "job_id": "job-048", "job_key": "delivery_courier", "job_outfit": "a royal-blue weatherproof delivery jacket with orange cuffs, charcoal cargo trousers and sturdy black shoes", "job_outfit_index": 5, "job_title_de": "Paketzusteller/in", "job_title_en": "delivery courier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue weatherproof delivery jacket with orange cuffs, charcoal cargo trousers and sturdy black shoes", "outfit_id": "person-0283-job-048", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0283", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional delivery courier outfit: a royal-blue weatherproof delivery jacket with orange cuffs, charcoal cargo trousers and sturdy black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0283-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00009.tar", "seed": 3105316328, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:36:31.838961+00:00", "image_sha256": "38856651b8e2b12c0d31d23f673b9e67480bc313bd4c90bf21182ad4bd0902cd", "reference_image_sha256": "4d0c2e462c8eccd1fda904bc079f32e430317098eee951ab9a49f6fa7ac609c9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3105316328, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.30636866670102, "positive_text_encoding_seconds": 0.03991281194612384, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0283-job-048.png", "json_member": "person-0283-job-048.json", "prompt_member": "person-0283-job-048.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00009.tar", "reference_source_member": "person-0283-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:25.403310+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, dark brown close-cropped textured hair, a compact build, wearing a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0283", "default_emotion": "neutral", "description": "The same reference identity in the flight attendant outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0283-job-055", "job_id": "job-055", "job_key": "flight_attendant", "job_outfit": "a navy airline-style blazer over a cream closed shirt with a small burgundy neck scarf, navy trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Flugbegleiter/in", "job_title_en": "flight attendant", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy airline-style blazer over a cream closed shirt with a small burgundy neck scarf, navy trousers and black shoes", "outfit_id": "person-0283-job-055", "outfit_style": "professional_civic_transport", "personality_id": "person-0283", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional flight attendant outfit: a navy airline-style blazer over a cream closed shirt with a small burgundy neck scarf, navy trousers and black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0283-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00009.tar", "seed": 1683058570, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:36:33.045774+00:00", "image_sha256": "00001a7817ed03782106c15d8ec6d8189683aa99f7cbcedf05af6849be6cbb91", "reference_image_sha256": "4d0c2e462c8eccd1fda904bc079f32e430317098eee951ab9a49f6fa7ac609c9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1683058570, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.34931412898004, "positive_text_encoding_seconds": 0.040013804100453854, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0283-job-055.png", "json_member": "person-0283-job-055.json", "prompt_member": "person-0283-job-055.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00009.tar", "reference_source_member": "person-0283-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:25.403310+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, dark brown close-cropped textured hair, a compact build, wearing a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0283", "default_emotion": "neutral", "description": "The same reference identity in the real estate agent outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0283-job-065", "job_id": "job-065", "job_key": "real_estate_agent", "job_outfit": "a taupe tailored blazer over a white closed shirt, navy trousers and brown shoes", "job_outfit_index": 7, "job_title_de": "Immobilienmakler/in", "job_title_en": "real estate agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a taupe tailored blazer over a white closed shirt, navy trousers and brown shoes", "outfit_id": "person-0283-job-065", "outfit_style": "professional_office_finance", "personality_id": "person-0283", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional real estate agent outfit: a taupe tailored blazer over a white closed shirt, navy trousers and brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0283-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00009.tar", "seed": 2421991074, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:05.105134+00:00", "image_sha256": "0f5d139b5ecb7350effac029ef14728acc220dc90dc1360aa9451e533e2644ed", "reference_image_sha256": "4d0c2e462c8eccd1fda904bc079f32e430317098eee951ab9a49f6fa7ac609c9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2421991074, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.65898683387786, "positive_text_encoding_seconds": 0.04032931895926595, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0283-job-065.png", "json_member": "person-0283-job-065.json", "prompt_member": "person-0283-job-065.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00009.tar", "reference_source_member": "person-0283-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:25.403310+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, dark brown close-cropped textured hair, a compact build, wearing a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0283", "default_emotion": "neutral", "description": "The same reference identity in the beekeeper outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0283-job-079", "job_id": "job-079", "job_key": "beekeeper", "job_outfit": "a fully closed cream protective beekeeper coverall and white boots, no veil or hood, face and hair visible", "job_outfit_index": 8, "job_title_de": "Imker/in", "job_title_en": "beekeeper", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a fully closed cream protective beekeeper coverall and white boots, no veil or hood, face and hair visible", "outfit_id": "person-0283-job-079", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0283", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional beekeeper outfit: a fully closed cream protective beekeeper coverall and white boots, no veil or hood, face and hair visible. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0283-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00009.tar", "seed": 3984297725, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:06.213389+00:00", "image_sha256": "72dc3f96dcb8b91a28868ff7008bdd10f3789d19b4c286370e4eab57166e4a0c", "reference_image_sha256": "4d0c2e462c8eccd1fda904bc079f32e430317098eee951ab9a49f6fa7ac609c9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3984297725, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.872378583066165, "positive_text_encoding_seconds": 0.039180143270641565, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0283-job-079.png", "json_member": "person-0283-job-079.json", "prompt_member": "person-0283-job-079.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00009.tar", "reference_source_member": "person-0283-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:25.403310+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, dark brown close-cropped textured hair, a compact build, wearing a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0283", "default_emotion": "neutral", "description": "The same reference identity in the architect outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0283-job-087", "job_id": "job-087", "job_key": "architect", "job_outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "job_outfit_index": 9, "job_title_de": "Architekt/in", "job_title_en": "architect", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "outfit_id": "person-0283-job-087", "outfit_style": "professional_science_education", "personality_id": "person-0283", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional architect outfit: a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0283-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00009.tar", "seed": 1106702400, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:07.826782+00:00", "image_sha256": "18f7a405d5dd4105abb259fbe280fde15e8dad048280d3750fb8f785d2ad69a5", "reference_image_sha256": "4d0c2e462c8eccd1fda904bc079f32e430317098eee951ab9a49f6fa7ac609c9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1106702400, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.56379286525771, "positive_text_encoding_seconds": 0.03998954687267542, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0283-job-087.png", "json_member": "person-0283-job-087.json", "prompt_member": "person-0283-job-087.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00009.tar", "reference_source_member": "person-0283-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:25.403310+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, white European-ancestry heritage, light warm skin, dark brown close-cropped textured hair, a compact build, wearing a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0283", "default_emotion": "neutral", "description": "The same reference identity in the barber outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0283-job-093", "job_id": "job-093", "job_key": "barber", "job_outfit": "a burgundy barber waistcoat over a white long-sleeved shirt, charcoal trousers and black shoes", "job_outfit_index": 10, "job_title_de": "Barbier/in", "job_title_en": "barber", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy barber waistcoat over a white long-sleeved shirt, charcoal trousers and black shoes", "outfit_id": "person-0283-job-093", "outfit_style": "professional_creative_culture", "personality_id": "person-0283", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional barber outfit: a burgundy barber waistcoat over a white long-sleeved shirt, charcoal trousers and black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0283-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00009.tar", "seed": 988446833, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:08.524601+00:00", "image_sha256": "e5d39a68d608babaa56a60c2830e35d544a60faeeb4a363ada1ab13e2aa1b13b", "reference_image_sha256": "4d0c2e462c8eccd1fda904bc079f32e430317098eee951ab9a49f6fa7ac609c9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 988446833, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.87779412511736, "positive_text_encoding_seconds": 0.03974215919151902, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0283-job-093.png", "json_member": "person-0283-job-093.json", "prompt_member": "person-0283-job-093.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00009.tar", "reference_source_member": "person-0283-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:25.403310+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old man, Arab heritage, warm tan skin, black neatly cropped straight hair, a slim build, wearing a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0284", "default_emotion": "neutral", "description": "The same reference identity in the radiographer outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "black neatly cropped straight hair", "id": "person-0284-job-008", "job_id": "job-008", "job_key": "radiographer", "job_outfit": "a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes", "job_outfit_index": 1, "job_title_de": "Radiologie-Fachkraft", "job_title_en": "radiographer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes", "outfit_id": "person-0284-job-008", "outfit_style": "professional_health", "personality_id": "person-0284", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional radiographer outfit: a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0284-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00011.tar", "seed": 3427834160, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:10.767801+00:00", "image_sha256": "cd0a01fed1414f2e7aeba045f98c69ad39453a4d648cdd90a2ecae271736fa03", "reference_image_sha256": "cc418a20310ffc10861772820f952efee2127516e1f29b77c882a39a508dcdb4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3427834160, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.91730150207877, "positive_text_encoding_seconds": 0.04051635880023241, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0284-job-008.png", "json_member": "person-0284-job-008.json", "prompt_member": "person-0284-job-008.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00011.tar", "reference_source_member": "person-0284-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:43.651680+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old man, Arab heritage, warm tan skin, black neatly cropped straight hair, a slim build, wearing a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0284", "default_emotion": "neutral", "description": "The same reference identity in the park ranger outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "black neatly cropped straight hair", "id": "person-0284-job-019", "job_id": "job-019", "job_key": "park_ranger", "job_outfit": "a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat", "job_outfit_index": 2, "job_title_de": "Park-Ranger/in", "job_title_en": "park ranger", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat", "outfit_id": "person-0284-job-019", "outfit_style": "professional_emergency", "personality_id": "person-0284", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional park ranger outfit: a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0284-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00011.tar", "seed": 796889013, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:11.333447+00:00", "image_sha256": "824b0f1e26e6a8178f16ff828ce1e184836a271ff2b35e56ff00b07456e2bc55", "reference_image_sha256": "cc418a20310ffc10861772820f952efee2127516e1f29b77c882a39a508dcdb4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 796889013, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.46020055608824, "positive_text_encoding_seconds": 0.04049347201362252, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0284-job-019.png", "json_member": "person-0284-job-019.json", "prompt_member": "person-0284-job-019.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00011.tar", "reference_source_member": "person-0284-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:43.651680+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old man, Arab heritage, warm tan skin, black neatly cropped straight hair, a slim build, wearing a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0284", "default_emotion": "neutral", "description": "The same reference identity in the barista outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "black neatly cropped straight hair", "id": "person-0284-job-029", "job_id": "job-029", "job_key": "barista", "job_outfit": "a tan full apron over a navy long-sleeved shirt, charcoal trousers and dark closed shoes", "job_outfit_index": 3, "job_title_de": "Barista", "job_title_en": "barista", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan full apron over a navy long-sleeved shirt, charcoal trousers and dark closed shoes", "outfit_id": "person-0284-job-029", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0284", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional barista outfit: a tan full apron over a navy long-sleeved shirt, charcoal trousers and dark closed shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0284-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00011.tar", "seed": 221033089, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:12.360676+00:00", "image_sha256": "88d928b369d0508a559018491c9132f4a38889505b266f76e42b77c69effc5b9", "reference_image_sha256": "cc418a20310ffc10861772820f952efee2127516e1f29b77c882a39a508dcdb4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 221033089, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.30993569409475, "positive_text_encoding_seconds": 0.03936728788539767, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0284-job-029.png", "json_member": "person-0284-job-029.json", "prompt_member": "person-0284-job-029.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00011.tar", "reference_source_member": "person-0284-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:43.651680+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old man, Arab heritage, warm tan skin, black neatly cropped straight hair, a slim build, wearing a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0284", "default_emotion": "neutral", "description": "The same reference identity in the tiler outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "black neatly cropped straight hair", "id": "person-0284-job-037", "job_id": "job-037", "job_key": "tiler", "job_outfit": "navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots", "job_outfit_index": 4, "job_title_de": "Fliesenleger/in", "job_title_en": "tiler", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots", "outfit_id": "person-0284-job-037", "outfit_style": "professional_construction", "personality_id": "person-0284", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional tiler outfit: navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0284-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00011.tar", "seed": 152229836, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:13.495720+00:00", "image_sha256": "a6aa44cfc29657425fdf6146667d8fd3c31d16ee1ab8c3882fac2cf3ab153841", "reference_image_sha256": "cc418a20310ffc10861772820f952efee2127516e1f29b77c882a39a508dcdb4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 152229836, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.24037407990545, "positive_text_encoding_seconds": 0.03987916698679328, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0284-job-037.png", "json_member": "person-0284-job-037.json", "prompt_member": "person-0284-job-037.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00011.tar", "reference_source_member": "person-0284-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:43.651680+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old man, Arab heritage, warm tan skin, black neatly cropped straight hair, a slim build, wearing a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0284", "default_emotion": "neutral", "description": "The same reference identity in the forklift operator outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "black neatly cropped straight hair", "id": "person-0284-job-046", "job_id": "job-046", "job_key": "forklift_operator", "job_outfit": "an orange reflective vest over navy long sleeves, brown reinforced work trousers and black safety shoes", "job_outfit_index": 5, "job_title_de": "Gabelstaplerfahrer/in", "job_title_en": "forklift operator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective vest over navy long sleeves, brown reinforced work trousers and black safety shoes", "outfit_id": "person-0284-job-046", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0284", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional forklift operator outfit: an orange reflective vest over navy long sleeves, brown reinforced work trousers and black safety shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0284-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00011.tar", "seed": 1220006, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:44.980539+00:00", "image_sha256": "7b8f251292db3337b9e47d5e4515a7cb9f2d0d6ec1c860003d10bc79b7d77a3d", "reference_image_sha256": "cc418a20310ffc10861772820f952efee2127516e1f29b77c882a39a508dcdb4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1220006, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.66410603094846, "positive_text_encoding_seconds": 0.0402305880561471, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0284-job-046.png", "json_member": "person-0284-job-046.json", "prompt_member": "person-0284-job-046.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00011.tar", "reference_source_member": "person-0284-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:43.651680+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old man, Arab heritage, warm tan skin, black neatly cropped straight hair, a slim build, wearing a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0284", "default_emotion": "neutral", "description": "The same reference identity in the postal worker outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "black neatly cropped straight hair", "id": "person-0284-job-051", "job_id": "job-051", "job_key": "postal_worker", "job_outfit": "a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes", "job_outfit_index": 6, "job_title_de": "Postzusteller/in", "job_title_en": "postal worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes", "outfit_id": "person-0284-job-051", "outfit_style": "professional_civic_transport", "personality_id": "person-0284", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional postal worker outfit: a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0284-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00011.tar", "seed": 459059891, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:46.298412+00:00", "image_sha256": "6a4bdf74bf7d0d8315d200cef4613fc58741b865b68c419ad86dca34d3709692", "reference_image_sha256": "cc418a20310ffc10861772820f952efee2127516e1f29b77c882a39a508dcdb4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 459059891, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.87385750422254, "positive_text_encoding_seconds": 0.039506892673671246, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0284-job-051.png", "json_member": "person-0284-job-051.json", "prompt_member": "person-0284-job-051.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00011.tar", "reference_source_member": "person-0284-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:43.651680+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old man, Arab heritage, warm tan skin, black neatly cropped straight hair, a slim build, wearing a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0284", "default_emotion": "neutral", "description": "The same reference identity in the financial adviser outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "black neatly cropped straight hair", "id": "person-0284-job-068", "job_id": "job-068", "job_key": "financial_adviser", "job_outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "job_outfit_index": 7, "job_title_de": "Finanzberater/in", "job_title_en": "financial adviser", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "outfit_id": "person-0284-job-068", "outfit_style": "professional_office_finance", "personality_id": "person-0284", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional financial adviser outfit: a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0284-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00011.tar", "seed": 4102521257, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:47.615226+00:00", "image_sha256": "143fbd314affeb5fd35685d8de21f01bd7e635eb3895f7f3a16b2a1c2dfe9278", "reference_image_sha256": "cc418a20310ffc10861772820f952efee2127516e1f29b77c882a39a508dcdb4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4102521257, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.574460852425545, "positive_text_encoding_seconds": 0.040104382671415806, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0284-job-068.png", "json_member": "person-0284-job-068.json", "prompt_member": "person-0284-job-068.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00011.tar", "reference_source_member": "person-0284-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:43.651680+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old man, Arab heritage, warm tan skin, black neatly cropped straight hair, a slim build, wearing a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0284", "default_emotion": "neutral", "description": "The same reference identity in the marine biologist outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "black neatly cropped straight hair", "id": "person-0284-job-080", "job_id": "job-080", "job_key": "marine_biologist", "job_outfit": "a navy field jacket over a pale blue closed shirt, tan utility trousers and sturdy brown shoes", "job_outfit_index": 8, "job_title_de": "Meeresbiologe/Meeresbiologin", "job_title_en": "marine biologist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy field jacket over a pale blue closed shirt, tan utility trousers and sturdy brown shoes", "outfit_id": "person-0284-job-080", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0284", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional marine biologist outfit: a navy field jacket over a pale blue closed shirt, tan utility trousers and sturdy brown shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0284-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00011.tar", "seed": 4252326003, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:48.615585+00:00", "image_sha256": "bd15fcdadf05c4923fd494c20c113f3a70928398c50a8ab6c571f96dd02e6a0d", "reference_image_sha256": "cc418a20310ffc10861772820f952efee2127516e1f29b77c882a39a508dcdb4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4252326003, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.87782708602026, "positive_text_encoding_seconds": 0.039484646171331406, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0284-job-080.png", "json_member": "person-0284-job-080.json", "prompt_member": "person-0284-job-080.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00011.tar", "reference_source_member": "person-0284-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:43.651680+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old man, Arab heritage, warm tan skin, black neatly cropped straight hair, a slim build, wearing a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0284", "default_emotion": "neutral", "description": "The same reference identity in the school teacher outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "black neatly cropped straight hair", "id": "person-0284-job-081", "job_id": "job-081", "job_key": "school_teacher", "job_outfit": "a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Lehrer/in", "job_title_en": "school teacher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes", "outfit_id": "person-0284-job-081", "outfit_style": "professional_science_education", "personality_id": "person-0284", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional school teacher outfit: a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0284-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00011.tar", "seed": 2574531764, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:50.857960+00:00", "image_sha256": "0b3bc0037c78d7d9ef189e2d719dc6e89405583261e5f7417ae2d9a41fac6e30", "reference_image_sha256": "cc418a20310ffc10861772820f952efee2127516e1f29b77c882a39a508dcdb4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2574531764, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.91286839405075, "positive_text_encoding_seconds": 0.04034648695960641, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0284-job-081.png", "json_member": "person-0284-job-081.json", "prompt_member": "person-0284-job-081.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00011.tar", "reference_source_member": "person-0284-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:43.651680+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old man, Arab heritage, warm tan skin, black neatly cropped straight hair, a slim build, wearing a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0284", "default_emotion": "neutral", "description": "The same reference identity in the stage technician outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "black neatly cropped straight hair", "id": "person-0284-job-098", "job_id": "job-098", "job_key": "stage_technician", "job_outfit": "a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots", "job_outfit_index": 10, "job_title_de": "Bühnentechniker/in", "job_title_en": "stage technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots", "outfit_id": "person-0284-job-098", "outfit_style": "professional_creative_culture", "personality_id": "person-0284", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional stage technician outfit: a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0284-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00011.tar", "seed": 2198492080, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:51.943294+00:00", "image_sha256": "1751aeeb5e16b498d299eb2ea3e7e18ad4616d3b087bd1433a53eaee6335938e", "reference_image_sha256": "cc418a20310ffc10861772820f952efee2127516e1f29b77c882a39a508dcdb4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2198492080, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.43035355722532, "positive_text_encoding_seconds": 0.0405734209343791, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0284-job-098.png", "json_member": "person-0284-job-098.json", "prompt_member": "person-0284-job-098.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00011.tar", "reference_source_member": "person-0284-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:43.651680+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old man, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, a compact build, wearing a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0285", "default_emotion": "neutral", "description": "The same reference identity in the surgeon outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0285-job-002", "job_id": "job-002", "job_key": "surgeon", "job_outfit": "a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask", "job_outfit_index": 1, "job_title_de": "Chirurg/Chirurgin", "job_title_en": "surgeon", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask", "outfit_id": "person-0285-job-002", "outfit_style": "professional_health", "personality_id": "person-0285", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional surgeon outfit: a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0285-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00012.tar", "seed": 2519307635, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:52.872907+00:00", "image_sha256": "142ade3ddc3d8bdd7a9f82d3b8ae6fe0646d22777b1eb5595e9680d81ece0c6c", "reference_image_sha256": "c84a81b76f47495dc3c84f4892d29c142ce41fef01c6ea8887d2aff8d60cb6e1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2519307635, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.30046330811456, "positive_text_encoding_seconds": 0.03971424978226423, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0285-job-002.png", "json_member": "person-0285-job-002.json", "prompt_member": "person-0285-job-002.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00012.tar", "reference_source_member": "person-0285-neutral.png", "reference_source_generated_utc": "2026-10-06T18:01:54.970831+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old man, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, a compact build, wearing a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0285", "default_emotion": "neutral", "description": "The same reference identity in the civil defense worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0285-job-018", "job_id": "job-018", "job_key": "civil_defense", "job_outfit": "a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots", "job_outfit_index": 2, "job_title_de": "Katastrophenschutzkraft", "job_title_en": "civil defense worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots", "outfit_id": "person-0285-job-018", "outfit_style": "professional_emergency", "personality_id": "person-0285", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional civil defense worker outfit: a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0285-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00012.tar", "seed": 1745726418, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:37:53.958420+00:00", "image_sha256": "f1db6118efd5d21a1b2a74033aa7b55dab9782cf3cf830eb65cde5f1d93d3c0c", "reference_image_sha256": "c84a81b76f47495dc3c84f4892d29c142ce41fef01c6ea8887d2aff8d60cb6e1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1745726418, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.24784417124465, "positive_text_encoding_seconds": 0.03949161386117339, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0285-job-018.png", "json_member": "person-0285-job-018.json", "prompt_member": "person-0285-job-018.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00012.tar", "reference_source_member": "person-0285-neutral.png", "reference_source_generated_utc": "2026-10-06T18:01:54.970831+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old man, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, a compact build, wearing a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0285", "default_emotion": "neutral", "description": "The same reference identity in the barista outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0285-job-029", "job_id": "job-029", "job_key": "barista", "job_outfit": "a tan full apron over a navy long-sleeved shirt, charcoal trousers and dark closed shoes", "job_outfit_index": 3, "job_title_de": "Barista", "job_title_en": "barista", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan full apron over a navy long-sleeved shirt, charcoal trousers and dark closed shoes", "outfit_id": "person-0285-job-029", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0285", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional barista outfit: a tan full apron over a navy long-sleeved shirt, charcoal trousers and dark closed shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0285-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00012.tar", "seed": 115613981, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:38:24.863743+00:00", "image_sha256": "4067a35b1d36e08dafbbb792b7e0a84af0691a62405159e99e2244d9d5fcdaa6", "reference_image_sha256": "c84a81b76f47495dc3c84f4892d29c142ce41fef01c6ea8887d2aff8d60cb6e1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 115613981, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.667984324041754, "positive_text_encoding_seconds": 0.03993869014084339, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0285-job-029.png", "json_member": "person-0285-job-029.json", "prompt_member": "person-0285-job-029.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00012.tar", "reference_source_member": "person-0285-neutral.png", "reference_source_generated_utc": "2026-10-06T18:01:54.970831+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old man, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, a compact build, wearing a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0285", "default_emotion": "neutral", "description": "The same reference identity in the locksmith outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0285-job-039", "job_id": "job-039", "job_key": "locksmith", "job_outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "job_outfit_index": 4, "job_title_de": "Schlosser/in", "job_title_en": "locksmith", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "outfit_id": "person-0285-job-039", "outfit_style": "professional_construction", "personality_id": "person-0285", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional locksmith outfit: a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0285-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00012.tar", "seed": 4272536650, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:38:26.382837+00:00", "image_sha256": "c2b5e1c077776ccf93047fb1948fb0fa8e04d550320ba7feece98c1fb1ec7a8e", "reference_image_sha256": "c84a81b76f47495dc3c84f4892d29c142ce41fef01c6ea8887d2aff8d60cb6e1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4272536650, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.87071513198316, "positive_text_encoding_seconds": 0.039878962095826864, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0285-job-039.png", "json_member": "person-0285-job-039.json", "prompt_member": "person-0285-job-039.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00012.tar", "reference_source_member": "person-0285-neutral.png", "reference_source_generated_utc": "2026-10-06T18:01:54.970831+00:00"}
 {"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old man, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, a compact build, wearing a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0285", "default_emotion": "neutral", "description": "The same reference identity in the sanitation worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0285-job-049", "job_id": "job-049", "job_key": "sanitation_worker", "job_outfit": "a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots", "job_outfit_index": 5, "job_title_de": "Abfallwirtschaftskraft", "job_title_en": "sanitation worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots", "outfit_id": "person-0285-job-049", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0285", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional sanitation worker outfit: a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0285-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00012.tar", "seed": 2441415194, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-06T21:57:21.243581+00:00", "image_sha256": "ea144becfd1dfa33dea82e7a4b184ea4fa0e758b3b654ffb0a2e328f9f394288", "reference_image_sha256": "c84a81b76f47495dc3c84f4892d29c142ce41fef01c6ea8887d2aff8d60cb6e1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2441415194, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "shared-GPU-CPU-offload-job-pilot", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 100.52523475885391, "positive_text_encoding_seconds": 2.2303104060702026, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": true, "gpu_shared_with_character_production": true}, "storage": {"shard": "jobs-g7-00001.tar", "image_member": "person-0285-job-049.png", "json_member": "person-0285-job-049.json", "prompt_member": "person-0285-job-049.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00012.tar", "reference_source_member": "person-0285-neutral.png", "reference_source_generated_utc": "2026-10-06T18:01:54.970831+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old man, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, a compact build, wearing a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0285", "default_emotion": "neutral", "description": "The same reference identity in the municipal clerk outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0285-job-060", "job_id": "job-060", "job_key": "municipal_clerk", "job_outfit": "a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Verwaltungsangestellte/r", "job_title_en": "municipal clerk", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes", "outfit_id": "person-0285-job-060", "outfit_style": "professional_civic_transport", "personality_id": "person-0285", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional municipal clerk outfit: a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0285-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00012.tar", "seed": 3503551722, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:38:27.393129+00:00", "image_sha256": "eded903d62fd942622eaeb6b36f516e813b84d598a044c280a1d3b1751f50c45", "reference_image_sha256": "c84a81b76f47495dc3c84f4892d29c142ce41fef01c6ea8887d2aff8d60cb6e1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3503551722, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.56383292097598, "positive_text_encoding_seconds": 0.040271209087222815, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0285-job-060.png", "json_member": "person-0285-job-060.json", "prompt_member": "person-0285-job-060.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00012.tar", "reference_source_member": "person-0285-neutral.png", "reference_source_generated_utc": "2026-10-06T18:01:54.970831+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old man, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, a compact build, wearing a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0285", "default_emotion": "neutral", "description": "The same reference identity in the lawyer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0285-job-066", "job_id": "job-066", "job_key": "lawyer", "job_outfit": "a charcoal business suit over a white closed shirt and plain burgundy tie, polished black shoes", "job_outfit_index": 7, "job_title_de": "Rechtsanwalt/Rechtsanwältin", "job_title_en": "lawyer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal business suit over a white closed shirt and plain burgundy tie, polished black shoes", "outfit_id": "person-0285-job-066", "outfit_style": "professional_office_finance", "personality_id": "person-0285", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional lawyer outfit: a charcoal business suit over a white closed shirt and plain burgundy tie, polished black shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0285-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00012.tar", "seed": 652677897, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:38:28.694304+00:00", "image_sha256": "5403d278435c717a46529e3a5bd903d8674c02ed6e954bb828156d5b734cda1e", "reference_image_sha256": "c84a81b76f47495dc3c84f4892d29c142ce41fef01c6ea8887d2aff8d60cb6e1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 652677897, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.86853018635884, "positive_text_encoding_seconds": 0.03986761486157775, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0285-job-066.png", "json_member": "person-0285-job-066.json", "prompt_member": "person-0285-job-066.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00012.tar", "reference_source_member": "person-0285-neutral.png", "reference_source_generated_utc": "2026-10-06T18:01:54.970831+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old man, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, a compact build, wearing a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0285", "default_emotion": "neutral", "description": "The same reference identity in the animal caretaker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0285-job-075", "job_id": "job-075", "job_key": "animal_caretaker", "job_outfit": "a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes", "job_outfit_index": 8, "job_title_de": "Tierpfleger/in", "job_title_en": "animal caretaker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes", "outfit_id": "person-0285-job-075", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0285", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional animal caretaker outfit: a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0285-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00012.tar", "seed": 2335895722, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:38:30.990146+00:00", "image_sha256": "b8f65842ed0e91534036836a502452cca53bd7450a5381464725a19f85ff7b5b", "reference_image_sha256": "c84a81b76f47495dc3c84f4892d29c142ce41fef01c6ea8887d2aff8d60cb6e1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2335895722, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.92148944409564, "positive_text_encoding_seconds": 0.040067239198833704, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0285-job-075.png", "json_member": "person-0285-job-075.json", "prompt_member": "person-0285-job-075.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00012.tar", "reference_source_member": "person-0285-neutral.png", "reference_source_generated_utc": "2026-10-06T18:01:54.970831+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old man, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, a compact build, wearing a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0285", "default_emotion": "neutral", "description": "The same reference identity in the archaeologist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0285-job-085", "job_id": "job-085", "job_key": "archaeologist", "job_outfit": "a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots", "job_outfit_index": 9, "job_title_de": "Archäologe/Archäologin", "job_title_en": "archaeologist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots", "outfit_id": "person-0285-job-085", "outfit_style": "professional_science_education", "personality_id": "person-0285", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional archaeologist outfit: a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0285-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00012.tar", "seed": 4189711546, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:38:32.600824+00:00", "image_sha256": "4ebf736672d4c4d19ab7478a3344f648aeeabbd1ddc1016ae9bf3dfcc2941367", "reference_image_sha256": "c84a81b76f47495dc3c84f4892d29c142ce41fef01c6ea8887d2aff8d60cb6e1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4189711546, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44207906303927, "positive_text_encoding_seconds": 0.04057649103924632, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0285-job-085.png", "json_member": "person-0285-job-085.json", "prompt_member": "person-0285-job-085.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00012.tar", "reference_source_member": "person-0285-neutral.png", "reference_source_generated_utc": "2026-10-06T18:01:54.970831+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old man, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, a compact build, wearing a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy tailored jacket over a cream buttoned shirt, matching full-length trousers and closed dress shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "formal", "build": "a compact build", "character_id": "person-0285", "default_emotion": "neutral", "description": "The same reference identity in the tailor outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0285-job-094", "job_id": "job-094", "job_key": "tailor", "job_outfit": "a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes", "job_outfit_index": 10, "job_title_de": "Schneider/in", "job_title_en": "tailor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes", "outfit_id": "person-0285-job-094", "outfit_style": "professional_creative_culture", "personality_id": "person-0285", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional tailor outfit: a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0285-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00012.tar", "seed": 4021366119, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:38:33.515833+00:00", "image_sha256": "49096c5bf73cd0783dd68df004b75c7a5c1ec73d34899106241e9cf47fe88ef8", "reference_image_sha256": "c84a81b76f47495dc3c84f4892d29c142ce41fef01c6ea8887d2aff8d60cb6e1", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4021366119, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.465975277125835, "positive_text_encoding_seconds": 0.0403066030703485, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0285-job-094.png", "json_member": "person-0285-job-094.json", "prompt_member": "person-0285-job-094.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00012.tar", "reference_source_member": "person-0285-neutral.png", "reference_source_generated_utc": "2026-10-06T18:01:54.970831+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, Latino heritage, olive skin, medium brown soft wavy hair swept to one side, a slim build, wearing a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0286", "default_emotion": "neutral", "description": "The same reference identity in the psychologist outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0286-job-010", "job_id": "job-010", "job_key": "psychologist", "job_outfit": "a soft taupe blazer over a cream closed shirt, charcoal tailored trousers and brown shoes", "job_outfit_index": 1, "job_title_de": "Psychologe/Psychologin", "job_title_en": "psychologist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a soft taupe blazer over a cream closed shirt, charcoal tailored trousers and brown shoes", "outfit_id": "person-0286-job-010", "outfit_style": "professional_health", "personality_id": "person-0286", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional psychologist outfit: a soft taupe blazer over a cream closed shirt, charcoal tailored trousers and brown shoes. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0286-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00013.tar", "seed": 3861654503, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:38:34.399378+00:00", "image_sha256": "ee8eb217a77a023723916deb46e20f4fd977b378cf3407f17076cb7b60a36386", "reference_image_sha256": "f9510d08ddce79225ea13a374be85e94a51f7fb0b6edd7292d9d349fbdea2783", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3861654503, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.239890741650015, "positive_text_encoding_seconds": 0.03985356306657195, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0286-job-010.png", "json_member": "person-0286-job-010.json", "prompt_member": "person-0286-job-010.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00013.tar", "reference_source_member": "person-0286-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:18.155480+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, Latino heritage, olive skin, medium brown soft wavy hair swept to one side, a slim build, wearing a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0286", "default_emotion": "neutral", "description": "The same reference identity in the corrections officer outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0286-job-020", "job_id": "job-020", "job_key": "corrections_officer", "job_outfit": "a slate-blue long-sleeved uniform shirt, charcoal straight trousers and black shoes, plain unlettered badge, empty belt", "job_outfit_index": 2, "job_title_de": "Justizvollzugskraft", "job_title_en": "corrections officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a slate-blue long-sleeved uniform shirt, charcoal straight trousers and black shoes, plain unlettered badge, empty belt", "outfit_id": "person-0286-job-020", "outfit_style": "professional_emergency", "personality_id": "person-0286", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional corrections officer outfit: a slate-blue long-sleeved uniform shirt, charcoal straight trousers and black shoes, plain unlettered badge, empty belt. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0286-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00013.tar", "seed": 2983972750, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:04.733582+00:00", "image_sha256": "f3cf2f720f99950edc805b5fd6728630d6a99f738037d98cfffbfbe8935a1b6d", "reference_image_sha256": "f9510d08ddce79225ea13a374be85e94a51f7fb0b6edd7292d9d349fbdea2783", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2983972750, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.66340012522414, "positive_text_encoding_seconds": 0.0395317729562521, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0286-job-020.png", "json_member": "person-0286-job-020.json", "prompt_member": "person-0286-job-020.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00013.tar", "reference_source_member": "person-0286-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:18.155480+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, Latino heritage, olive skin, medium brown soft wavy hair swept to one side, a slim build, wearing a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0286", "default_emotion": "neutral", "description": "The same reference identity in the baker outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0286-job-023", "job_id": "job-023", "job_key": "baker", "job_outfit": "a closed white bakery jacket and white apron over navy trousers, white closed shoes", "job_outfit_index": 3, "job_title_de": "Bäcker/in", "job_title_en": "baker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed white bakery jacket and white apron over navy trousers, white closed shoes", "outfit_id": "person-0286-job-023", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0286", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional baker outfit: a closed white bakery jacket and white apron over navy trousers, white closed shoes. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0286-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00013.tar", "seed": 3606388276, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:06.458550+00:00", "image_sha256": "1bba9ab96674284c20c9bba9ad63ee4b56082866cf1176366b2ac049a4fb260c", "reference_image_sha256": "f9510d08ddce79225ea13a374be85e94a51f7fb0b6edd7292d9d349fbdea2783", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3606388276, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.86943560419604, "positive_text_encoding_seconds": 0.03985243709757924, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0286-job-023.png", "json_member": "person-0286-job-023.json", "prompt_member": "person-0286-job-023.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00013.tar", "reference_source_member": "person-0286-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:18.155480+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, Latino heritage, olive skin, medium brown soft wavy hair swept to one side, a slim build, wearing a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0286", "default_emotion": "neutral", "description": "The same reference identity in the roofer outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0286-job-036", "job_id": "job-036", "job_key": "roofer", "job_outfit": "a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt", "job_outfit_index": 4, "job_title_de": "Dachdecker/in", "job_title_en": "roofer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt", "outfit_id": "person-0286-job-036", "outfit_style": "professional_construction", "personality_id": "person-0286", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional roofer outfit: a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0286-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00013.tar", "seed": 3509226968, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:07.182356+00:00", "image_sha256": "b4543f84a464322f5187f9df685d8fff7a5bd0bebb0747458460b95b3fb5bf97", "reference_image_sha256": "f9510d08ddce79225ea13a374be85e94a51f7fb0b6edd7292d9d349fbdea2783", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3509226968, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57490589376539, "positive_text_encoding_seconds": 0.03985946299508214, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0286-job-036.png", "json_member": "person-0286-job-036.json", "prompt_member": "person-0286-job-036.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00013.tar", "reference_source_member": "person-0286-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:18.155480+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, Latino heritage, olive skin, medium brown soft wavy hair swept to one side, a slim build, wearing a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0286", "default_emotion": "neutral", "description": "The same reference identity in the welder outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0286-job-042", "job_id": "job-042", "job_key": "welder", "job_outfit": "a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet", "job_outfit_index": 5, "job_title_de": "Schweißer/in", "job_title_en": "welder", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet", "outfit_id": "person-0286-job-042", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0286", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional welder outfit: a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0286-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00013.tar", "seed": 466588785, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:08.785772+00:00", "image_sha256": "4c5d96d8905179682b146efbb4707a256571b6d6113d65fa322800f285e40a6d", "reference_image_sha256": "f9510d08ddce79225ea13a374be85e94a51f7fb0b6edd7292d9d349fbdea2783", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 466588785, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.877954966854304, "positive_text_encoding_seconds": 0.039924860931932926, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0286-job-042.png", "json_member": "person-0286-job-042.json", "prompt_member": "person-0286-job-042.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00013.tar", "reference_source_member": "person-0286-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:18.155480+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, Latino heritage, olive skin, medium brown soft wavy hair swept to one side, a slim build, wearing a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0286", "default_emotion": "neutral", "description": "The same reference identity in the street cleaner outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0286-job-058", "job_id": "job-058", "job_key": "street_cleaner", "job_outfit": "an orange weatherproof reflective jacket over full clothing, navy utility trousers and black work boots", "job_outfit_index": 6, "job_title_de": "Straßenreinigungskraft", "job_title_en": "street cleaner", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange weatherproof reflective jacket over full clothing, navy utility trousers and black work boots", "outfit_id": "person-0286-job-058", "outfit_style": "professional_civic_transport", "personality_id": "person-0286", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional street cleaner outfit: an orange weatherproof reflective jacket over full clothing, navy utility trousers and black work boots. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0286-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00013.tar", "seed": 2244737894, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:11.124173+00:00", "image_sha256": "e1eb3bfb0610e4d33be107a0be6f756c3ee584c6b741d309289ad501d1823752", "reference_image_sha256": "f9510d08ddce79225ea13a374be85e94a51f7fb0b6edd7292d9d349fbdea2783", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2244737894, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.92100101104006, "positive_text_encoding_seconds": 0.04027027077972889, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0286-job-058.png", "json_member": "person-0286-job-058.json", "prompt_member": "person-0286-job-058.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00013.tar", "reference_source_member": "person-0286-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:18.155480+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, Latino heritage, olive skin, medium brown soft wavy hair swept to one side, a slim build, wearing a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0286", "default_emotion": "neutral", "description": "The same reference identity in the financial adviser outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0286-job-068", "job_id": "job-068", "job_key": "financial_adviser", "job_outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "job_outfit_index": 7, "job_title_de": "Finanzberater/in", "job_title_en": "financial adviser", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "outfit_id": "person-0286-job-068", "outfit_style": "professional_office_finance", "personality_id": "person-0286", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional financial adviser outfit: a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0286-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00013.tar", "seed": 268230605, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:13.257147+00:00", "image_sha256": "fa108783916aac545fd7acea49c5ccf891044929244bc86d35b4269022dec166", "reference_image_sha256": "f9510d08ddce79225ea13a374be85e94a51f7fb0b6edd7292d9d349fbdea2783", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 268230605, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44242081604898, "positive_text_encoding_seconds": 0.0402261009439826, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0286-job-068.png", "json_member": "person-0286-job-068.json", "prompt_member": "person-0286-job-068.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00013.tar", "reference_source_member": "person-0286-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:18.155480+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, Latino heritage, olive skin, medium brown soft wavy hair swept to one side, a slim build, wearing a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0286", "default_emotion": "neutral", "description": "The same reference identity in the fishery worker outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0286-job-074", "job_id": "job-074", "job_key": "fishery_worker", "job_outfit": "an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots", "job_outfit_index": 8, "job_title_de": "Fischereifachkraft", "job_title_en": "fishery worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots", "outfit_id": "person-0286-job-074", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0286", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional fishery worker outfit: an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0286-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00013.tar", "seed": 2630482151, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:14.200592+00:00", "image_sha256": "01c04cc0e5cdd4be2c53f0ba748527b9fb00dc2e2c33e41b82c030832ab6be4e", "reference_image_sha256": "f9510d08ddce79225ea13a374be85e94a51f7fb0b6edd7292d9d349fbdea2783", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2630482151, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.469736689701676, "positive_text_encoding_seconds": 0.04028271418064833, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0286-job-074.png", "json_member": "person-0286-job-074.json", "prompt_member": "person-0286-job-074.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00013.tar", "reference_source_member": "person-0286-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:18.155480+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, Latino heritage, olive skin, medium brown soft wavy hair swept to one side, a slim build, wearing a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0286", "default_emotion": "neutral", "description": "The same reference identity in the astronomer outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0286-job-084", "job_id": "job-084", "job_key": "astronomer", "job_outfit": "a navy observatory fleece jacket over a cream closed shirt, charcoal trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Astronom/in", "job_title_en": "astronomer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy observatory fleece jacket over a cream closed shirt, charcoal trousers and brown shoes", "outfit_id": "person-0286-job-084", "outfit_style": "professional_science_education", "personality_id": "person-0286", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional astronomer outfit: a navy observatory fleece jacket over a cream closed shirt, charcoal trousers and brown shoes. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0286-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00013.tar", "seed": 723278494, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:14.816268+00:00", "image_sha256": "cd9df634f4419ece1f4316b900b3159f19d4fbbe3bc1fbac4f7fcfced9fa4b84", "reference_image_sha256": "f9510d08ddce79225ea13a374be85e94a51f7fb0b6edd7292d9d349fbdea2783", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 723278494, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.24148740293458, "positive_text_encoding_seconds": 0.040061360225081444, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0286-job-084.png", "json_member": "person-0286-job-084.json", "prompt_member": "person-0286-job-084.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00013.tar", "reference_source_member": "person-0286-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:18.155480+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 21, "base_description": "one fictional 21-year-old man, Latino heritage, olive skin, medium brown soft wavy hair swept to one side, a slim build, wearing a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0286", "default_emotion": "neutral", "description": "The same reference identity in the chef outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "medium brown soft wavy hair swept to one side", "id": "person-0286-job-091", "job_id": "job-091", "job_key": "chef", "job_outfit": "a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat", "job_outfit_index": 10, "job_title_de": "Koch/Köchin", "job_title_en": "chef", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat", "outfit_id": "person-0286-job-091", "outfit_style": "professional_creative_culture", "personality_id": "person-0286", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 21-year-old adult. Change only the clothing to a fully clothed professional chef outfit: a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0286-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00013.tar", "seed": 796755313, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:44.576487+00:00", "image_sha256": "91871b7af4dda81560dcd1d1ed1df55ec780ec251cbfa2c51efa6adcf1ec49e0", "reference_image_sha256": "f9510d08ddce79225ea13a374be85e94a51f7fb0b6edd7292d9d349fbdea2783", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 796755313, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.67386046703905, "positive_text_encoding_seconds": 0.039531448390334845, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0286-job-091.png", "json_member": "person-0286-job-091.json", "prompt_member": "person-0286-job-091.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00013.tar", "reference_source_member": "person-0286-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:18.155480+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, white European-ancestry heritage, light warm skin, light brown close-cropped textured hair, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0287", "default_emotion": "neutral", "description": "The same reference identity in the pharmacist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown close-cropped textured hair", "id": "person-0287-job-005", "job_id": "job-005", "job_key": "pharmacist", "job_outfit": "a cream pharmacy coat over a plum closed shirt and charcoal trousers, dark shoes", "job_outfit_index": 1, "job_title_de": "Apotheker/in", "job_title_en": "pharmacist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a cream pharmacy coat over a plum closed shirt and charcoal trousers, dark shoes", "outfit_id": "person-0287-job-005", "outfit_style": "professional_health", "personality_id": "person-0287", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional pharmacist outfit: a cream pharmacy coat over a plum closed shirt and charcoal trousers, dark shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0287-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00015.tar", "seed": 482981158, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:46.527995+00:00", "image_sha256": "8635c3892295bd6a3ec35077372f8f2cb7ea0684a2b8b6dfbc24b8272743f481", "reference_image_sha256": "67d2b3419261b05e1ab35da824425cdc2883e7bde377ea2f3d77b10b38b7c25c", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 482981158, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.87257606815547, "positive_text_encoding_seconds": 0.03953781770542264, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0287-job-005.png", "json_member": "person-0287-job-005.json", "prompt_member": "person-0287-job-005.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00015.tar", "reference_source_member": "person-0287-neutral.png", "reference_source_generated_utc": "2026-10-06T18:39:55.508570+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, white European-ancestry heritage, light warm skin, light brown close-cropped textured hair, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0287", "default_emotion": "neutral", "description": "The same reference identity in the park ranger outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown close-cropped textured hair", "id": "person-0287-job-019", "job_id": "job-019", "job_key": "park_ranger", "job_outfit": "a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat", "job_outfit_index": 2, "job_title_de": "Park-Ranger/in", "job_title_en": "park ranger", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat", "outfit_id": "person-0287-job-019", "outfit_style": "professional_emergency", "personality_id": "person-0287", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional park ranger outfit: a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0287-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00015.tar", "seed": 2819860041, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:46.964593+00:00", "image_sha256": "1bee1e2b6e79078030413ea2a962efd5e8632c096e5d2b3a1283aedfdbecdf80", "reference_image_sha256": "67d2b3419261b05e1ab35da824425cdc2883e7bde377ea2f3d77b10b38b7c25c", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2819860041, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.56973381433636, "positive_text_encoding_seconds": 0.04019160335883498, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0287-job-019.png", "json_member": "person-0287-job-019.json", "prompt_member": "person-0287-job-019.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00015.tar", "reference_source_member": "person-0287-neutral.png", "reference_source_generated_utc": "2026-10-06T18:39:55.508570+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, white European-ancestry heritage, light warm skin, light brown close-cropped textured hair, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0287", "default_emotion": "neutral", "description": "The same reference identity in the cashier outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown close-cropped textured hair", "id": "person-0287-job-021", "job_id": "job-021", "job_key": "cashier", "job_outfit": "a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge", "job_outfit_index": 3, "job_title_de": "Kassierer/in", "job_title_en": "cashier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge", "outfit_id": "person-0287-job-021", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0287", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional cashier outfit: a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0287-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00015.tar", "seed": 688578770, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:48.871127+00:00", "image_sha256": "37a9a4dc820521a9ebdec30738afd032457f9435971e74a19486b3626ec796c6", "reference_image_sha256": "67d2b3419261b05e1ab35da824425cdc2883e7bde377ea2f3d77b10b38b7c25c", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 688578770, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.870565372984856, "positive_text_encoding_seconds": 0.0400487151928246, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0287-job-021.png", "json_member": "person-0287-job-021.json", "prompt_member": "person-0287-job-021.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00015.tar", "reference_source_member": "person-0287-neutral.png", "reference_source_generated_utc": "2026-10-06T18:39:55.508570+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, white European-ancestry heritage, light warm skin, light brown close-cropped textured hair, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0287", "default_emotion": "neutral", "description": "The same reference identity in the bricklayer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown close-cropped textured hair", "id": "person-0287-job-034", "job_id": "job-034", "job_key": "bricklayer", "job_outfit": "an orange high-visibility vest over a navy long-sleeved shirt, charcoal reinforced trousers and sturdy boots", "job_outfit_index": 4, "job_title_de": "Maurer/in", "job_title_en": "bricklayer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange high-visibility vest over a navy long-sleeved shirt, charcoal reinforced trousers and sturdy boots", "outfit_id": "person-0287-job-034", "outfit_style": "professional_construction", "personality_id": "person-0287", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional bricklayer outfit: an orange high-visibility vest over a navy long-sleeved shirt, charcoal reinforced trousers and sturdy boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0287-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00015.tar", "seed": 1692562221, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:51.250562+00:00", "image_sha256": "b5e3a20aa6159c30961545d4332b757b43d2b6f0fcae2695c02112e3d1db7809", "reference_image_sha256": "67d2b3419261b05e1ab35da824425cdc2883e7bde377ea2f3d77b10b38b7c25c", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1692562221, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.91572399716824, "positive_text_encoding_seconds": 0.04011560883373022, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0287-job-034.png", "json_member": "person-0287-job-034.json", "prompt_member": "person-0287-job-034.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00015.tar", "reference_source_member": "person-0287-neutral.png", "reference_source_generated_utc": "2026-10-06T18:39:55.508570+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, white European-ancestry heritage, light warm skin, light brown close-cropped textured hair, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0287", "default_emotion": "neutral", "description": "The same reference identity in the auto mechanic outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown close-cropped textured hair", "id": "person-0287-job-043", "job_id": "job-043", "job_key": "auto_mechanic", "job_outfit": "navy zip-front mechanic coveralls with red shoulder panels, black work boots", "job_outfit_index": 5, "job_title_de": "Kfz-Mechaniker/in", "job_title_en": "auto mechanic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "navy zip-front mechanic coveralls with red shoulder panels, black work boots", "outfit_id": "person-0287-job-043", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0287", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional auto mechanic outfit: navy zip-front mechanic coveralls with red shoulder panels, black work boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0287-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00015.tar", "seed": 1429429815, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:53.904166+00:00", "image_sha256": "0b733988c84d45cbdece41b484e839c3195ee1aeeb121fc0cb933c1a37e192f2", "reference_image_sha256": "67d2b3419261b05e1ab35da824425cdc2883e7bde377ea2f3d77b10b38b7c25c", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1429429815, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.43236766802147, "positive_text_encoding_seconds": 0.039876689203083515, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0287-job-043.png", "json_member": "person-0287-job-043.json", "prompt_member": "person-0287-job-043.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00015.tar", "reference_source_member": "person-0287-neutral.png", "reference_source_generated_utc": "2026-10-06T18:39:55.508570+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, white European-ancestry heritage, light warm skin, light brown close-cropped textured hair, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0287", "default_emotion": "neutral", "description": "The same reference identity in the taxi driver outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown close-cropped textured hair", "id": "person-0287-job-054", "job_id": "job-054", "job_key": "taxi_driver", "job_outfit": "a charcoal casual blazer over a pale blue closed shirt, navy trousers and brown shoes", "job_outfit_index": 6, "job_title_de": "Taxifahrer/in", "job_title_en": "taxi driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal casual blazer over a pale blue closed shirt, navy trousers and brown shoes", "outfit_id": "person-0287-job-054", "outfit_style": "professional_civic_transport", "personality_id": "person-0287", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional taxi driver outfit: a charcoal casual blazer over a pale blue closed shirt, navy trousers and brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0287-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00015.tar", "seed": 4056706533, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:54.719051+00:00", "image_sha256": "0dc402b2985bd6e521008773c21a828372eb33acc1d6a64a27d40e3e1c1a8d56", "reference_image_sha256": "67d2b3419261b05e1ab35da824425cdc2883e7bde377ea2f3d77b10b38b7c25c", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4056706533, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.30249847890809, "positive_text_encoding_seconds": 0.04003171809017658, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0287-job-054.png", "json_member": "person-0287-job-054.json", "prompt_member": "person-0287-job-054.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00015.tar", "reference_source_member": "person-0287-neutral.png", "reference_source_generated_utc": "2026-10-06T18:39:55.508570+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, white European-ancestry heritage, light warm skin, light brown close-cropped textured hair, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0287", "default_emotion": "neutral", "description": "The same reference identity in the financial adviser outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown close-cropped textured hair", "id": "person-0287-job-068", "job_id": "job-068", "job_key": "financial_adviser", "job_outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "job_outfit_index": 7, "job_title_de": "Finanzberater/in", "job_title_en": "financial adviser", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "outfit_id": "person-0287-job-068", "outfit_style": "professional_office_finance", "personality_id": "person-0287", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional financial adviser outfit: a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0287-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00015.tar", "seed": 1650336220, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:39:55.361229+00:00", "image_sha256": "778c63eb0fb8ff7240a34b587d2a7f480bb3e4039c635334ba2ac70776b08ee1", "reference_image_sha256": "67d2b3419261b05e1ab35da824425cdc2883e7bde377ea2f3d77b10b38b7c25c", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1650336220, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.33291445719078, "positive_text_encoding_seconds": 0.04000898031517863, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0287-job-068.png", "json_member": "person-0287-job-068.json", "prompt_member": "person-0287-job-068.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00015.tar", "reference_source_member": "person-0287-neutral.png", "reference_source_generated_utc": "2026-10-06T18:39:55.508570+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, white European-ancestry heritage, light warm skin, light brown close-cropped textured hair, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0287", "default_emotion": "neutral", "description": "The same reference identity in the marine biologist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown close-cropped textured hair", "id": "person-0287-job-080", "job_id": "job-080", "job_key": "marine_biologist", "job_outfit": "a navy field jacket over a pale blue closed shirt, tan utility trousers and sturdy brown shoes", "job_outfit_index": 8, "job_title_de": "Meeresbiologe/Meeresbiologin", "job_title_en": "marine biologist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy field jacket over a pale blue closed shirt, tan utility trousers and sturdy brown shoes", "outfit_id": "person-0287-job-080", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0287", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional marine biologist outfit: a navy field jacket over a pale blue closed shirt, tan utility trousers and sturdy brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0287-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00015.tar", "seed": 3742749755, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:40:24.430769+00:00", "image_sha256": "463f1c7950986708cb61660fb88deaa939817b55850b15e92b06cef5291429f3", "reference_image_sha256": "67d2b3419261b05e1ab35da824425cdc2883e7bde377ea2f3d77b10b38b7c25c", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3742749755, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.645384057890624, "positive_text_encoding_seconds": 0.0394429131411016, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0287-job-080.png", "json_member": "person-0287-job-080.json", "prompt_member": "person-0287-job-080.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00015.tar", "reference_source_member": "person-0287-neutral.png", "reference_source_generated_utc": "2026-10-06T18:39:55.508570+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, white European-ancestry heritage, light warm skin, light brown close-cropped textured hair, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0287", "default_emotion": "neutral", "description": "The same reference identity in the journalist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown close-cropped textured hair", "id": "person-0287-job-089", "job_id": "job-089", "job_key": "journalist", "job_outfit": "a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes", "job_outfit_index": 9, "job_title_de": "Journalist/in", "job_title_en": "journalist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes", "outfit_id": "person-0287-job-089", "outfit_style": "professional_science_education", "personality_id": "person-0287", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional journalist outfit: a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0287-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00015.tar", "seed": 4239300336, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:40:26.578031+00:00", "image_sha256": "f2aad75d37f238f3df923452d224c820e45d215d6d5e6d2672c08ce9a31da090", "reference_image_sha256": "67d2b3419261b05e1ab35da824425cdc2883e7bde377ea2f3d77b10b38b7c25c", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4239300336, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.877839584834874, "positive_text_encoding_seconds": 0.04053215682506561, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0287-job-089.png", "json_member": "person-0287-job-089.json", "prompt_member": "person-0287-job-089.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00015.tar", "reference_source_member": "person-0287-neutral.png", "reference_source_generated_utc": "2026-10-06T18:39:55.508570+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, white European-ancestry heritage, light warm skin, light brown close-cropped textured hair, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0287", "default_emotion": "neutral", "description": "The same reference identity in the photographer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown close-cropped textured hair", "id": "person-0287-job-096", "job_id": "job-096", "job_key": "photographer", "job_outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "job_outfit_index": 10, "job_title_de": "Fotograf/in", "job_title_en": "photographer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "outfit_id": "person-0287-job-096", "outfit_style": "professional_creative_culture", "personality_id": "person-0287", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional photographer outfit: a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0287-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00015.tar", "seed": 745875790, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:40:26.698049+00:00", "image_sha256": "48ca6eaeef082e37b16550f894de5c21d4461bba1f6adb9fb6e84f8c72722831", "reference_image_sha256": "67d2b3419261b05e1ab35da824425cdc2883e7bde377ea2f3d77b10b38b7c25c", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 745875790, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.5599654535763, "positive_text_encoding_seconds": 0.04018250619992614, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0287-job-096.png", "json_member": "person-0287-job-096.json", "prompt_member": "person-0287-job-096.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00015.tar", "reference_source_member": "person-0287-neutral.png", "reference_source_generated_utc": "2026-10-06T18:39:55.508570+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, Indian heritage, medium brown skin, dark brown short tousled hair, a sturdy build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0288", "default_emotion": "neutral", "description": "The same reference identity in the surgeon outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "male", "hair": "dark brown short tousled hair", "id": "person-0288-job-002", "job_id": "job-002", "job_key": "surgeon", "job_outfit": "a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask", "job_outfit_index": 1, "job_title_de": "Chirurg/Chirurgin", "job_title_en": "surgeon", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask", "outfit_id": "person-0288-job-002", "outfit_style": "professional_health", "personality_id": "person-0288", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional surgeon outfit: a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0288-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00016.tar", "seed": 2658421304, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:40:38.542154+00:00", "image_sha256": "bda3bd17bcd2a02328c72b24afe73a987919c4616e49f74221dcb1ebd4b36b38", "reference_image_sha256": "bb4333ca20f799a79ed1b1229aa487531778adc3ff12ab8695964c598211f876", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2658421304, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.87291343091056, "positive_text_encoding_seconds": 0.03992245998233557, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0288-job-002.png", "json_member": "person-0288-job-002.json", "prompt_member": "person-0288-job-002.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00016.tar", "reference_source_member": "person-0288-neutral.png", "reference_source_generated_utc": "2026-10-06T18:56:35.412461+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0019951120484620333, "efficientnet_nsfw": 0.1422881782054901, "efficientnet_classes": {"drawing": 0.7251883745193481, "hentai": 0.05979729816317558, "neutral": 0.13252344727516174, "porn": 0.04600986838340759, "sexy": 0.03648100048303604}}, "foreground": {"clip_nsfw": 0.0008375406614504755, "efficientnet_nsfw": 0.14740683138370514, "efficientnet_classes": {"drawing": 0.551997184753418, "hentai": 0.06760379672050476, "neutral": 0.3005959391593933, "porn": 0.035926539450883865, "sexy": 0.04387649893760681}}}, "max_score": 0.14740683138370514, "id": "person-0288-job-002", "attempt": 0, "utc": "2026-10-07T09:40:38.270793+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "bda3bd17bcd2a02328c72b24afe73a987919c4616e49f74221dcb1ebd4b36b38"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, Indian heritage, medium brown skin, dark brown short tousled hair, a sturdy build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0288", "default_emotion": "neutral", "description": "The same reference identity in the detective outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "male", "hair": "dark brown short tousled hair", "id": "person-0288-job-013", "job_id": "job-013", "job_key": "detective", "job_outfit": "a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes", "job_outfit_index": 2, "job_title_de": "Kriminalermittler/in", "job_title_en": "detective", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes", "outfit_id": "person-0288-job-013", "outfit_style": "professional_emergency", "personality_id": "person-0288", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional detective outfit: a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0288-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00016.tar", "seed": 3992734086, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:40:40.926369+00:00", "image_sha256": "be6d3a7d04450bed19194fdc3e916c917a6be4daf3667d7e01cc717395d04feb", "reference_image_sha256": "bb4333ca20f799a79ed1b1229aa487531778adc3ff12ab8695964c598211f876", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3992734086, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93680139584467, "positive_text_encoding_seconds": 0.03944468731060624, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0288-job-013.png", "json_member": "person-0288-job-013.json", "prompt_member": "person-0288-job-013.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00016.tar", "reference_source_member": "person-0288-neutral.png", "reference_source_generated_utc": "2026-10-06T18:56:35.412461+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0004348764196038246, "efficientnet_nsfw": 0.14284586906433105, "efficientnet_classes": {"drawing": 0.8269394636154175, "hentai": 0.10429266840219498, "neutral": 0.030214626342058182, "porn": 0.017841974273324013, "sexy": 0.02071123570203781}}, "foreground": {"clip_nsfw": 0.00012952284305356443, "efficientnet_nsfw": 0.16584795713424683, "efficientnet_classes": {"drawing": 0.7744613885879517, "hentai": 0.11153727769851685, "neutral": 0.059690725058317184, "porn": 0.021523183211684227, "sexy": 0.0327875055372715}}}, "max_score": 0.16584795713424683, "id": "person-0288-job-013", "attempt": 0, "utc": "2026-10-07T09:40:40.625528+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "be6d3a7d04450bed19194fdc3e916c917a6be4daf3667d7e01cc717395d04feb"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, Indian heritage, medium brown skin, dark brown short tousled hair, a sturdy build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0288", "default_emotion": "neutral", "description": "The same reference identity in the supermarket worker outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "male", "hair": "dark brown short tousled hair", "id": "person-0288-job-022", "job_id": "job-022", "job_key": "supermarket_worker", "job_outfit": "an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge", "job_outfit_index": 3, "job_title_de": "Supermarktmitarbeiter/in", "job_title_en": "supermarket worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge", "outfit_id": "person-0288-job-022", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0288", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional supermarket worker outfit: an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0288-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00016.tar", "seed": 66102248, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:40:44.056270+00:00", "image_sha256": "9b167f48999c30d352a552ed9513391481b451c01691852d583abed7a846e0c2", "reference_image_sha256": "bb4333ca20f799a79ed1b1229aa487531778adc3ff12ab8695964c598211f876", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 66102248, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.43935919320211, "positive_text_encoding_seconds": 0.040071737952530384, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0288-job-022.png", "json_member": "person-0288-job-022.json", "prompt_member": "person-0288-job-022.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00016.tar", "reference_source_member": "person-0288-neutral.png", "reference_source_generated_utc": "2026-10-06T18:56:35.412461+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0006266228738240898, "efficientnet_nsfw": 0.10070618987083435, "efficientnet_classes": {"drawing": 0.8185268640518188, "hentai": 0.041562650352716446, "neutral": 0.080766960978508, "porn": 0.02589281089603901, "sexy": 0.033250726759433746}}, "foreground": {"clip_nsfw": 0.0004076208861079067, "efficientnet_nsfw": 0.0694265365600586, "efficientnet_classes": {"drawing": 0.8096240758895874, "hentai": 0.028260964900255203, "neutral": 0.12094930559396744, "porn": 0.017437661066651344, "sexy": 0.023727912455797195}}}, "max_score": 0.10070618987083435, "id": "person-0288-job-022", "attempt": 0, "utc": "2026-10-07T09:40:43.772040+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "9b167f48999c30d352a552ed9513391481b451c01691852d583abed7a846e0c2"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, Indian heritage, medium brown skin, dark brown short tousled hair, a sturdy build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0288", "default_emotion": "neutral", "description": "The same reference identity in the tiler outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "male", "hair": "dark brown short tousled hair", "id": "person-0288-job-037", "job_id": "job-037", "job_key": "tiler", "job_outfit": "navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots", "job_outfit_index": 4, "job_title_de": "Fliesenleger/in", "job_title_en": "tiler", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots", "outfit_id": "person-0288-job-037", "outfit_style": "professional_construction", "personality_id": "person-0288", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional tiler outfit: navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0288-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00016.tar", "seed": 2277046276, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:40:44.607344+00:00", "image_sha256": "d69a5e723687ed351e17679eb8755fea6e774b45028241f2b467c36379657ca5", "reference_image_sha256": "bb4333ca20f799a79ed1b1229aa487531778adc3ff12ab8695964c598211f876", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2277046276, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.32173411315307, "positive_text_encoding_seconds": 0.040001602843403816, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0288-job-037.png", "json_member": "person-0288-job-037.json", "prompt_member": "person-0288-job-037.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00016.tar", "reference_source_member": "person-0288-neutral.png", "reference_source_generated_utc": "2026-10-06T18:56:35.412461+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0016103640664368868, "efficientnet_nsfw": 0.09785500168800354, "efficientnet_classes": {"drawing": 0.8129990696907043, "hentai": 0.05542437359690666, "neutral": 0.08914591372013092, "porn": 0.018126413226127625, "sexy": 0.024304211139678955}}, "foreground": {"clip_nsfw": 0.00043772789649665356, "efficientnet_nsfw": 0.09145761281251907, "efficientnet_classes": {"drawing": 0.802870512008667, "hentai": 0.050208546221256256, "neutral": 0.10567189753055573, "porn": 0.01723860204219818, "sexy": 0.024010464549064636}}}, "max_score": 0.09785500168800354, "id": "person-0288-job-037", "attempt": 0, "utc": "2026-10-07T09:40:44.348388+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "d69a5e723687ed351e17679eb8755fea6e774b45028241f2b467c36379657ca5"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, Indian heritage, medium brown skin, dark brown short tousled hair, a sturdy build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0288", "default_emotion": "neutral", "description": "The same reference identity in the welder outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "male", "hair": "dark brown short tousled hair", "id": "person-0288-job-042", "job_id": "job-042", "job_key": "welder", "job_outfit": "a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet", "job_outfit_index": 5, "job_title_de": "Schweißer/in", "job_title_en": "welder", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet", "outfit_id": "person-0288-job-042", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0288", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional welder outfit: a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0288-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00016.tar", "seed": 4148819634, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:40:45.513366+00:00", "image_sha256": "54143ce1b48a28bf6e28fe578a95b436e7a5b4fee916b5f7f59322939b80a292", "reference_image_sha256": "bb4333ca20f799a79ed1b1229aa487531778adc3ff12ab8695964c598211f876", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4148819634, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.26259797485545, "positive_text_encoding_seconds": 0.039874392095953226, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0288-job-042.png", "json_member": "person-0288-job-042.json", "prompt_member": "person-0288-job-042.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00016.tar", "reference_source_member": "person-0288-neutral.png", "reference_source_generated_utc": "2026-10-06T18:56:35.412461+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0012667190749198198, "efficientnet_nsfw": 0.10261781513690948, "efficientnet_classes": {"drawing": 0.7846678495407104, "hentai": 0.03318991884589195, "neutral": 0.1127142682671547, "porn": 0.015837855637073517, "sexy": 0.05359003692865372}}, "foreground": {"clip_nsfw": 0.00020273395057301968, "efficientnet_nsfw": 0.12131360173225403, "efficientnet_classes": {"drawing": 0.6682248711585999, "hentai": 0.040875453501939774, "neutral": 0.21046143770217896, "porn": 0.021744344383478165, "sexy": 0.05869380384683609}}}, "max_score": 0.12131360173225403, "id": "person-0288-job-042", "attempt": 0, "utc": "2026-10-07T09:40:45.251417+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "54143ce1b48a28bf6e28fe578a95b436e7a5b4fee916b5f7f59322939b80a292"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, Indian heritage, medium brown skin, dark brown short tousled hair, a sturdy build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0288", "default_emotion": "neutral", "description": "The same reference identity in the airline pilot outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "male", "hair": "dark brown short tousled hair", "id": "person-0288-job-056", "job_id": "job-056", "job_key": "airline_pilot", "job_outfit": "a navy double-breasted pilot jacket with plain gold sleeve bands over a white shirt, navy trousers and black shoes, no hat", "job_outfit_index": 6, "job_title_de": "Linienpilot/in", "job_title_en": "airline pilot", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy double-breasted pilot jacket with plain gold sleeve bands over a white shirt, navy trousers and black shoes, no hat", "outfit_id": "person-0288-job-056", "outfit_style": "professional_civic_transport", "personality_id": "person-0288", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional airline pilot outfit: a navy double-breasted pilot jacket with plain gold sleeve bands over a white shirt, navy trousers and black shoes, no hat. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0288-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00016.tar", "seed": 1298086510, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:41:14.018501+00:00", "image_sha256": "22bb16593589259aae00ed7753c0242d873c0a8819657c3976e451caf439056d", "reference_image_sha256": "bb4333ca20f799a79ed1b1229aa487531778adc3ff12ab8695964c598211f876", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1298086510, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.650426478590816, "positive_text_encoding_seconds": 0.03983908938243985, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0288-job-056.png", "json_member": "person-0288-job-056.json", "prompt_member": "person-0288-job-056.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00016.tar", "reference_source_member": "person-0288-neutral.png", "reference_source_generated_utc": "2026-10-06T18:56:35.412461+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0006195088499225676, "efficientnet_nsfw": 0.08784151822328568, "efficientnet_classes": {"drawing": 0.8556325435638428, "hentai": 0.03367497771978378, "neutral": 0.05652593448758125, "porn": 0.02379145286977291, "sexy": 0.03037508763372898}}, "foreground": {"clip_nsfw": 0.00024559488520026207, "efficientnet_nsfw": 0.10643847286701202, "efficientnet_classes": {"drawing": 0.7690913677215576, "hentai": 0.05363379418849945, "neutral": 0.12447014451026917, "porn": 0.022491376847028732, "sexy": 0.03031329996883869}}}, "max_score": 0.10643847286701202, "id": "person-0288-job-056", "attempt": 0, "utc": "2026-10-07T09:41:13.615968+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "22bb16593589259aae00ed7753c0242d873c0a8819657c3976e451caf439056d"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, Indian heritage, medium brown skin, dark brown short tousled hair, a sturdy build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0288", "default_emotion": "neutral", "description": "The same reference identity in the accountant outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "male", "hair": "dark brown short tousled hair", "id": "person-0288-job-062", "job_id": "job-062", "job_key": "accountant", "job_outfit": "a charcoal blazer over a pale blue closed shirt, navy tailored trousers and brown shoes", "job_outfit_index": 7, "job_title_de": "Buchhalter/in", "job_title_en": "accountant", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal blazer over a pale blue closed shirt, navy tailored trousers and brown shoes", "outfit_id": "person-0288-job-062", "outfit_style": "professional_office_finance", "personality_id": "person-0288", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional accountant outfit: a charcoal blazer over a pale blue closed shirt, navy tailored trousers and brown shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0288-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00016.tar", "seed": 4121715817, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:41:15.996481+00:00", "image_sha256": "7385338823a40fa8bc9defefaba9eb9c08dea8863a9ba155b490703fc03bc8b5", "reference_image_sha256": "bb4333ca20f799a79ed1b1229aa487531778adc3ff12ab8695964c598211f876", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4121715817, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.885480337776244, "positive_text_encoding_seconds": 0.040240949019789696, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0288-job-062.png", "json_member": "person-0288-job-062.json", "prompt_member": "person-0288-job-062.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00016.tar", "reference_source_member": "person-0288-neutral.png", "reference_source_generated_utc": "2026-10-06T18:56:35.412461+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.00037718730163760483, "efficientnet_nsfw": 0.09029287099838257, "efficientnet_classes": {"drawing": 0.8046740889549255, "hentai": 0.047456227242946625, "neutral": 0.1050330400466919, "porn": 0.023168927058577538, "sexy": 0.019667718559503555}}, "foreground": {"clip_nsfw": 0.00016534239694010466, "efficientnet_nsfw": 0.09986260533332825, "efficientnet_classes": {"drawing": 0.7700321078300476, "hentai": 0.04931049048900604, "neutral": 0.13010527193546295, "porn": 0.02020370028913021, "sexy": 0.030348416417837143}}}, "max_score": 0.09986260533332825, "id": "person-0288-job-062", "attempt": 0, "utc": "2026-10-07T09:41:15.732481+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "7385338823a40fa8bc9defefaba9eb9c08dea8863a9ba155b490703fc03bc8b5"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, Indian heritage, medium brown skin, dark brown short tousled hair, a sturdy build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0288", "default_emotion": "neutral", "description": "The same reference identity in the gardener outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "male", "hair": "dark brown short tousled hair", "id": "person-0288-job-072", "job_id": "job-072", "job_key": "gardener", "job_outfit": "a tan canvas work jacket over a navy long-sleeved shirt, brown reinforced trousers and sturdy boots", "job_outfit_index": 8, "job_title_de": "Gärtner/in", "job_title_en": "gardener", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan canvas work jacket over a navy long-sleeved shirt, brown reinforced trousers and sturdy boots", "outfit_id": "person-0288-job-072", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0288", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional gardener outfit: a tan canvas work jacket over a navy long-sleeved shirt, brown reinforced trousers and sturdy boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0288-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00016.tar", "seed": 3707249020, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:41:15.831376+00:00", "image_sha256": "607fcd03218608d56f81e1218164e346e3aecdda55071142dbb6c6a970bdd97d", "reference_image_sha256": "bb4333ca20f799a79ed1b1229aa487531778adc3ff12ab8695964c598211f876", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3707249020, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57456652307883, "positive_text_encoding_seconds": 0.0399119621142745, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0288-job-072.png", "json_member": "person-0288-job-072.json", "prompt_member": "person-0288-job-072.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00016.tar", "reference_source_member": "person-0288-neutral.png", "reference_source_generated_utc": "2026-10-06T18:56:35.412461+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0014852210879325867, "efficientnet_nsfw": 0.11098772287368774, "efficientnet_classes": {"drawing": 0.8353804349899292, "hentai": 0.050795070827007294, "neutral": 0.053631871938705444, "porn": 0.024834660813212395, "sexy": 0.035357993096113205}}, "foreground": {"clip_nsfw": 8.110929775284603e-05, "efficientnet_nsfw": 0.09481393545866013, "efficientnet_classes": {"drawing": 0.8084330558776855, "hentai": 0.04920822009444237, "neutral": 0.09675297886133194, "porn": 0.017768708989024162, "sexy": 0.027837006375193596}}}, "max_score": 0.11098772287368774, "id": "person-0288-job-072", "attempt": 0, "utc": "2026-10-07T09:41:15.565224+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "607fcd03218608d56f81e1218164e346e3aecdda55071142dbb6c6a970bdd97d"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, Indian heritage, medium brown skin, dark brown short tousled hair, a sturdy build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0288", "default_emotion": "neutral", "description": "The same reference identity in the software developer outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "male", "hair": "dark brown short tousled hair", "id": "person-0288-job-088", "job_id": "job-088", "job_key": "software_developer", "job_outfit": "a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers", "job_outfit_index": 9, "job_title_de": "Softwareentwickler/in", "job_title_en": "software developer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers", "outfit_id": "person-0288-job-088", "outfit_style": "professional_science_education", "personality_id": "person-0288", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional software developer outfit: a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0288-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00016.tar", "seed": 2377736356, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:41:18.906175+00:00", "image_sha256": "a29ea226c38b0338571a05e3e4cba0cdf9ec026f7af6053c59627fd06583da4e", "reference_image_sha256": "bb4333ca20f799a79ed1b1229aa487531778adc3ff12ab8695964c598211f876", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2377736356, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.84322033915669, "positive_text_encoding_seconds": 0.04789061890915036, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0288-job-088.png", "json_member": "person-0288-job-088.json", "prompt_member": "person-0288-job-088.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00016.tar", "reference_source_member": "person-0288-neutral.png", "reference_source_generated_utc": "2026-10-06T18:56:35.412461+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0006288503645919263, "efficientnet_nsfw": 0.07871387153863907, "efficientnet_classes": {"drawing": 0.8617299795150757, "hentai": 0.03120408020913601, "neutral": 0.059556107968091965, "porn": 0.028419433161616325, "sexy": 0.019090360030531883}}, "foreground": {"clip_nsfw": 0.0003691802849061787, "efficientnet_nsfw": 0.11807053536176682, "efficientnet_classes": {"drawing": 0.7843511700630188, "hentai": 0.05490964278578758, "neutral": 0.09757833927869797, "porn": 0.028292058035731316, "sexy": 0.034868836402893066}}}, "max_score": 0.11807053536176682, "id": "person-0288-job-088", "attempt": 0, "utc": "2026-10-07T09:41:18.657222+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "a29ea226c38b0338571a05e3e4cba0cdf9ec026f7af6053c59627fd06583da4e"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, Indian heritage, medium brown skin, dark brown short tousled hair, a sturdy build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0288", "default_emotion": "neutral", "description": "The same reference identity in the tailor outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "male", "hair": "dark brown short tousled hair", "id": "person-0288-job-094", "job_id": "job-094", "job_key": "tailor", "job_outfit": "a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes", "job_outfit_index": 10, "job_title_de": "Schneider/in", "job_title_en": "tailor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes", "outfit_id": "person-0288-job-094", "outfit_style": "professional_creative_culture", "personality_id": "person-0288", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional tailor outfit: a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0288-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00016.tar", "seed": 91713152, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:41:21.299833+00:00", "image_sha256": "04ae754eaa001c1a3d1cd665d3d32574541c55b9fb13ce324cb83ab0b10e9405", "reference_image_sha256": "bb4333ca20f799a79ed1b1229aa487531778adc3ff12ab8695964c598211f876", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 91713152, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.85241324827075, "positive_text_encoding_seconds": 0.04725936334580183, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0288-job-094.png", "json_member": "person-0288-job-094.json", "prompt_member": "person-0288-job-094.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00016.tar", "reference_source_member": "person-0288-neutral.png", "reference_source_generated_utc": "2026-10-06T18:56:35.412461+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0039946166798472404, "efficientnet_nsfw": 0.1275225281715393, "efficientnet_classes": {"drawing": 0.829927384853363, "hentai": 0.06329566240310669, "neutral": 0.04255009815096855, "porn": 0.02782362885773182, "sexy": 0.03640323877334595}}, "foreground": {"clip_nsfw": 0.0021460934076458216, "efficientnet_nsfw": 0.08420297503471375, "efficientnet_classes": {"drawing": 0.8440658450126648, "hentai": 0.03843376785516739, "neutral": 0.07173122465610504, "porn": 0.015894252806901932, "sexy": 0.029874950647354126}}}, "max_score": 0.1275225281715393, "id": "person-0288-job-094", "attempt": 0, "utc": "2026-10-07T09:41:21.045947+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "04ae754eaa001c1a3d1cd665d3d32574541c55b9fb13ce324cb83ab0b10e9405"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light olive skin, dark brown neatly cropped straight hair, a slim build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0289", "default_emotion": "neutral", "description": "The same reference identity in the psychologist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown neatly cropped straight hair", "id": "person-0289-job-010", "job_id": "job-010", "job_key": "psychologist", "job_outfit": "a soft taupe blazer over a cream closed shirt, charcoal tailored trousers and brown shoes", "job_outfit_index": 1, "job_title_de": "Psychologe/Psychologin", "job_title_en": "psychologist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a soft taupe blazer over a cream closed shirt, charcoal tailored trousers and brown shoes", "outfit_id": "person-0289-job-010", "outfit_style": "professional_health", "personality_id": "person-0289", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional psychologist outfit: a soft taupe blazer over a cream closed shirt, charcoal tailored trousers and brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0289-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00016.tar", "seed": 2637091882, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:41:24.579286+00:00", "image_sha256": "c444d6693be998fff59d6c440b30528d778b359ee67028cabec7fcfef42312e1", "reference_image_sha256": "a72db827e1dc5ad389f7e4b959efd3fe2423859deb71b1ab92f018ab4509ae87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2637091882, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.31062879273668, "positive_text_encoding_seconds": 0.04651573533192277, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0289-job-010.png", "json_member": "person-0289-job-010.json", "prompt_member": "person-0289-job-010.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00016.tar", "reference_source_member": "person-0289-neutral.png", "reference_source_generated_utc": "2026-10-06T19:14:27.605769+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light olive skin, dark brown neatly cropped straight hair, a slim build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0289", "default_emotion": "neutral", "description": "The same reference identity in the corrections officer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown neatly cropped straight hair", "id": "person-0289-job-020", "job_id": "job-020", "job_key": "corrections_officer", "job_outfit": "a slate-blue long-sleeved uniform shirt, charcoal straight trousers and black shoes, plain unlettered badge, empty belt", "job_outfit_index": 2, "job_title_de": "Justizvollzugskraft", "job_title_en": "corrections officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a slate-blue long-sleeved uniform shirt, charcoal straight trousers and black shoes, plain unlettered badge, empty belt", "outfit_id": "person-0289-job-020", "outfit_style": "professional_emergency", "personality_id": "person-0289", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional corrections officer outfit: a slate-blue long-sleeved uniform shirt, charcoal straight trousers and black shoes, plain unlettered badge, empty belt. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0289-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00016.tar", "seed": 415609418, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:41:25.194318+00:00", "image_sha256": "555ae8cff17ce75a934b61056ae161382a68478ef66d28d16b9a32c1fd262fd7", "reference_image_sha256": "a72db827e1dc5ad389f7e4b959efd3fe2423859deb71b1ab92f018ab4509ae87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 415609418, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.367278177291155, "positive_text_encoding_seconds": 0.04693684168159962, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0289-job-020.png", "json_member": "person-0289-job-020.json", "prompt_member": "person-0289-job-020.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00016.tar", "reference_source_member": "person-0289-neutral.png", "reference_source_generated_utc": "2026-10-06T19:14:27.605769+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light olive skin, dark brown neatly cropped straight hair, a slim build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0289", "default_emotion": "neutral", "description": "The same reference identity in the cashier outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown neatly cropped straight hair", "id": "person-0289-job-021", "job_id": "job-021", "job_key": "cashier", "job_outfit": "a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge", "job_outfit_index": 3, "job_title_de": "Kassierer/in", "job_title_en": "cashier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge", "outfit_id": "person-0289-job-021", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0289", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional cashier outfit: a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0289-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00016.tar", "seed": 489168233, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:41:25.928637+00:00", "image_sha256": "11c1c06e26bb83cd48cd6d04f77bff8deb3e3d7da83c2db2ba44229cccaa238f", "reference_image_sha256": "a72db827e1dc5ad389f7e4b959efd3fe2423859deb71b1ab92f018ab4509ae87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 489168233, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.196098637767136, "positive_text_encoding_seconds": 0.04669181676581502, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0289-job-021.png", "json_member": "person-0289-job-021.json", "prompt_member": "person-0289-job-021.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00016.tar", "reference_source_member": "person-0289-neutral.png", "reference_source_generated_utc": "2026-10-06T19:14:27.605769+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light olive skin, dark brown neatly cropped straight hair, a slim build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0289", "default_emotion": "neutral", "description": "The same reference identity in the roofer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown neatly cropped straight hair", "id": "person-0289-job-036", "job_id": "job-036", "job_key": "roofer", "job_outfit": "a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt", "job_outfit_index": 4, "job_title_de": "Dachdecker/in", "job_title_en": "roofer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt", "outfit_id": "person-0289-job-036", "outfit_style": "professional_construction", "personality_id": "person-0289", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional roofer outfit: a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0289-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00016.tar", "seed": 2617748029, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:41:53.875873+00:00", "image_sha256": "3d742b783e4fdb0b8c4297fe52f144c9d97ba4fad7a2e9a9bbdbdfd4db88c5f5", "reference_image_sha256": "a72db827e1dc5ad389f7e4b959efd3fe2423859deb71b1ab92f018ab4509ae87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2617748029, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.60452745202929, "positive_text_encoding_seconds": 0.05429461598396301, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0289-job-036.png", "json_member": "person-0289-job-036.json", "prompt_member": "person-0289-job-036.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00016.tar", "reference_source_member": "person-0289-neutral.png", "reference_source_generated_utc": "2026-10-06T19:14:27.605769+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light olive skin, dark brown neatly cropped straight hair, a slim build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0289", "default_emotion": "neutral", "description": "The same reference identity in the truck driver outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown neatly cropped straight hair", "id": "person-0289-job-047", "job_id": "job-047", "job_key": "truck_driver", "job_outfit": "a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots", "job_outfit_index": 5, "job_title_de": "Lkw-Fahrer/in", "job_title_en": "truck driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots", "outfit_id": "person-0289-job-047", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0289", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional truck driver outfit: a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0289-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00016.tar", "seed": 2805129817, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:41:55.554059+00:00", "image_sha256": "c35ad219585bf1e5bf071a8cb0880606f173f8126dfa2d54f1b5d434c39f53de", "reference_image_sha256": "a72db827e1dc5ad389f7e4b959efd3fe2423859deb71b1ab92f018ab4509ae87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2805129817, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.504877105820924, "positive_text_encoding_seconds": 0.04684064211323857, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0289-job-047.png", "json_member": "person-0289-job-047.json", "prompt_member": "person-0289-job-047.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00016.tar", "reference_source_member": "person-0289-neutral.png", "reference_source_generated_utc": "2026-10-06T19:14:27.605769+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light olive skin, dark brown neatly cropped straight hair, a slim build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0289", "default_emotion": "neutral", "description": "The same reference identity in the street cleaner outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown neatly cropped straight hair", "id": "person-0289-job-058", "job_id": "job-058", "job_key": "street_cleaner", "job_outfit": "an orange weatherproof reflective jacket over full clothing, navy utility trousers and black work boots", "job_outfit_index": 6, "job_title_de": "Straßenreinigungskraft", "job_title_en": "street cleaner", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange weatherproof reflective jacket over full clothing, navy utility trousers and black work boots", "outfit_id": "person-0289-job-058", "outfit_style": "professional_civic_transport", "personality_id": "person-0289", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional street cleaner outfit: an orange weatherproof reflective jacket over full clothing, navy utility trousers and black work boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0289-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00016.tar", "seed": 655826758, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:41:56.088742+00:00", "image_sha256": "f03a0d83ec4567359daf2ff2f3cd9435ac9f75bfdbe5f1d5fd303d92dd587f66", "reference_image_sha256": "a72db827e1dc5ad389f7e4b959efd3fe2423859deb71b1ab92f018ab4509ae87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 655826758, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.876960861030966, "positive_text_encoding_seconds": 0.04732004692777991, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0289-job-058.png", "json_member": "person-0289-job-058.json", "prompt_member": "person-0289-job-058.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00016.tar", "reference_source_member": "person-0289-neutral.png", "reference_source_generated_utc": "2026-10-06T19:14:27.605769+00:00"}
 {"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light olive skin, dark brown neatly cropped straight hair, a slim build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0289", "default_emotion": "neutral", "description": "The same reference identity in the judge outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown neatly cropped straight hair", "id": "person-0289-job-067", "job_id": "job-067", "job_key": "judge", "job_outfit": "an opaque full-length black judicial robe with a plain cream collar over full formal clothing, black shoes", "job_outfit_index": 7, "job_title_de": "Richter/in", "job_title_en": "judge", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an opaque full-length black judicial robe with a plain cream collar over full formal clothing, black shoes", "outfit_id": "person-0289-job-067", "outfit_style": "professional_office_finance", "personality_id": "person-0289", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional judge outfit: an opaque full-length black judicial robe with a plain cream collar over full formal clothing, black shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0289-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00016.tar", "seed": 2709065152, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-06T21:45:19.768902+00:00", "image_sha256": "4cf29cd59be521d1da4fc8993973f78590600cb22ddb64343feb7414b0c474fd", "reference_image_sha256": "a72db827e1dc5ad389f7e4b959efd3fe2423859deb71b1ab92f018ab4509ae87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2709065152, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "shared-GPU-CPU-offload-job-pilot", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 101.07843654975295, "positive_text_encoding_seconds": 2.1777334390208125, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": true, "gpu_shared_with_character_production": true}, "storage": {"shard": "jobs-g7-00001.tar", "image_member": "person-0289-job-067.png", "json_member": "person-0289-job-067.json", "prompt_member": "person-0289-job-067.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00016.tar", "reference_source_member": "person-0289-neutral.png", "reference_source_generated_utc": "2026-10-06T19:14:27.605769+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light olive skin, dark brown neatly cropped straight hair, a slim build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0289", "default_emotion": "neutral", "description": "The same reference identity in the landscape contractor outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown neatly cropped straight hair", "id": "person-0289-job-077", "job_id": "job-077", "job_key": "landscaper", "job_outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "job_outfit_index": 8, "job_title_de": "Landschaftsgärtner/in", "job_title_en": "landscape contractor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "outfit_id": "person-0289-job-077", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0289", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional landscape contractor outfit: a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0289-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00016.tar", "seed": 2340419115, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:41:58.985838+00:00", "image_sha256": "5a62169c0c6b8649a75fb799b56b234dce2393e71aab47eba3b1b31b3dc5442e", "reference_image_sha256": "a72db827e1dc5ad389f7e4b959efd3fe2423859deb71b1ab92f018ab4509ae87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2340419115, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.86579235410318, "positive_text_encoding_seconds": 0.04003127198666334, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0289-job-077.png", "json_member": "person-0289-job-077.json", "prompt_member": "person-0289-job-077.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00016.tar", "reference_source_member": "person-0289-neutral.png", "reference_source_generated_utc": "2026-10-06T19:14:27.605769+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light olive skin, dark brown neatly cropped straight hair, a slim build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0289", "default_emotion": "neutral", "description": "The same reference identity in the journalist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown neatly cropped straight hair", "id": "person-0289-job-089", "job_id": "job-089", "job_key": "journalist", "job_outfit": "a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes", "job_outfit_index": 9, "job_title_de": "Journalist/in", "job_title_en": "journalist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes", "outfit_id": "person-0289-job-089", "outfit_style": "professional_science_education", "personality_id": "person-0289", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional journalist outfit: a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0289-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00016.tar", "seed": 1321568617, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:42:01.425965+00:00", "image_sha256": "d346dc08d71df9b1af57a9e359d7a9e1dbf55144cef61bb5491de1c6f604b0ff", "reference_image_sha256": "a72db827e1dc5ad389f7e4b959efd3fe2423859deb71b1ab92f018ab4509ae87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1321568617, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.914943498093635, "positive_text_encoding_seconds": 0.04008196108043194, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0289-job-089.png", "json_member": "person-0289-job-089.json", "prompt_member": "person-0289-job-089.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00016.tar", "reference_source_member": "person-0289-neutral.png", "reference_source_generated_utc": "2026-10-06T19:14:27.605769+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light olive skin, dark brown neatly cropped straight hair, a slim build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a slim build", "character_id": "person-0289", "default_emotion": "neutral", "description": "The same reference identity in the stage technician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown neatly cropped straight hair", "id": "person-0289-job-098", "job_id": "job-098", "job_key": "stage_technician", "job_outfit": "a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots", "job_outfit_index": 10, "job_title_de": "Bühnentechniker/in", "job_title_en": "stage technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots", "outfit_id": "person-0289-job-098", "outfit_style": "professional_creative_culture", "personality_id": "person-0289", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional stage technician outfit: a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0289-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00016.tar", "seed": 1089009931, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:42:05.185823+00:00", "image_sha256": "41ef08a1d26378ede2150c726fbb334230cca80bd2f65cee3ae6533f4dc6b8cf", "reference_image_sha256": "a72db827e1dc5ad389f7e4b959efd3fe2423859deb71b1ab92f018ab4509ae87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1089009931, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.43025714484975, "positive_text_encoding_seconds": 0.040550011210143566, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0289-job-098.png", "json_member": "person-0289-job-098.json", "prompt_member": "person-0289-job-098.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00016.tar", "reference_source_member": "person-0289-neutral.png", "reference_source_generated_utc": "2026-10-06T19:14:27.605769+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Japanese heritage, light tan skin, medium brown short naturally curly hair, a sturdy build, wearing a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0290", "default_emotion": "neutral", "description": "The same reference identity in the surgeon outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0290-job-002", "job_id": "job-002", "job_key": "surgeon", "job_outfit": "a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask", "job_outfit_index": 1, "job_title_de": "Chirurg/Chirurgin", "job_title_en": "surgeon", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask", "outfit_id": "person-0290-job-002", "outfit_style": "professional_health", "personality_id": "person-0290", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional surgeon outfit: a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask. Keep the exact face, light tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0290-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00019.tar", "seed": 1332231740, "skin_tone": "light tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:42:05.801949+00:00", "image_sha256": "ed0fca5b68d8d9b46f3fa4dc59fb875b04c378af1d447d38269c05fc6dca4d94", "reference_image_sha256": "1376d8ae638431b94bff5ca3379c52230ba549d60ba0d4e8831313f75d158c9d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1332231740, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.39413312217221, "positive_text_encoding_seconds": 0.03987822402268648, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0290-job-002.png", "json_member": "person-0290-job-002.json", "prompt_member": "person-0290-job-002.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00019.tar", "reference_source_member": "person-0290-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:14.651059+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Japanese heritage, light tan skin, medium brown short naturally curly hair, a sturdy build, wearing a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0290", "default_emotion": "neutral", "description": "The same reference identity in the search and rescue worker outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0290-job-017", "job_id": "job-017", "job_key": "search_rescue", "job_outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "job_outfit_index": 2, "job_title_de": "Bergungs- und Suchrettungskraft", "job_title_en": "search and rescue worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "outfit_id": "person-0290-job-017", "outfit_style": "professional_emergency", "personality_id": "person-0290", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional search and rescue worker outfit: an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots. Keep the exact face, light tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0290-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00019.tar", "seed": 2914234649, "skin_tone": "light tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:42:06.436939+00:00", "image_sha256": "e6b88d2616bb912347c9e90d25f82ae0a36b1c0e2d35cbdaad6b5f6728408f2e", "reference_image_sha256": "1376d8ae638431b94bff5ca3379c52230ba549d60ba0d4e8831313f75d158c9d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2914234649, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.2945640119724, "positive_text_encoding_seconds": 0.04090223088860512, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0290-job-017.png", "json_member": "person-0290-job-017.json", "prompt_member": "person-0290-job-017.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00019.tar", "reference_source_member": "person-0290-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:14.651059+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Japanese heritage, light tan skin, medium brown short naturally curly hair, a sturdy build, wearing a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0290", "default_emotion": "neutral", "description": "The same reference identity in the butcher outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0290-job-024", "job_id": "job-024", "job_key": "butcher", "job_outfit": "a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes", "job_outfit_index": 3, "job_title_de": "Fleischer/in", "job_title_en": "butcher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes", "outfit_id": "person-0290-job-024", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0290", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional butcher outfit: a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes. Keep the exact face, light tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0290-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00019.tar", "seed": 1908998220, "skin_tone": "light tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:42:33.744380+00:00", "image_sha256": "dd562ff5efae4455a0b91f8cfc14842c0da90d7fd072ec65f5b6f3a47eeb8c5e", "reference_image_sha256": "1376d8ae638431b94bff5ca3379c52230ba549d60ba0d4e8831313f75d158c9d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1908998220, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.66244148416445, "positive_text_encoding_seconds": 0.040740832686424255, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0290-job-024.png", "json_member": "person-0290-job-024.json", "prompt_member": "person-0290-job-024.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00019.tar", "reference_source_member": "person-0290-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:14.651059+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Japanese heritage, light tan skin, medium brown short naturally curly hair, a sturdy build, wearing a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0290", "default_emotion": "neutral", "description": "The same reference identity in the painter outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0290-job-035", "job_id": "job-035", "job_key": "painter", "job_outfit": "clean white painter overalls over a lavender long-sleeved shirt, dark work shoes, no paint stains", "job_outfit_index": 4, "job_title_de": "Maler/in", "job_title_en": "painter", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "clean white painter overalls over a lavender long-sleeved shirt, dark work shoes, no paint stains", "outfit_id": "person-0290-job-035", "outfit_style": "professional_construction", "personality_id": "person-0290", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional painter outfit: clean white painter overalls over a lavender long-sleeved shirt, dark work shoes, no paint stains. Keep the exact face, light tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0290-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00019.tar", "seed": 2717156417, "skin_tone": "light tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:42:35.318590+00:00", "image_sha256": "99fca1ecc9927ff43f0f0b4e13d2b323a431f3658aeafe20d292048a8bb697e3", "reference_image_sha256": "1376d8ae638431b94bff5ca3379c52230ba549d60ba0d4e8831313f75d158c9d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2717156417, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.55691021773964, "positive_text_encoding_seconds": 0.03973202873021364, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0290-job-035.png", "json_member": "person-0290-job-035.json", "prompt_member": "person-0290-job-035.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00019.tar", "reference_source_member": "person-0290-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:14.651059+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Japanese heritage, light tan skin, medium brown short naturally curly hair, a sturdy build, wearing a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0290", "default_emotion": "neutral", "description": "The same reference identity in the machinist outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0290-job-041", "job_id": "job-041", "job_key": "machinist", "job_outfit": "a steel-blue factory jacket and matching full-length work trousers, sturdy black safety shoes", "job_outfit_index": 5, "job_title_de": "Zerspanungsmechaniker/in", "job_title_en": "machinist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a steel-blue factory jacket and matching full-length work trousers, sturdy black safety shoes", "outfit_id": "person-0290-job-041", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0290", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional machinist outfit: a steel-blue factory jacket and matching full-length work trousers, sturdy black safety shoes. Keep the exact face, light tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0290-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00019.tar", "seed": 1535212981, "skin_tone": "light tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:42:36.141182+00:00", "image_sha256": "faa43cba6f96724010cc6a7200245f16613cda1209a3ddf2519c099bf563266a", "reference_image_sha256": "1376d8ae638431b94bff5ca3379c52230ba549d60ba0d4e8831313f75d158c9d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1535212981, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.842377913184464, "positive_text_encoding_seconds": 0.039974025916308165, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0290-job-041.png", "json_member": "person-0290-job-041.json", "prompt_member": "person-0290-job-041.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00019.tar", "reference_source_member": "person-0290-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:14.651059+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Japanese heritage, light tan skin, medium brown short naturally curly hair, a sturdy build, wearing a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0290", "default_emotion": "neutral", "description": "The same reference identity in the traffic warden outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0290-job-059", "job_id": "job-059", "job_key": "traffic_warden", "job_outfit": "a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge", "job_outfit_index": 6, "job_title_de": "Verkehrsüberwachungskraft", "job_title_en": "traffic warden", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge", "outfit_id": "person-0290-job-059", "outfit_style": "professional_civic_transport", "personality_id": "person-0290", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional traffic warden outfit: a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge. Keep the exact face, light tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0290-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00019.tar", "seed": 3711839201, "skin_tone": "light tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:42:39.076442+00:00", "image_sha256": "0920ebbb704f75a9974a7dc1b13c7592578da965e54126151054918e61e294ba", "reference_image_sha256": "1376d8ae638431b94bff5ca3379c52230ba549d60ba0d4e8831313f75d158c9d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3711839201, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.880278948228806, "positive_text_encoding_seconds": 0.039832154754549265, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0290-job-059.png", "json_member": "person-0290-job-059.json", "prompt_member": "person-0290-job-059.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00019.tar", "reference_source_member": "person-0290-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:14.651059+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Japanese heritage, light tan skin, medium brown short naturally curly hair, a sturdy build, wearing a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0290", "default_emotion": "neutral", "description": "The same reference identity in the translator outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0290-job-070", "job_id": "job-070", "job_key": "translator", "job_outfit": "a brown knit cardigan over a pale blue closed shirt, navy tailored trousers and brown shoes", "job_outfit_index": 7, "job_title_de": "Übersetzer/in", "job_title_en": "translator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown knit cardigan over a pale blue closed shirt, navy tailored trousers and brown shoes", "outfit_id": "person-0290-job-070", "outfit_style": "professional_office_finance", "personality_id": "person-0290", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional translator outfit: a brown knit cardigan over a pale blue closed shirt, navy tailored trousers and brown shoes. Keep the exact face, light tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0290-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00019.tar", "seed": 326384727, "skin_tone": "light tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:42:41.552460+00:00", "image_sha256": "7fab16c069e3303ead8257ddc1b667bb80796f1dab371cb6c2d1998d11f2091e", "reference_image_sha256": "1376d8ae638431b94bff5ca3379c52230ba549d60ba0d4e8831313f75d158c9d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 326384727, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.92218521004543, "positive_text_encoding_seconds": 0.039968935772776604, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0290-job-070.png", "json_member": "person-0290-job-070.json", "prompt_member": "person-0290-job-070.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00019.tar", "reference_source_member": "person-0290-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:14.651059+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Japanese heritage, light tan skin, medium brown short naturally curly hair, a sturdy build, wearing a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0290", "default_emotion": "neutral", "description": "The same reference identity in the veterinarian outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0290-job-076", "job_id": "job-076", "job_key": "veterinarian", "job_outfit": "a white veterinary coat over a burgundy scrub top and full-length navy scrub trousers, white shoes", "job_outfit_index": 8, "job_title_de": "Tierarzt/Tierärztin", "job_title_en": "veterinarian", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white veterinary coat over a burgundy scrub top and full-length navy scrub trousers, white shoes", "outfit_id": "person-0290-job-076", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0290", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional veterinarian outfit: a white veterinary coat over a burgundy scrub top and full-length navy scrub trousers, white shoes. Keep the exact face, light tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0290-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00019.tar", "seed": 3961653430, "skin_tone": "light tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:42:45.845356+00:00", "image_sha256": "c987cecb37ab34f9dfa67ff0adca73351563af590aa4b125b409990dcbc1edd1", "reference_image_sha256": "1376d8ae638431b94bff5ca3379c52230ba549d60ba0d4e8831313f75d158c9d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3961653430, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44894348271191, "positive_text_encoding_seconds": 0.040052848402410746, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0290-job-076.png", "json_member": "person-0290-job-076.json", "prompt_member": "person-0290-job-076.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00019.tar", "reference_source_member": "person-0290-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:14.651059+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Japanese heritage, light tan skin, medium brown short naturally curly hair, a sturdy build, wearing a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0290", "default_emotion": "neutral", "description": "The same reference identity in the architect outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0290-job-087", "job_id": "job-087", "job_key": "architect", "job_outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "job_outfit_index": 9, "job_title_de": "Architekt/in", "job_title_en": "architect", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "outfit_id": "person-0290-job-087", "outfit_style": "professional_science_education", "personality_id": "person-0290", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional architect outfit: a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes. Keep the exact face, light tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0290-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00019.tar", "seed": 2942802393, "skin_tone": "light tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:42:46.443003+00:00", "image_sha256": "2b8aec372ce34ded028737707cdb5387323635cc9a06b68d5a857760e8293bd3", "reference_image_sha256": "1376d8ae638431b94bff5ca3379c52230ba549d60ba0d4e8831313f75d158c9d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2942802393, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.46738099399954, "positive_text_encoding_seconds": 0.040194449946284294, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0290-job-087.png", "json_member": "person-0290-job-087.json", "prompt_member": "person-0290-job-087.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00019.tar", "reference_source_member": "person-0290-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:14.651059+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Japanese heritage, light tan skin, medium brown short naturally curly hair, a sturdy build, wearing a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0290", "default_emotion": "neutral", "description": "The same reference identity in the museum curator outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0290-job-099", "job_id": "job-099", "job_key": "museum_curator", "job_outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "job_outfit_index": 10, "job_title_de": "Museumskurator/in", "job_title_en": "museum curator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "outfit_id": "person-0290-job-099", "outfit_style": "professional_creative_culture", "personality_id": "person-0290", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional museum curator outfit: a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes. Keep the exact face, light tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0290-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00019.tar", "seed": 2911759913, "skin_tone": "light tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:42:46.827938+00:00", "image_sha256": "34c200b6a85b5bbc26877485c2ee661a708935deb801edaaa072bc6ec3815f70", "reference_image_sha256": "1376d8ae638431b94bff5ca3379c52230ba549d60ba0d4e8831313f75d158c9d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2911759913, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.22016597399488, "positive_text_encoding_seconds": 0.04044266510754824, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0290-job-099.png", "json_member": "person-0290-job-099.json", "prompt_member": "person-0290-job-099.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00019.tar", "reference_source_member": "person-0290-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:14.651059+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light warm skin, dark brown a tidy side-part hairstyle, a sturdy build, wearing a cream knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a sturdy build", "character_id": "person-0291", "default_emotion": "neutral", "description": "The same reference identity in the medical laboratory technician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown a tidy side-part hairstyle", "id": "person-0291-job-007", "job_id": "job-007", "job_key": "laboratory_technician", "job_outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "job_outfit_index": 1, "job_title_de": "Medizinische Laborfachkraft", "job_title_en": "medical laboratory technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "outfit_id": "person-0291-job-007", "outfit_style": "professional_health", "personality_id": "person-0291", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional medical laboratory technician outfit: a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0291-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00020.tar", "seed": 3616299936, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:43:13.619814+00:00", "image_sha256": "9baaa2be4cfc99f5d2b8898fd29da2bf1302439c49b02a24fdc27c5432690344", "reference_image_sha256": "10605bbff33016b25ec206d91c14b650cb76d641e43d54486fb17f396269e799", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3616299936, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.677859066054225, "positive_text_encoding_seconds": 0.040222365874797106, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0291-job-007.png", "json_member": "person-0291-job-007.json", "prompt_member": "person-0291-job-007.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00020.tar", "reference_source_member": "person-0291-neutral.png", "reference_source_generated_utc": "2026-10-06T19:51:25.881330+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light warm skin, dark brown a tidy side-part hairstyle, a sturdy build, wearing a cream knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a sturdy build", "character_id": "person-0291", "default_emotion": "neutral", "description": "The same reference identity in the detective outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown a tidy side-part hairstyle", "id": "person-0291-job-013", "job_id": "job-013", "job_key": "detective", "job_outfit": "a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes", "job_outfit_index": 2, "job_title_de": "Kriminalermittler/in", "job_title_en": "detective", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes", "outfit_id": "person-0291-job-013", "outfit_style": "professional_emergency", "personality_id": "person-0291", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional detective outfit: a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0291-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00020.tar", "seed": 1334051896, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:43:15.124495+00:00", "image_sha256": "6057dba3c14502a1b87c78bf393988e1e28d252fa30d646268210a2ca2bc3886", "reference_image_sha256": "10605bbff33016b25ec206d91c14b650cb76d641e43d54486fb17f396269e799", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1334051896, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.593476611189544, "positive_text_encoding_seconds": 0.03995324485003948, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0291-job-013.png", "json_member": "person-0291-job-013.json", "prompt_member": "person-0291-job-013.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00020.tar", "reference_source_member": "person-0291-neutral.png", "reference_source_generated_utc": "2026-10-06T19:51:25.881330+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light warm skin, dark brown a tidy side-part hairstyle, a sturdy build, wearing a cream knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a sturdy build", "character_id": "person-0291", "default_emotion": "neutral", "description": "The same reference identity in the hotel receptionist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown a tidy side-part hairstyle", "id": "person-0291-job-030", "job_id": "job-030", "job_key": "hotel_receptionist", "job_outfit": "a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge", "job_outfit_index": 3, "job_title_de": "Hotel-Rezeptionist/in", "job_title_en": "hotel receptionist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge", "outfit_id": "person-0291-job-030", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0291", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional hotel receptionist outfit: a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0291-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00020.tar", "seed": 702557180, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:43:16.225053+00:00", "image_sha256": "c082c5b298804badedf5ea769ea3d4b69bf6c92536b2f57f725fbaa5de565bf9", "reference_image_sha256": "10605bbff33016b25ec206d91c14b650cb76d641e43d54486fb17f396269e799", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 702557180, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.869662021286786, "positive_text_encoding_seconds": 0.03983127512037754, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0291-job-030.png", "json_member": "person-0291-job-030.json", "prompt_member": "person-0291-job-030.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00020.tar", "reference_source_member": "person-0291-neutral.png", "reference_source_generated_utc": "2026-10-06T19:51:25.881330+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light warm skin, dark brown a tidy side-part hairstyle, a sturdy build, wearing a cream knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a sturdy build", "character_id": "person-0291", "default_emotion": "neutral", "description": "The same reference identity in the construction foreman outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown a tidy side-part hairstyle", "id": "person-0291-job-040", "job_id": "job-040", "job_key": "construction_foreman", "job_outfit": "an orange reflective waistcoat over a pale blue closed shirt, navy work trousers and brown safety boots, no helmet", "job_outfit_index": 4, "job_title_de": "Bauleiter/in", "job_title_en": "construction foreman", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective waistcoat over a pale blue closed shirt, navy work trousers and brown safety boots, no helmet", "outfit_id": "person-0291-job-040", "outfit_style": "professional_construction", "personality_id": "person-0291", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional construction foreman outfit: an orange reflective waistcoat over a pale blue closed shirt, navy work trousers and brown safety boots, no helmet. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0291-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00020.tar", "seed": 1248073173, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:43:19.179951+00:00", "image_sha256": "a2dd3c94610895a9f60a36e2f38b2cc78cc8c314fefa0a3e2f10d86e1d574675", "reference_image_sha256": "10605bbff33016b25ec206d91c14b650cb76d641e43d54486fb17f396269e799", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1248073173, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88944821385667, "positive_text_encoding_seconds": 0.04041166603565216, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0291-job-040.png", "json_member": "person-0291-job-040.json", "prompt_member": "person-0291-job-040.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00020.tar", "reference_source_member": "person-0291-neutral.png", "reference_source_generated_utc": "2026-10-06T19:51:25.881330+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light warm skin, dark brown a tidy side-part hairstyle, a sturdy build, wearing a cream knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a sturdy build", "character_id": "person-0291", "default_emotion": "neutral", "description": "The same reference identity in the railway maintenance mechanic outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown a tidy side-part hairstyle", "id": "person-0291-job-050", "job_id": "job-050", "job_key": "rail_mechanic", "job_outfit": "an orange safety jacket over a navy long-sleeved shirt, navy reinforced trousers and sturdy boots", "job_outfit_index": 5, "job_title_de": "Bahn-Instandhaltungskraft", "job_title_en": "railway maintenance mechanic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange safety jacket over a navy long-sleeved shirt, navy reinforced trousers and sturdy boots", "outfit_id": "person-0291-job-050", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0291", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional railway maintenance mechanic outfit: an orange safety jacket over a navy long-sleeved shirt, navy reinforced trousers and sturdy boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0291-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00020.tar", "seed": 3828249638, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:43:21.704316+00:00", "image_sha256": "f26f01d59cca8dda7db9f85c2cdc169e8f2ae296cf682c7994f8bc605bb4f249", "reference_image_sha256": "10605bbff33016b25ec206d91c14b650cb76d641e43d54486fb17f396269e799", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3828249638, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93447432667017, "positive_text_encoding_seconds": 0.04062669677659869, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0291-job-050.png", "json_member": "person-0291-job-050.json", "prompt_member": "person-0291-job-050.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00020.tar", "reference_source_member": "person-0291-neutral.png", "reference_source_generated_utc": "2026-10-06T19:51:25.881330+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light warm skin, dark brown a tidy side-part hairstyle, a sturdy build, wearing a cream knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a sturdy build", "character_id": "person-0291", "default_emotion": "neutral", "description": "The same reference identity in the bus driver outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown a tidy side-part hairstyle", "id": "person-0291-job-052", "job_id": "job-052", "job_key": "bus_driver", "job_outfit": "a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Busfahrer/in", "job_title_en": "bus driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes", "outfit_id": "person-0291-job-052", "outfit_style": "professional_civic_transport", "personality_id": "person-0291", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional bus driver outfit: a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0291-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00020.tar", "seed": 4233298836, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:43:26.505133+00:00", "image_sha256": "e647780e24ea7da5f212aafc49570ede57bf213a55e85df71f853fe0ebc52e7d", "reference_image_sha256": "10605bbff33016b25ec206d91c14b650cb76d641e43d54486fb17f396269e799", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4233298836, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44738411018625, "positive_text_encoding_seconds": 0.040205759927630424, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0291-job-052.png", "json_member": "person-0291-job-052.json", "prompt_member": "person-0291-job-052.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00020.tar", "reference_source_member": "person-0291-neutral.png", "reference_source_generated_utc": "2026-10-06T19:51:25.881330+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light warm skin, dark brown a tidy side-part hairstyle, a sturdy build, wearing a cream knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a sturdy build", "character_id": "person-0291", "default_emotion": "neutral", "description": "The same reference identity in the debt collection agent outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown a tidy side-part hairstyle", "id": "person-0291-job-063", "job_id": "job-063", "job_key": "debt_collector", "job_outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "job_outfit_index": 7, "job_title_de": "Geldeintreiber/in", "job_title_en": "debt collection agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "outfit_id": "person-0291-job-063", "outfit_style": "professional_office_finance", "personality_id": "person-0291", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional debt collection agent outfit: a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0291-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00020.tar", "seed": 3439020671, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:43:26.976105+00:00", "image_sha256": "2a273df2098a2847087c8f9e626463a539f1dc0e635371cdee049c2d1ee745fb", "reference_image_sha256": "10605bbff33016b25ec206d91c14b650cb76d641e43d54486fb17f396269e799", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3439020671, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.32460525073111, "positive_text_encoding_seconds": 0.039930207189172506, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0291-job-063.png", "json_member": "person-0291-job-063.json", "prompt_member": "person-0291-job-063.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00020.tar", "reference_source_member": "person-0291-neutral.png", "reference_source_generated_utc": "2026-10-06T19:51:25.881330+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light warm skin, dark brown a tidy side-part hairstyle, a sturdy build, wearing a cream knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a sturdy build", "character_id": "person-0291", "default_emotion": "neutral", "description": "The same reference identity in the landscape contractor outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown a tidy side-part hairstyle", "id": "person-0291-job-077", "job_id": "job-077", "job_key": "landscaper", "job_outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "job_outfit_index": 8, "job_title_de": "Landschaftsgärtner/in", "job_title_en": "landscape contractor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "outfit_id": "person-0291-job-077", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0291", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional landscape contractor outfit: a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0291-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00020.tar", "seed": 2058141292, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:43:27.383002+00:00", "image_sha256": "c2b31d2a95cc7d6882b13814a8839bd5b4352b0d4b4f048c2b672d33d1051fe3", "reference_image_sha256": "10605bbff33016b25ec206d91c14b650cb76d641e43d54486fb17f396269e799", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2058141292, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.34283904125914, "positive_text_encoding_seconds": 0.04009479284286499, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0291-job-077.png", "json_member": "person-0291-job-077.json", "prompt_member": "person-0291-job-077.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00020.tar", "reference_source_member": "person-0291-neutral.png", "reference_source_generated_utc": "2026-10-06T19:51:25.881330+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light warm skin, dark brown a tidy side-part hairstyle, a sturdy build, wearing a cream knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a sturdy build", "character_id": "person-0291", "default_emotion": "neutral", "description": "The same reference identity in the astronomer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown a tidy side-part hairstyle", "id": "person-0291-job-084", "job_id": "job-084", "job_key": "astronomer", "job_outfit": "a navy observatory fleece jacket over a cream closed shirt, charcoal trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Astronom/in", "job_title_en": "astronomer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy observatory fleece jacket over a cream closed shirt, charcoal trousers and brown shoes", "outfit_id": "person-0291-job-084", "outfit_style": "professional_science_education", "personality_id": "person-0291", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional astronomer outfit: a navy observatory fleece jacket over a cream closed shirt, charcoal trousers and brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0291-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00020.tar", "seed": 3997497754, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:43:53.470026+00:00", "image_sha256": "b410b7cc6c9f68d29398464057171af62b70e6aeeccfbbf00295f18a0c86ce78", "reference_image_sha256": "10605bbff33016b25ec206d91c14b650cb76d641e43d54486fb17f396269e799", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3997497754, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.67286568181589, "positive_text_encoding_seconds": 0.04005177691578865, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0291-job-084.png", "json_member": "person-0291-job-084.json", "prompt_member": "person-0291-job-084.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00020.tar", "reference_source_member": "person-0291-neutral.png", "reference_source_generated_utc": "2026-10-06T19:51:25.881330+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, white European-ancestry heritage, light warm skin, dark brown a tidy side-part hairstyle, a sturdy build, wearing a cream knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a sturdy build", "character_id": "person-0291", "default_emotion": "neutral", "description": "The same reference identity in the music teacher outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown a tidy side-part hairstyle", "id": "person-0291-job-100", "job_id": "job-100", "job_key": "music_teacher", "job_outfit": "a brown cardigan over a white closed shirt, charcoal tailored trousers and brown shoes", "job_outfit_index": 10, "job_title_de": "Musiklehrer/in", "job_title_en": "music teacher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown cardigan over a white closed shirt, charcoal tailored trousers and brown shoes", "outfit_id": "person-0291-job-100", "outfit_style": "professional_creative_culture", "personality_id": "person-0291", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional music teacher outfit: a brown cardigan over a white closed shirt, charcoal tailored trousers and brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0291-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00020.tar", "seed": 3733621883, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:43:54.878241+00:00", "image_sha256": "368eff50bf8d181651e32dd39f14025597d327cd09cdf7878f4714c7d2ec1db8", "reference_image_sha256": "10605bbff33016b25ec206d91c14b650cb76d641e43d54486fb17f396269e799", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3733621883, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57949177501723, "positive_text_encoding_seconds": 0.040070374961942434, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0291-job-100.png", "json_member": "person-0291-job-100.json", "prompt_member": "person-0291-job-100.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00020.tar", "reference_source_member": "person-0291-neutral.png", "reference_source_generated_utc": "2026-10-06T19:51:25.881330+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Southeast Asian heritage, warm tan skin, dark brown short naturally curly hair, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0292", "default_emotion": "neutral", "description": "The same reference identity in the nurse outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0292-job-003", "job_id": "job-003", "job_key": "nurse", "job_outfit": "a lavender clinical tunic over a white long-sleeved undershirt and navy scrub trousers, white shoes", "job_outfit_index": 1, "job_title_de": "Pflegefachkraft", "job_title_en": "nurse", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a lavender clinical tunic over a white long-sleeved undershirt and navy scrub trousers, white shoes", "outfit_id": "person-0292-job-003", "outfit_style": "professional_health", "personality_id": "person-0292", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional nurse outfit: a lavender clinical tunic over a white long-sleeved undershirt and navy scrub trousers, white shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0292-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00021.tar", "seed": 1141779888, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:43:56.354380+00:00", "image_sha256": "b11fc13b3045916e566b3d349f714ed2a1e79fe04b85d9914874a063b435763a", "reference_image_sha256": "44d9103724b5c608f8c719176c87bd318620d1f5ffaded38e89acd968078a743", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1141779888, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.91340920096263, "positive_text_encoding_seconds": 0.040104541927576065, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0292-job-003.png", "json_member": "person-0292-job-003.json", "prompt_member": "person-0292-job-003.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00021.tar", "reference_source_member": "person-0292-neutral.png", "reference_source_generated_utc": "2026-10-06T20:09:22.918943+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Southeast Asian heritage, warm tan skin, dark brown short naturally curly hair, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0292", "default_emotion": "neutral", "description": "The same reference identity in the coast guard officer outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0292-job-015", "job_id": "job-015", "job_key": "coast_guard", "job_outfit": "a navy maritime utility jacket with an orange flotation vest worn open at the neck over full clothing, navy trousers and boots", "job_outfit_index": 2, "job_title_de": "Küstenwache", "job_title_en": "coast guard officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy maritime utility jacket with an orange flotation vest worn open at the neck over full clothing, navy trousers and boots", "outfit_id": "person-0292-job-015", "outfit_style": "professional_emergency", "personality_id": "person-0292", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional coast guard officer outfit: a navy maritime utility jacket with an orange flotation vest worn open at the neck over full clothing, navy trousers and boots. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0292-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00021.tar", "seed": 716319262, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:43:59.280975+00:00", "image_sha256": "792e97f44b96a3f6c74b27755616dabdc26e62c9010d7239f5adf47cc8708775", "reference_image_sha256": "44d9103724b5c608f8c719176c87bd318620d1f5ffaded38e89acd968078a743", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 716319262, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88935900805518, "positive_text_encoding_seconds": 0.040266844909638166, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0292-job-015.png", "json_member": "person-0292-job-015.json", "prompt_member": "person-0292-job-015.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00021.tar", "reference_source_member": "person-0292-neutral.png", "reference_source_generated_utc": "2026-10-06T20:09:22.918943+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Southeast Asian heritage, warm tan skin, dark brown short naturally curly hair, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0292", "default_emotion": "neutral", "description": "The same reference identity in the barista outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0292-job-029", "job_id": "job-029", "job_key": "barista", "job_outfit": "a tan full apron over a navy long-sleeved shirt, charcoal trousers and dark closed shoes", "job_outfit_index": 3, "job_title_de": "Barista", "job_title_en": "barista", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan full apron over a navy long-sleeved shirt, charcoal trousers and dark closed shoes", "outfit_id": "person-0292-job-029", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0292", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional barista outfit: a tan full apron over a navy long-sleeved shirt, charcoal trousers and dark closed shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0292-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00021.tar", "seed": 4137140437, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:44:01.839772+00:00", "image_sha256": "916b3f6cf5285bdd7560ae493da0d170832b7779098f13fdcbf5f3e28cdc4267", "reference_image_sha256": "44d9103724b5c608f8c719176c87bd318620d1f5ffaded38e89acd968078a743", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4137140437, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.92300384026021, "positive_text_encoding_seconds": 0.040227708872407675, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0292-job-029.png", "json_member": "person-0292-job-029.json", "prompt_member": "person-0292-job-029.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00021.tar", "reference_source_member": "person-0292-neutral.png", "reference_source_generated_utc": "2026-10-06T20:09:22.918943+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Southeast Asian heritage, warm tan skin, dark brown short naturally curly hair, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0292", "default_emotion": "neutral", "description": "The same reference identity in the carpenter outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0292-job-033", "job_id": "job-033", "job_key": "carpenter", "job_outfit": "brown canvas overalls over a cream long-sleeved shirt, sturdy brown boots", "job_outfit_index": 4, "job_title_de": "Zimmerer/Zimmerin", "job_title_en": "carpenter", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "brown canvas overalls over a cream long-sleeved shirt, sturdy brown boots", "outfit_id": "person-0292-job-033", "outfit_style": "professional_construction", "personality_id": "person-0292", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional carpenter outfit: brown canvas overalls over a cream long-sleeved shirt, sturdy brown boots. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0292-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00021.tar", "seed": 3353749774, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:44:07.168299+00:00", "image_sha256": "e809c74b05ac7123a6e94102c552cf87a4bd73e915f6737f4789b8e7c4b07804", "reference_image_sha256": "44d9103724b5c608f8c719176c87bd318620d1f5ffaded38e89acd968078a743", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3353749774, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44687615009025, "positive_text_encoding_seconds": 0.041617183946073055, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0292-job-033.png", "json_member": "person-0292-job-033.json", "prompt_member": "person-0292-job-033.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00021.tar", "reference_source_member": "person-0292-neutral.png", "reference_source_generated_utc": "2026-10-06T20:09:22.918943+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Southeast Asian heritage, warm tan skin, dark brown short naturally curly hair, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0292", "default_emotion": "neutral", "description": "The same reference identity in the warehouse worker outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0292-job-045", "job_id": "job-045", "job_key": "warehouse_worker", "job_outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "job_outfit_index": 5, "job_title_de": "Lagerfachkraft", "job_title_en": "warehouse worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "outfit_id": "person-0292-job-045", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0292", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional warehouse worker outfit: an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0292-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00021.tar", "seed": 4070815132, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:44:07.510641+00:00", "image_sha256": "af65168595aa735dde36885524f042d9216a138ba37f73accc3f29c987cdae77", "reference_image_sha256": "44d9103724b5c608f8c719176c87bd318620d1f5ffaded38e89acd968078a743", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4070815132, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.31820557080209, "positive_text_encoding_seconds": 0.040029400028288364, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0292-job-045.png", "json_member": "person-0292-job-045.json", "prompt_member": "person-0292-job-045.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00021.tar", "reference_source_member": "person-0292-neutral.png", "reference_source_generated_utc": "2026-10-06T20:09:22.918943+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Southeast Asian heritage, warm tan skin, dark brown short naturally curly hair, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0292", "default_emotion": "neutral", "description": "The same reference identity in the train driver outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0292-job-053", "job_id": "job-053", "job_key": "train_driver", "job_outfit": "a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes", "job_outfit_index": 6, "job_title_de": "Lokführer/in", "job_title_en": "train driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes", "outfit_id": "person-0292-job-053", "outfit_style": "professional_civic_transport", "personality_id": "person-0292", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional train driver outfit: a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0292-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00021.tar", "seed": 2043138667, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:44:07.839531+00:00", "image_sha256": "c6da187c9f7b6d708dc20c0ed08bc43738a063ce50b5d54a6b8dcf11838ea3e7", "reference_image_sha256": "44d9103724b5c608f8c719176c87bd318620d1f5ffaded38e89acd968078a743", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2043138667, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.24117287201807, "positive_text_encoding_seconds": 0.04005763214081526, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0292-job-053.png", "json_member": "person-0292-job-053.json", "prompt_member": "person-0292-job-053.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00021.tar", "reference_source_member": "person-0292-neutral.png", "reference_source_generated_utc": "2026-10-06T20:09:22.918943+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Southeast Asian heritage, warm tan skin, dark brown short naturally curly hair, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0292", "default_emotion": "neutral", "description": "The same reference identity in the lawyer outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0292-job-066", "job_id": "job-066", "job_key": "lawyer", "job_outfit": "a charcoal business suit over a white closed shirt and plain burgundy tie, polished black shoes", "job_outfit_index": 7, "job_title_de": "Rechtsanwalt/Rechtsanwältin", "job_title_en": "lawyer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal business suit over a white closed shirt and plain burgundy tie, polished black shoes", "outfit_id": "person-0292-job-066", "outfit_style": "professional_office_finance", "personality_id": "person-0292", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional lawyer outfit: a charcoal business suit over a white closed shirt and plain burgundy tie, polished black shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0292-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00021.tar", "seed": 423518054, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:44:33.348890+00:00", "image_sha256": "119432f02f72bec18b446ec933d19b789a0a2c2f23129829efa9dcb03fc86af9", "reference_image_sha256": "44d9103724b5c608f8c719176c87bd318620d1f5ffaded38e89acd968078a743", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 423518054, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.66274215886369, "positive_text_encoding_seconds": 0.040836460422724485, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0292-job-066.png", "json_member": "person-0292-job-066.json", "prompt_member": "person-0292-job-066.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00021.tar", "reference_source_member": "person-0292-neutral.png", "reference_source_generated_utc": "2026-10-06T20:09:22.918943+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Southeast Asian heritage, warm tan skin, dark brown short naturally curly hair, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0292", "default_emotion": "neutral", "description": "The same reference identity in the veterinarian outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0292-job-076", "job_id": "job-076", "job_key": "veterinarian", "job_outfit": "a white veterinary coat over a burgundy scrub top and full-length navy scrub trousers, white shoes", "job_outfit_index": 8, "job_title_de": "Tierarzt/Tierärztin", "job_title_en": "veterinarian", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white veterinary coat over a burgundy scrub top and full-length navy scrub trousers, white shoes", "outfit_id": "person-0292-job-076", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0292", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional veterinarian outfit: a white veterinary coat over a burgundy scrub top and full-length navy scrub trousers, white shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0292-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00021.tar", "seed": 2706764080, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:44:34.680907+00:00", "image_sha256": "6209c8005eac00597a14d39ebd2fc42a4be577f8b5f104d57949939bf15dce96", "reference_image_sha256": "44d9103724b5c608f8c719176c87bd318620d1f5ffaded38e89acd968078a743", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2706764080, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.5884380270727, "positive_text_encoding_seconds": 0.039635935332626104, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0292-job-076.png", "json_member": "person-0292-job-076.json", "prompt_member": "person-0292-job-076.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00021.tar", "reference_source_member": "person-0292-neutral.png", "reference_source_generated_utc": "2026-10-06T20:09:22.918943+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Southeast Asian heritage, warm tan skin, dark brown short naturally curly hair, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0292", "default_emotion": "neutral", "description": "The same reference identity in the research scientist outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0292-job-083", "job_id": "job-083", "job_key": "research_scientist", "job_outfit": "a white research lab coat over a lavender closed shirt and navy trousers, dark closed shoes", "job_outfit_index": 9, "job_title_de": "Forschungswissenschaftler/in", "job_title_en": "research scientist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white research lab coat over a lavender closed shirt and navy trousers, dark closed shoes", "outfit_id": "person-0292-job-083", "outfit_style": "professional_science_education", "personality_id": "person-0292", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional research scientist outfit: a white research lab coat over a lavender closed shirt and navy trousers, dark closed shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0292-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00021.tar", "seed": 3900301877, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:44:36.416495+00:00", "image_sha256": "90b73531241ab25bd89a7b444c0dfeb9c190b23dc89ca4b0da552a6141c0f355", "reference_image_sha256": "44d9103724b5c608f8c719176c87bd318620d1f5ffaded38e89acd968078a743", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3900301877, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.886237925849855, "positive_text_encoding_seconds": 0.04004761390388012, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0292-job-083.png", "json_member": "person-0292-job-083.json", "prompt_member": "person-0292-job-083.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00021.tar", "reference_source_member": "person-0292-neutral.png", "reference_source_generated_utc": "2026-10-06T20:09:22.918943+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old man, Southeast Asian heritage, warm tan skin, dark brown short naturally curly hair, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0292", "default_emotion": "neutral", "description": "The same reference identity in the music teacher outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0292-job-100", "job_id": "job-100", "job_key": "music_teacher", "job_outfit": "a brown cardigan over a white closed shirt, charcoal tailored trousers and brown shoes", "job_outfit_index": 10, "job_title_de": "Musiklehrer/in", "job_title_en": "music teacher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown cardigan over a white closed shirt, charcoal tailored trousers and brown shoes", "outfit_id": "person-0292-job-100", "outfit_style": "professional_creative_culture", "personality_id": "person-0292", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional music teacher outfit: a brown cardigan over a white closed shirt, charcoal tailored trousers and brown shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0292-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00021.tar", "seed": 1791387744, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:44:39.340382+00:00", "image_sha256": "9daab69e1a9322a01847ecd10aa14f9e4a4c4e56c4e3d61c5b65ea9dfea7916e", "reference_image_sha256": "44d9103724b5c608f8c719176c87bd318620d1f5ffaded38e89acd968078a743", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1791387744, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88505837414414, "positive_text_encoding_seconds": 0.039988650009036064, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0292-job-100.png", "json_member": "person-0292-job-100.json", "prompt_member": "person-0292-job-100.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00021.tar", "reference_source_member": "person-0292-neutral.png", "reference_source_generated_utc": "2026-10-06T20:09:22.918943+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old man, white European-ancestry heritage, fair skin, light brown soft wavy hair swept to one side, a slim build, wearing a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a slim build", "character_id": "person-0293", "default_emotion": "neutral", "description": "The same reference identity in the paramedic outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0293-job-004", "job_id": "job-004", "job_key": "paramedic", "job_outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "job_outfit_index": 1, "job_title_de": "Rettungssanitäter/in", "job_title_en": "paramedic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "outfit_id": "person-0293-job-004", "outfit_style": "professional_health", "personality_id": "person-0293", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional paramedic outfit: a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0293-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00021.tar", "seed": 174734422, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:44:41.983875+00:00", "image_sha256": "c4d7e5fdc7a1096d4d0a3f050d41b6f4bf4831308e4aa4e076915331e5c45daf", "reference_image_sha256": "daa626404867fd049caaf95ca7937f0283dda842173857212816a2f2ea5d92d9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 174734422, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93109908886254, "positive_text_encoding_seconds": 0.03998318687081337, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0293-job-004.png", "json_member": "person-0293-job-004.json", "prompt_member": "person-0293-job-004.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00021.tar", "reference_source_member": "person-0293-neutral.png", "reference_source_generated_utc": "2026-10-06T20:27:23.770169+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old man, white European-ancestry heritage, fair skin, light brown soft wavy hair swept to one side, a slim build, wearing a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a slim build", "character_id": "person-0293", "default_emotion": "neutral", "description": "The same reference identity in the park ranger outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0293-job-019", "job_id": "job-019", "job_key": "park_ranger", "job_outfit": "a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat", "job_outfit_index": 2, "job_title_de": "Park-Ranger/in", "job_title_en": "park ranger", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat", "outfit_id": "person-0293-job-019", "outfit_style": "professional_emergency", "personality_id": "person-0293", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional park ranger outfit: a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0293-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00021.tar", "seed": 3188095436, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:44:47.830257+00:00", "image_sha256": "b3d8e36466d7566f64831968e729a4661bb59170c6d345ba3ca1dfadac1710d5", "reference_image_sha256": "daa626404867fd049caaf95ca7937f0283dda842173857212816a2f2ea5d92d9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3188095436, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44961542170495, "positive_text_encoding_seconds": 0.040016943123191595, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00002.tar", "image_member": "person-0293-job-019.png", "json_member": "person-0293-job-019.json", "prompt_member": "person-0293-job-019.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00021.tar", "reference_source_member": "person-0293-neutral.png", "reference_source_generated_utc": "2026-10-06T20:27:23.770169+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old man, white European-ancestry heritage, fair skin, light brown soft wavy hair swept to one side, a slim build, wearing a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a slim build", "character_id": "person-0293", "default_emotion": "neutral", "description": "The same reference identity in the fishmonger outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0293-job-025", "job_id": "job-025", "job_key": "fishmonger", "job_outfit": "a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots", "job_outfit_index": 3, "job_title_de": "Fischhändler/in", "job_title_en": "fishmonger", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots", "outfit_id": "person-0293-job-025", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0293", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional fishmonger outfit: a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0293-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00021.tar", "seed": 3887936040, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:44:48.202868+00:00", "image_sha256": "c9974d6b564fa23ccb4f710400f8b7aaeae9b079e712e577b1572327be144476", "reference_image_sha256": "daa626404867fd049caaf95ca7937f0283dda842173857212816a2f2ea5d92d9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3887936040, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.47376327076927, "positive_text_encoding_seconds": 0.0402667261660099, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0293-job-025.png", "json_member": "person-0293-job-025.json", "prompt_member": "person-0293-job-025.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00021.tar", "reference_source_member": "person-0293-neutral.png", "reference_source_generated_utc": "2026-10-06T20:27:23.770169+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old man, white European-ancestry heritage, fair skin, light brown soft wavy hair swept to one side, a slim build, wearing a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a slim build", "character_id": "person-0293", "default_emotion": "neutral", "description": "The same reference identity in the electrician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0293-job-031", "job_id": "job-031", "job_key": "electrician", "job_outfit": "a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots", "job_outfit_index": 4, "job_title_de": "Elektriker/in", "job_title_en": "electrician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots", "outfit_id": "person-0293-job-031", "outfit_style": "professional_construction", "personality_id": "person-0293", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional electrician outfit: a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0293-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00021.tar", "seed": 2941448397, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:44:48.307683+00:00", "image_sha256": "5c0061fd0dbdd22c4c2eb9ae6bb2f762c47a024f14b00956a06f5a79bb805c74", "reference_image_sha256": "daa626404867fd049caaf95ca7937f0283dda842173857212816a2f2ea5d92d9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2941448397, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.25758243724704, "positive_text_encoding_seconds": 0.0399718820117414, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0293-job-031.png", "json_member": "person-0293-job-031.json", "prompt_member": "person-0293-job-031.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00021.tar", "reference_source_member": "person-0293-neutral.png", "reference_source_generated_utc": "2026-10-06T20:27:23.770169+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old man, white European-ancestry heritage, fair skin, light brown soft wavy hair swept to one side, a slim build, wearing a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a slim build", "character_id": "person-0293", "default_emotion": "neutral", "description": "The same reference identity in the warehouse worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0293-job-045", "job_id": "job-045", "job_key": "warehouse_worker", "job_outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "job_outfit_index": 5, "job_title_de": "Lagerfachkraft", "job_title_en": "warehouse worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "outfit_id": "person-0293-job-045", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0293", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional warehouse worker outfit: an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0293-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00021.tar", "seed": 972193828, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:45:13.244728+00:00", "image_sha256": "e99fc5705d7e5f2ce036a43a18522edd8da4f5be6aef269c06990e97f4260df7", "reference_image_sha256": "daa626404867fd049caaf95ca7937f0283dda842173857212816a2f2ea5d92d9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 972193828, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.68453125515953, "positive_text_encoding_seconds": 0.04096824675798416, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0293-job-045.png", "json_member": "person-0293-job-045.json", "prompt_member": "person-0293-job-045.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00021.tar", "reference_source_member": "person-0293-neutral.png", "reference_source_generated_utc": "2026-10-06T20:27:23.770169+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old man, white European-ancestry heritage, fair skin, light brown soft wavy hair swept to one side, a slim build, wearing a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a slim build", "character_id": "person-0293", "default_emotion": "neutral", "description": "The same reference identity in the flight attendant outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0293-job-055", "job_id": "job-055", "job_key": "flight_attendant", "job_outfit": "a navy airline-style blazer over a cream closed shirt with a small burgundy neck scarf, navy trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Flugbegleiter/in", "job_title_en": "flight attendant", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy airline-style blazer over a cream closed shirt with a small burgundy neck scarf, navy trousers and black shoes", "outfit_id": "person-0293-job-055", "outfit_style": "professional_civic_transport", "personality_id": "person-0293", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional flight attendant outfit: a navy airline-style blazer over a cream closed shirt with a small burgundy neck scarf, navy trousers and black shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0293-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00021.tar", "seed": 3090073120, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:45:14.461021+00:00", "image_sha256": "01bff691f30a06d6a870b82d5abf61371684b12690178c1d862c722e79e7a9ab", "reference_image_sha256": "daa626404867fd049caaf95ca7937f0283dda842173857212816a2f2ea5d92d9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3090073120, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.56909678410739, "positive_text_encoding_seconds": 0.040122140198946, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0293-job-055.png", "json_member": "person-0293-job-055.json", "prompt_member": "person-0293-job-055.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00021.tar", "reference_source_member": "person-0293-neutral.png", "reference_source_generated_utc": "2026-10-06T20:27:23.770169+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old man, white European-ancestry heritage, fair skin, light brown soft wavy hair swept to one side, a slim build, wearing a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a slim build", "character_id": "person-0293", "default_emotion": "neutral", "description": "The same reference identity in the lawyer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0293-job-066", "job_id": "job-066", "job_key": "lawyer", "job_outfit": "a charcoal business suit over a white closed shirt and plain burgundy tie, polished black shoes", "job_outfit_index": 7, "job_title_de": "Rechtsanwalt/Rechtsanwältin", "job_title_en": "lawyer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal business suit over a white closed shirt and plain burgundy tie, polished black shoes", "outfit_id": "person-0293-job-066", "outfit_style": "professional_office_finance", "personality_id": "person-0293", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional lawyer outfit: a charcoal business suit over a white closed shirt and plain burgundy tie, polished black shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0293-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00021.tar", "seed": 3092697215, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:45:16.506022+00:00", "image_sha256": "fe818b2e393ee5490ccfcf74a0ae3a2f43bd982eaace4a82abb1a088bdd06691", "reference_image_sha256": "daa626404867fd049caaf95ca7937f0283dda842173857212816a2f2ea5d92d9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3092697215, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.88424660358578, "positive_text_encoding_seconds": 0.03963423706591129, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0293-job-066.png", "json_member": "person-0293-job-066.json", "prompt_member": "person-0293-job-066.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00021.tar", "reference_source_member": "person-0293-neutral.png", "reference_source_generated_utc": "2026-10-06T20:27:23.770169+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old man, white European-ancestry heritage, fair skin, light brown soft wavy hair swept to one side, a slim build, wearing a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a slim build", "character_id": "person-0293", "default_emotion": "neutral", "description": "The same reference identity in the viticulturist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0293-job-078", "job_id": "job-078", "job_key": "viticulturist", "job_outfit": "a tan field waistcoat over a cream long-sleeved shirt, burgundy work trousers and brown sturdy boots", "job_outfit_index": 8, "job_title_de": "Winzer/in", "job_title_en": "viticulturist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan field waistcoat over a cream long-sleeved shirt, burgundy work trousers and brown sturdy boots", "outfit_id": "person-0293-job-078", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0293", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional viticulturist outfit: a tan field waistcoat over a cream long-sleeved shirt, burgundy work trousers and brown sturdy boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0293-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00021.tar", "seed": 3481989855, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:45:19.437845+00:00", "image_sha256": "a26ab64b085444f546ffe69a09eb974a515c3b4ef03e136e39885a3b94132924", "reference_image_sha256": "daa626404867fd049caaf95ca7937f0283dda842173857212816a2f2ea5d92d9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3481989855, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88515166984871, "positive_text_encoding_seconds": 0.039993498008698225, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0293-job-078.png", "json_member": "person-0293-job-078.json", "prompt_member": "person-0293-job-078.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00021.tar", "reference_source_member": "person-0293-neutral.png", "reference_source_generated_utc": "2026-10-06T20:27:23.770169+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old man, white European-ancestry heritage, fair skin, light brown soft wavy hair swept to one side, a slim build, wearing a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a slim build", "character_id": "person-0293", "default_emotion": "neutral", "description": "The same reference identity in the surveyor outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0293-job-086", "job_id": "job-086", "job_key": "surveyor", "job_outfit": "an orange reflective field vest over a pale blue long-sleeved shirt, charcoal work trousers and brown boots", "job_outfit_index": 9, "job_title_de": "Vermessungstechniker/in", "job_title_en": "surveyor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective field vest over a pale blue long-sleeved shirt, charcoal work trousers and brown boots", "outfit_id": "person-0293-job-086", "outfit_style": "professional_science_education", "personality_id": "person-0293", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional surveyor outfit: an orange reflective field vest over a pale blue long-sleeved shirt, charcoal work trousers and brown boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0293-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00021.tar", "seed": 2900640515, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:45:22.097610+00:00", "image_sha256": "d04f2a27d54ebc6e33d61d2ecd76a71c8faae2ed9b0bd3b5ab670ce7dbd73bef", "reference_image_sha256": "daa626404867fd049caaf95ca7937f0283dda842173857212816a2f2ea5d92d9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2900640515, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.9365707160905, "positive_text_encoding_seconds": 0.040307064075022936, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0293-job-086.png", "json_member": "person-0293-job-086.json", "prompt_member": "person-0293-job-086.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00021.tar", "reference_source_member": "person-0293-neutral.png", "reference_source_generated_utc": "2026-10-06T20:27:23.770169+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old man, white European-ancestry heritage, fair skin, light brown soft wavy hair swept to one side, a slim build, wearing a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a slim build", "character_id": "person-0293", "default_emotion": "neutral", "description": "The same reference identity in the museum curator outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0293-job-099", "job_id": "job-099", "job_key": "museum_curator", "job_outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "job_outfit_index": 10, "job_title_de": "Museumskurator/in", "job_title_en": "museum curator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "outfit_id": "person-0293-job-099", "outfit_style": "professional_creative_culture", "personality_id": "person-0293", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional museum curator outfit: a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0293-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00021.tar", "seed": 23805604, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:45:28.473110+00:00", "image_sha256": "f6c62c5549e759a9ee35dd44e715636a2070699f9c7fc3a1af9386b3e7e2978f", "reference_image_sha256": "daa626404867fd049caaf95ca7937f0283dda842173857212816a2f2ea5d92d9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 23805604, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44724423997104, "positive_text_encoding_seconds": 0.04012099979445338, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0293-job-099.png", "json_member": "person-0293-job-099.json", "prompt_member": "person-0293-job-099.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00021.tar", "reference_source_member": "person-0293-neutral.png", "reference_source_generated_utc": "2026-10-06T20:27:23.770169+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, Indigenous American heritage, warm tan skin, chestnut neatly cropped straight hair, a sturdy build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0294", "default_emotion": "neutral", "description": "The same reference identity in the nurse outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "chestnut neatly cropped straight hair", "id": "person-0294-job-003", "job_id": "job-003", "job_key": "nurse", "job_outfit": "a lavender clinical tunic over a white long-sleeved undershirt and navy scrub trousers, white shoes", "job_outfit_index": 1, "job_title_de": "Pflegefachkraft", "job_title_en": "nurse", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a lavender clinical tunic over a white long-sleeved undershirt and navy scrub trousers, white shoes", "outfit_id": "person-0294-job-003", "outfit_style": "professional_health", "personality_id": "person-0294", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional nurse outfit: a lavender clinical tunic over a white long-sleeved undershirt and navy scrub trousers, white shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0294-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00024.tar", "seed": 3401533315, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:45:28.735779+00:00", "image_sha256": "70fddee0f4a0719aa20b0a2cc4cec40e1f3ae0bde7077bf74be83ce4ee3bc682", "reference_image_sha256": "8dda23b6a846f827e69d8954544eee1074e3a0badeb5b71408517304e1d9a0e6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3401533315, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.31972944224253, "positive_text_encoding_seconds": 0.039855977054685354, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0294-job-003.png", "json_member": "person-0294-job-003.json", "prompt_member": "person-0294-job-003.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00024.tar", "reference_source_member": "person-0294-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:10.703974+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, Indigenous American heritage, warm tan skin, chestnut neatly cropped straight hair, a sturdy build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0294", "default_emotion": "neutral", "description": "The same reference identity in the security guard outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "chestnut neatly cropped straight hair", "id": "person-0294-job-014", "job_id": "job-014", "job_key": "security_guard", "job_outfit": "a charcoal security jacket with an unlettered white badge patch, navy trousers and black shoes, empty belt", "job_outfit_index": 2, "job_title_de": "Sicherheitskraft", "job_title_en": "security guard", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal security jacket with an unlettered white badge patch, navy trousers and black shoes, empty belt", "outfit_id": "person-0294-job-014", "outfit_style": "professional_emergency", "personality_id": "person-0294", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional security guard outfit: a charcoal security jacket with an unlettered white badge patch, navy trousers and black shoes, empty belt. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0294-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00024.tar", "seed": 730811767, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:45:28.784896+00:00", "image_sha256": "76d6deb254b05f10a2e2943db4fcad05dc096586bb8636eafeb70419801cbb59", "reference_image_sha256": "8dda23b6a846f827e69d8954544eee1074e3a0badeb5b71408517304e1d9a0e6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 730811767, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.2582349171862, "positive_text_encoding_seconds": 0.04049589717760682, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0294-job-014.png", "json_member": "person-0294-job-014.json", "prompt_member": "person-0294-job-014.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00024.tar", "reference_source_member": "person-0294-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:10.703974+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, Indigenous American heritage, warm tan skin, chestnut neatly cropped straight hair, a sturdy build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0294", "default_emotion": "neutral", "description": "The same reference identity in the butcher outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "chestnut neatly cropped straight hair", "id": "person-0294-job-024", "job_id": "job-024", "job_key": "butcher", "job_outfit": "a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes", "job_outfit_index": 3, "job_title_de": "Fleischer/in", "job_title_en": "butcher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes", "outfit_id": "person-0294-job-024", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0294", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional butcher outfit: a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0294-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00024.tar", "seed": 2493677656, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:45:53.129307+00:00", "image_sha256": "26cb28ee1a5accbedf1628c915d6b9ea412a6bfc1e75a5f1b419df5bcf1f9803", "reference_image_sha256": "8dda23b6a846f827e69d8954544eee1074e3a0badeb5b71408517304e1d9a0e6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2493677656, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.672702834010124, "positive_text_encoding_seconds": 0.0399195603094995, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00001.tar", "image_member": "person-0294-job-024.png", "json_member": "person-0294-job-024.json", "prompt_member": "person-0294-job-024.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00024.tar", "reference_source_member": "person-0294-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:10.703974+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, Indigenous American heritage, warm tan skin, chestnut neatly cropped straight hair, a sturdy build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0294", "default_emotion": "neutral", "description": "The same reference identity in the painter outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "chestnut neatly cropped straight hair", "id": "person-0294-job-035", "job_id": "job-035", "job_key": "painter", "job_outfit": "clean white painter overalls over a lavender long-sleeved shirt, dark work shoes, no paint stains", "job_outfit_index": 4, "job_title_de": "Maler/in", "job_title_en": "painter", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "clean white painter overalls over a lavender long-sleeved shirt, dark work shoes, no paint stains", "outfit_id": "person-0294-job-035", "outfit_style": "professional_construction", "personality_id": "person-0294", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional painter outfit: clean white painter overalls over a lavender long-sleeved shirt, dark work shoes, no paint stains. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0294-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00024.tar", "seed": 3718285626, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:45:54.259475+00:00", "image_sha256": "28f40e06ec96118ab2cab71ea5778a2075e9aee3a8aeb0a6621f52c0be3dd7f7", "reference_image_sha256": "8dda23b6a846f827e69d8954544eee1074e3a0badeb5b71408517304e1d9a0e6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3718285626, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58750454289839, "positive_text_encoding_seconds": 0.03975653927773237, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00001.tar", "image_member": "person-0294-job-035.png", "json_member": "person-0294-job-035.json", "prompt_member": "person-0294-job-035.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00024.tar", "reference_source_member": "person-0294-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:10.703974+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, Indigenous American heritage, warm tan skin, chestnut neatly cropped straight hair, a sturdy build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0294", "default_emotion": "neutral", "description": "The same reference identity in the sanitation worker outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "chestnut neatly cropped straight hair", "id": "person-0294-job-049", "job_id": "job-049", "job_key": "sanitation_worker", "job_outfit": "a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots", "job_outfit_index": 5, "job_title_de": "Abfallwirtschaftskraft", "job_title_en": "sanitation worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots", "outfit_id": "person-0294-job-049", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0294", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional sanitation worker outfit: a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0294-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00024.tar", "seed": 1299251377, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:45:56.599436+00:00", "image_sha256": "778629b772ee65dc69fb54a665d6168485aa40cd3f3664dd3b02a37af5ba5169", "reference_image_sha256": "8dda23b6a846f827e69d8954544eee1074e3a0badeb5b71408517304e1d9a0e6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1299251377, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.87725318875164, "positive_text_encoding_seconds": 0.04014300089329481, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00001.tar", "image_member": "person-0294-job-049.png", "json_member": "person-0294-job-049.json", "prompt_member": "person-0294-job-049.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00024.tar", "reference_source_member": "person-0294-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:10.703974+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, Indigenous American heritage, warm tan skin, chestnut neatly cropped straight hair, a sturdy build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0294", "default_emotion": "neutral", "description": "The same reference identity in the airline pilot outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "chestnut neatly cropped straight hair", "id": "person-0294-job-056", "job_id": "job-056", "job_key": "airline_pilot", "job_outfit": "a navy double-breasted pilot jacket with plain gold sleeve bands over a white shirt, navy trousers and black shoes, no hat", "job_outfit_index": 6, "job_title_de": "Linienpilot/in", "job_title_en": "airline pilot", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy double-breasted pilot jacket with plain gold sleeve bands over a white shirt, navy trousers and black shoes, no hat", "outfit_id": "person-0294-job-056", "outfit_style": "professional_civic_transport", "personality_id": "person-0294", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional airline pilot outfit: a navy double-breasted pilot jacket with plain gold sleeve bands over a white shirt, navy trousers and black shoes, no hat. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0294-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00024.tar", "seed": 93177438, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:45:59.530396+00:00", "image_sha256": "568807f8240a4ad6c4ba0b70f76e254daa207975189a129ec086e138e6ab3fe7", "reference_image_sha256": "8dda23b6a846f827e69d8954544eee1074e3a0badeb5b71408517304e1d9a0e6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 93177438, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88256527017802, "positive_text_encoding_seconds": 0.039443536661565304, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00001.tar", "image_member": "person-0294-job-056.png", "json_member": "person-0294-job-056.json", "prompt_member": "person-0294-job-056.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00024.tar", "reference_source_member": "person-0294-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:10.703974+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, Indigenous American heritage, warm tan skin, chestnut neatly cropped straight hair, a sturdy build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0294", "default_emotion": "neutral", "description": "The same reference identity in the judge outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "chestnut neatly cropped straight hair", "id": "person-0294-job-067", "job_id": "job-067", "job_key": "judge", "job_outfit": "an opaque full-length black judicial robe with a plain cream collar over full formal clothing, black shoes", "job_outfit_index": 7, "job_title_de": "Richter/in", "job_title_en": "judge", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an opaque full-length black judicial robe with a plain cream collar over full formal clothing, black shoes", "outfit_id": "person-0294-job-067", "outfit_style": "professional_office_finance", "personality_id": "person-0294", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional judge outfit: an opaque full-length black judicial robe with a plain cream collar over full formal clothing, black shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0294-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00024.tar", "seed": 754772641, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:46:02.248058+00:00", "image_sha256": "62bf8e63d4d94b0234f44928a442c773bfa16f150d804f96871b98030c08e6d3", "reference_image_sha256": "8dda23b6a846f827e69d8954544eee1074e3a0badeb5b71408517304e1d9a0e6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 754772641, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93409999972209, "positive_text_encoding_seconds": 0.03946742694824934, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00001.tar", "image_member": "person-0294-job-067.png", "json_member": "person-0294-job-067.json", "prompt_member": "person-0294-job-067.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00024.tar", "reference_source_member": "person-0294-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:10.703974+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, Indigenous American heritage, warm tan skin, chestnut neatly cropped straight hair, a sturdy build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0294", "default_emotion": "neutral", "description": "The same reference identity in the marine biologist outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "chestnut neatly cropped straight hair", "id": "person-0294-job-080", "job_id": "job-080", "job_key": "marine_biologist", "job_outfit": "a navy field jacket over a pale blue closed shirt, tan utility trousers and sturdy brown shoes", "job_outfit_index": 8, "job_title_de": "Meeresbiologe/Meeresbiologin", "job_title_en": "marine biologist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy field jacket over a pale blue closed shirt, tan utility trousers and sturdy brown shoes", "outfit_id": "person-0294-job-080", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0294", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional marine biologist outfit: a navy field jacket over a pale blue closed shirt, tan utility trousers and sturdy brown shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0294-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00024.tar", "seed": 4294341864, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:46:09.141607+00:00", "image_sha256": "a4fe7edb3e765628d1b1b9369d38c8bb9708da3c2f8b964467e0efc51f7e7219", "reference_image_sha256": "8dda23b6a846f827e69d8954544eee1074e3a0badeb5b71408517304e1d9a0e6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4294341864, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45249496400356, "positive_text_encoding_seconds": 0.04006059281527996, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0294-job-080.png", "json_member": "person-0294-job-080.json", "prompt_member": "person-0294-job-080.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00024.tar", "reference_source_member": "person-0294-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:10.703974+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, Indigenous American heritage, warm tan skin, chestnut neatly cropped straight hair, a sturdy build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0294", "default_emotion": "neutral", "description": "The same reference identity in the journalist outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "chestnut neatly cropped straight hair", "id": "person-0294-job-089", "job_id": "job-089", "job_key": "journalist", "job_outfit": "a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes", "job_outfit_index": 9, "job_title_de": "Journalist/in", "job_title_en": "journalist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes", "outfit_id": "person-0294-job-089", "outfit_style": "professional_science_education", "personality_id": "person-0294", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional journalist outfit: a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0294-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00024.tar", "seed": 1560333719, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:46:09.239325+00:00", "image_sha256": "f9374083a58aac01144bcdbc91216249c9e04d499792977e85abe3e8aa2da29a", "reference_image_sha256": "8dda23b6a846f827e69d8954544eee1074e3a0badeb5b71408517304e1d9a0e6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1560333719, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.33025864092633, "positive_text_encoding_seconds": 0.03993815882131457, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00001.tar", "image_member": "person-0294-job-089.png", "json_member": "person-0294-job-089.json", "prompt_member": "person-0294-job-089.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00024.tar", "reference_source_member": "person-0294-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:10.703974+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old man, Indigenous American heritage, warm tan skin, chestnut neatly cropped straight hair, a sturdy build, wearing a navy sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0294", "default_emotion": "neutral", "description": "The same reference identity in the hairdresser outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "male", "hair": "chestnut neatly cropped straight hair", "id": "person-0294-job-092", "job_id": "job-092", "job_key": "hairdresser", "job_outfit": "a black salon tunic over a cream long-sleeved undershirt, black full-length trousers and dark shoes", "job_outfit_index": 10, "job_title_de": "Friseur/in", "job_title_en": "hairdresser", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a black salon tunic over a cream long-sleeved undershirt, black full-length trousers and dark shoes", "outfit_id": "person-0294-job-092", "outfit_style": "professional_creative_culture", "personality_id": "person-0294", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional hairdresser outfit: a black salon tunic over a cream long-sleeved undershirt, black full-length trousers and dark shoes. Keep the exact face, warm tan skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0294-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00024.tar", "seed": 1439020817, "skin_tone": "warm tan", "schema_version": "1.0", "generated_utc": "2026-10-07T09:46:09.219033+00:00", "image_sha256": "d4d53b5b413d133d127aba1f97fd9e43373a207d8d87eef72abef34fd1397dfa", "reference_image_sha256": "8dda23b6a846f827e69d8954544eee1074e3a0badeb5b71408517304e1d9a0e6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1439020817, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.25764197995886, "positive_text_encoding_seconds": 0.0401897206902504, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00001.tar", "image_member": "person-0294-job-092.png", "json_member": "person-0294-job-092.json", "prompt_member": "person-0294-job-092.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00024.tar", "reference_source_member": "person-0294-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:10.703974+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, auburn close-cropped textured hair, a slim build, wearing a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0295", "default_emotion": "neutral", "description": "The same reference identity in the dentist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn close-cropped textured hair", "id": "person-0295-job-006", "job_id": "job-006", "job_key": "dentist", "job_outfit": "a white dental tunic over a pale blue long-sleeved undershirt and navy trousers, white shoes, no mask", "job_outfit_index": 1, "job_title_de": "Zahnarzt/Zahnärztin", "job_title_en": "dentist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white dental tunic over a pale blue long-sleeved undershirt and navy trousers, white shoes, no mask", "outfit_id": "person-0295-job-006", "outfit_style": "professional_health", "personality_id": "person-0295", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional dentist outfit: a white dental tunic over a pale blue long-sleeved undershirt and navy trousers, white shoes, no mask. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0295-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00026.tar", "seed": 2298209423, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:46:33.344974+00:00", "image_sha256": "702eebefd95ab7b279d6769c00e0a253a3d64df7d47755ed5cc5d6462c7ab459", "reference_image_sha256": "17dbfa838b2a0c4e9ade6662b566e151debe8fd68a423b64b50f2d1b41cd03f4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2298209423, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.64656329806894, "positive_text_encoding_seconds": 0.04028814425691962, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0295-job-006.png", "json_member": "person-0295-job-006.json", "prompt_member": "person-0295-job-006.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00026.tar", "reference_source_member": "person-0295-neutral.png", "reference_source_generated_utc": "2026-10-06T21:02:57.691319+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0010867343517020345, "efficientnet_nsfw": 0.12639394402503967, "efficientnet_classes": {"drawing": 0.7426533699035645, "hentai": 0.06788346916437149, "neutral": 0.1309526264667511, "porn": 0.029539193958044052, "sexy": 0.028971286490559578}}, "foreground": {"clip_nsfw": 0.000867638154886663, "efficientnet_nsfw": 0.19126981496810913, "efficientnet_classes": {"drawing": 0.7417631149291992, "hentai": 0.14324621856212616, "neutral": 0.06696704775094986, "porn": 0.01998244784772396, "sexy": 0.028041156008839607}}}, "max_score": 0.19126981496810913, "id": "person-0295-job-006", "attempt": 0, "utc": "2026-10-07T09:46:33.096513+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "702eebefd95ab7b279d6769c00e0a253a3d64df7d47755ed5cc5d6462c7ab459"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, auburn close-cropped textured hair, a slim build, wearing a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0295", "default_emotion": "neutral", "description": "The same reference identity in the police officer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn close-cropped textured hair", "id": "person-0295-job-012", "job_id": "job-012", "job_key": "police_officer", "job_outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "job_outfit_index": 2, "job_title_de": "Polizeikraft", "job_title_en": "police officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "outfit_id": "person-0295-job-012", "outfit_style": "professional_emergency", "personality_id": "person-0295", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional police officer outfit: a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0295-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00026.tar", "seed": 3314504309, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:46:34.417922+00:00", "image_sha256": "56b4de8e06c7d2946487276a3dcd2123d98de429dcd8bc0acf7dd3308dc767c3", "reference_image_sha256": "17dbfa838b2a0c4e9ade6662b566e151debe8fd68a423b64b50f2d1b41cd03f4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3314504309, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58318751491606, "positive_text_encoding_seconds": 0.040082835126668215, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0295-job-012.png", "json_member": "person-0295-job-012.json", "prompt_member": "person-0295-job-012.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00026.tar", "reference_source_member": "person-0295-neutral.png", "reference_source_generated_utc": "2026-10-06T21:02:57.691319+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0006272281752899289, "efficientnet_nsfw": 0.07967305183410645, "efficientnet_classes": {"drawing": 0.683201253414154, "hentai": 0.036543142050504684, "neutral": 0.23712575435638428, "porn": 0.02207101695239544, "sexy": 0.02105889469385147}}, "foreground": {"clip_nsfw": 0.0004622397245839238, "efficientnet_nsfw": 0.08619379252195358, "efficientnet_classes": {"drawing": 0.7265154123306274, "hentai": 0.040491774678230286, "neutral": 0.1872907429933548, "porn": 0.020514456555247307, "sexy": 0.02518756128847599}}}, "max_score": 0.08619379252195358, "id": "person-0295-job-012", "attempt": 0, "utc": "2026-10-07T09:46:34.158250+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "56b4de8e06c7d2946487276a3dcd2123d98de429dcd8bc0acf7dd3308dc767c3"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, auburn close-cropped textured hair, a slim build, wearing a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0295", "default_emotion": "neutral", "description": "The same reference identity in the fishmonger outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn close-cropped textured hair", "id": "person-0295-job-025", "job_id": "job-025", "job_key": "fishmonger", "job_outfit": "a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots", "job_outfit_index": 3, "job_title_de": "Fischhändler/in", "job_title_en": "fishmonger", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots", "outfit_id": "person-0295-job-025", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0295", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional fishmonger outfit: a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0295-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00026.tar", "seed": 1063778496, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:46:37.044508+00:00", "image_sha256": "c4511ab76868d4b3c30e35b72fc0e9624b17a9d49057b312071abc20dd4aef0a", "reference_image_sha256": "17dbfa838b2a0c4e9ade6662b566e151debe8fd68a423b64b50f2d1b41cd03f4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1063778496, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.874258000869304, "positive_text_encoding_seconds": 0.04004401387646794, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0295-job-025.png", "json_member": "person-0295-job-025.json", "prompt_member": "person-0295-job-025.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00026.tar", "reference_source_member": "person-0295-neutral.png", "reference_source_generated_utc": "2026-10-06T21:02:57.691319+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0026232609525322914, "efficientnet_nsfw": 0.050954073667526245, "efficientnet_classes": {"drawing": 0.8233625888824463, "hentai": 0.01946391724050045, "neutral": 0.12568336725234985, "porn": 0.015940047800540924, "sexy": 0.015550106763839722}}, "foreground": {"clip_nsfw": 0.000736444431822747, "efficientnet_nsfw": 0.08046448230743408, "efficientnet_classes": {"drawing": 0.7585324645042419, "hentai": 0.0332978293299675, "neutral": 0.16100312769412994, "porn": 0.018654989078640938, "sexy": 0.028511667624115944}}}, "max_score": 0.08046448230743408, "id": "person-0295-job-025", "attempt": 0, "utc": "2026-10-07T09:46:36.790499+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "c4511ab76868d4b3c30e35b72fc0e9624b17a9d49057b312071abc20dd4aef0a"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, auburn close-cropped textured hair, a slim build, wearing a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0295", "default_emotion": "neutral", "description": "The same reference identity in the locksmith outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn close-cropped textured hair", "id": "person-0295-job-039", "job_id": "job-039", "job_key": "locksmith", "job_outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "job_outfit_index": 4, "job_title_de": "Schlosser/in", "job_title_en": "locksmith", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "outfit_id": "person-0295-job-039", "outfit_style": "professional_construction", "personality_id": "person-0295", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional locksmith outfit: a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0295-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00026.tar", "seed": 3369356384, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:46:40.014911+00:00", "image_sha256": "43d93736bd5a12e4de00d889e3f7ba5497ebbfdaf82cfef4b7ecabea2278ca4f", "reference_image_sha256": "17dbfa838b2a0c4e9ade6662b566e151debe8fd68a423b64b50f2d1b41cd03f4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3369356384, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88084720028564, "positive_text_encoding_seconds": 0.039425648748874664, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0295-job-039.png", "json_member": "person-0295-job-039.json", "prompt_member": "person-0295-job-039.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00026.tar", "reference_source_member": "person-0295-neutral.png", "reference_source_generated_utc": "2026-10-06T21:02:57.691319+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0004138029180467129, "efficientnet_nsfw": 0.06985518336296082, "efficientnet_classes": {"drawing": 0.798533022403717, "hentai": 0.026508279144763947, "neutral": 0.1316116899251938, "porn": 0.024527860805392265, "sexy": 0.018819045275449753}}, "foreground": {"clip_nsfw": 0.00022482564963866025, "efficientnet_nsfw": 0.08115676790475845, "efficientnet_classes": {"drawing": 0.7984216809272766, "hentai": 0.03904886916279793, "neutral": 0.12042145431041718, "porn": 0.02163865976035595, "sexy": 0.020469240844249725}}}, "max_score": 0.08115676790475845, "id": "person-0295-job-039", "attempt": 0, "utc": "2026-10-07T09:46:39.757744+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "43d93736bd5a12e4de00d889e3f7ba5497ebbfdaf82cfef4b7ecabea2278ca4f"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, auburn close-cropped textured hair, a slim build, wearing a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0295", "default_emotion": "neutral", "description": "The same reference identity in the welder outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn close-cropped textured hair", "id": "person-0295-job-042", "job_id": "job-042", "job_key": "welder", "job_outfit": "a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet", "job_outfit_index": 5, "job_title_de": "Schweißer/in", "job_title_en": "welder", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet", "outfit_id": "person-0295-job-042", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0295", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional welder outfit: a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0295-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00026.tar", "seed": 2121983479, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:46:42.801071+00:00", "image_sha256": "38b1a1bf9a298cb76d0d92e14f4f0173aaf8180a4d381d900a89545e3f9bc1d4", "reference_image_sha256": "17dbfa838b2a0c4e9ade6662b566e151debe8fd68a423b64b50f2d1b41cd03f4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2121983479, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.936450571753085, "positive_text_encoding_seconds": 0.03949408093467355, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0295-job-042.png", "json_member": "person-0295-job-042.json", "prompt_member": "person-0295-job-042.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00026.tar", "reference_source_member": "person-0295-neutral.png", "reference_source_generated_utc": "2026-10-06T21:02:57.691319+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0007655129302293062, "efficientnet_nsfw": 0.06733358651399612, "efficientnet_classes": {"drawing": 0.7684850692749023, "hentai": 0.022267235442996025, "neutral": 0.16418129205703735, "porn": 0.018069608137011528, "sexy": 0.02699674479663372}}, "foreground": {"clip_nsfw": 0.00043193402234464884, "efficientnet_nsfw": 0.07745520025491714, "efficientnet_classes": {"drawing": 0.5930922627449036, "hentai": 0.03099309280514717, "neutral": 0.3294524848461151, "porn": 0.01702241227030754, "sexy": 0.029439697042107582}}}, "max_score": 0.07745520025491714, "id": "person-0295-job-042", "attempt": 0, "utc": "2026-10-07T09:46:42.546832+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "38b1a1bf9a298cb76d0d92e14f4f0173aaf8180a4d381d900a89545e3f9bc1d4"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, auburn close-cropped textured hair, a slim build, wearing a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0295", "default_emotion": "neutral", "description": "The same reference identity in the municipal maintenance worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn close-cropped textured hair", "id": "person-0295-job-057", "job_id": "job-057", "job_key": "municipal_maintenance", "job_outfit": "an orange reflective waistcoat over a burgundy work jacket, charcoal trousers and safety boots", "job_outfit_index": 6, "job_title_de": "Kommunale Instandhaltungskraft", "job_title_en": "municipal maintenance worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective waistcoat over a burgundy work jacket, charcoal trousers and safety boots", "outfit_id": "person-0295-job-057", "outfit_style": "professional_civic_transport", "personality_id": "person-0295", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional municipal maintenance worker outfit: an orange reflective waistcoat over a burgundy work jacket, charcoal trousers and safety boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0295-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00026.tar", "seed": 3328494827, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:46:50.177929+00:00", "image_sha256": "dea0d452757c6fd676db90a485ff83bd49e83216945feaf0c4427c425f83af0b", "reference_image_sha256": "17dbfa838b2a0c4e9ade6662b566e151debe8fd68a423b64b50f2d1b41cd03f4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3328494827, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.441831276752055, "positive_text_encoding_seconds": 0.039815097115933895, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0295-job-057.png", "json_member": "person-0295-job-057.json", "prompt_member": "person-0295-job-057.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00026.tar", "reference_source_member": "person-0295-neutral.png", "reference_source_generated_utc": "2026-10-06T21:02:57.691319+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0005743899382650852, "efficientnet_nsfw": 0.0772918239235878, "efficientnet_classes": {"drawing": 0.8369595408439636, "hentai": 0.03463657945394516, "neutral": 0.0857485830783844, "porn": 0.025843074545264244, "sexy": 0.016812168061733246}}, "foreground": {"clip_nsfw": 0.0006318538216874003, "efficientnet_nsfw": 0.10077247023582458, "efficientnet_classes": {"drawing": 0.7955103516578674, "hentai": 0.0562012679874897, "neutral": 0.1037171483039856, "porn": 0.023745587095618248, "sexy": 0.020825613290071487}}}, "max_score": 0.10077247023582458, "id": "person-0295-job-057", "attempt": 0, "utc": "2026-10-07T09:46:49.889603+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "dea0d452757c6fd676db90a485ff83bd49e83216945feaf0c4427c425f83af0b"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, auburn close-cropped textured hair, a slim build, wearing a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0295", "default_emotion": "neutral", "description": "The same reference identity in the insurance agent outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn close-cropped textured hair", "id": "person-0295-job-064", "job_id": "job-064", "job_key": "insurance_agent", "job_outfit": "a burgundy business blazer over a cream closed shirt, charcoal trousers and polished black shoes", "job_outfit_index": 7, "job_title_de": "Versicherungsberater/in", "job_title_en": "insurance agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy business blazer over a cream closed shirt, charcoal trousers and polished black shoes", "outfit_id": "person-0295-job-064", "outfit_style": "professional_office_finance", "personality_id": "person-0295", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional insurance agent outfit: a burgundy business blazer over a cream closed shirt, charcoal trousers and polished black shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0295-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00026.tar", "seed": 917949354, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:46:50.053221+00:00", "image_sha256": "304f83e1284d245ae56844b77e6233f38923f1a7d614fcfbadada1fdce36b2e6", "reference_image_sha256": "17dbfa838b2a0c4e9ade6662b566e151debe8fd68a423b64b50f2d1b41cd03f4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 917949354, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.25259353686124, "positive_text_encoding_seconds": 0.04000991303473711, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0295-job-064.png", "json_member": "person-0295-job-064.json", "prompt_member": "person-0295-job-064.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00026.tar", "reference_source_member": "person-0295-neutral.png", "reference_source_generated_utc": "2026-10-06T21:02:57.691319+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0003528716624714434, "efficientnet_nsfw": 0.09493496268987656, "efficientnet_classes": {"drawing": 0.8345152139663696, "hentai": 0.05469181016087532, "neutral": 0.0705498680472374, "porn": 0.02248351462185383, "sexy": 0.01775963418185711}}, "foreground": {"clip_nsfw": 0.0001643156138015911, "efficientnet_nsfw": 0.11888585984706879, "efficientnet_classes": {"drawing": 0.8229451179504395, "hentai": 0.07666461914777756, "neutral": 0.05816904082894325, "porn": 0.019363438710570335, "sexy": 0.022857796400785446}}}, "max_score": 0.11888585984706879, "id": "person-0295-job-064", "attempt": 0, "utc": "2026-10-07T09:46:49.793892+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "304f83e1284d245ae56844b77e6233f38923f1a7d614fcfbadada1fdce36b2e6"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, auburn close-cropped textured hair, a slim build, wearing a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0295", "default_emotion": "neutral", "description": "The same reference identity in the landscape contractor outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn close-cropped textured hair", "id": "person-0295-job-077", "job_id": "job-077", "job_key": "landscaper", "job_outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "job_outfit_index": 8, "job_title_de": "Landschaftsgärtner/in", "job_title_en": "landscape contractor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "outfit_id": "person-0295-job-077", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0295", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional landscape contractor outfit: a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0295-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00026.tar", "seed": 3442220756, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:46:50.315041+00:00", "image_sha256": "d7b64c59e26a47dcada6fbab010dff333778d2dfab4af847134f56200f6bb6a4", "reference_image_sha256": "17dbfa838b2a0c4e9ade6662b566e151debe8fd68a423b64b50f2d1b41cd03f4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3442220756, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.32662181230262, "positive_text_encoding_seconds": 0.04058715421706438, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0295-job-077.png", "json_member": "person-0295-job-077.json", "prompt_member": "person-0295-job-077.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00026.tar", "reference_source_member": "person-0295-neutral.png", "reference_source_generated_utc": "2026-10-06T21:02:57.691319+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0008229742525145411, "efficientnet_nsfw": 0.08056897670030594, "efficientnet_classes": {"drawing": 0.776106059551239, "hentai": 0.032293256372213364, "neutral": 0.14332492649555206, "porn": 0.022571180015802383, "sexy": 0.02570454217493534}}, "foreground": {"clip_nsfw": 0.0005080562550574541, "efficientnet_nsfw": 0.1173878163099289, "efficientnet_classes": {"drawing": 0.7615490555763245, "hentai": 0.06729643791913986, "neutral": 0.12106318771839142, "porn": 0.022436995059251785, "sexy": 0.027654381468892097}}}, "max_score": 0.1173878163099289, "id": "person-0295-job-077", "attempt": 0, "utc": "2026-10-07T09:46:49.914800+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "d7b64c59e26a47dcada6fbab010dff333778d2dfab4af847134f56200f6bb6a4"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, auburn close-cropped textured hair, a slim build, wearing a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0295", "default_emotion": "neutral", "description": "The same reference identity in the astronomer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn close-cropped textured hair", "id": "person-0295-job-084", "job_id": "job-084", "job_key": "astronomer", "job_outfit": "a navy observatory fleece jacket over a cream closed shirt, charcoal trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Astronom/in", "job_title_en": "astronomer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy observatory fleece jacket over a cream closed shirt, charcoal trousers and brown shoes", "outfit_id": "person-0295-job-084", "outfit_style": "professional_science_education", "personality_id": "person-0295", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional astronomer outfit: a navy observatory fleece jacket over a cream closed shirt, charcoal trousers and brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0295-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00026.tar", "seed": 2757550211, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:47:13.552552+00:00", "image_sha256": "2acd1f617db7cc7de567efea8663663f0bbabdfbd118494dffb4760b6cb78022", "reference_image_sha256": "17dbfa838b2a0c4e9ade6662b566e151debe8fd68a423b64b50f2d1b41cd03f4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2757550211, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.66825708281249, "positive_text_encoding_seconds": 0.0399041473865509, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0295-job-084.png", "json_member": "person-0295-job-084.json", "prompt_member": "person-0295-job-084.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00026.tar", "reference_source_member": "person-0295-neutral.png", "reference_source_generated_utc": "2026-10-06T21:02:57.691319+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0007138045621104538, "efficientnet_nsfw": 0.0731726810336113, "efficientnet_classes": {"drawing": 0.8780785799026489, "hentai": 0.04320022463798523, "neutral": 0.04874866455793381, "porn": 0.015261445194482803, "sexy": 0.014711009338498116}}, "foreground": {"clip_nsfw": 0.0006463825702667236, "efficientnet_nsfw": 0.08488621562719345, "efficientnet_classes": {"drawing": 0.8321211934089661, "hentai": 0.04787003621459007, "neutral": 0.08299250900745392, "porn": 0.015058650635182858, "sexy": 0.021957533434033394}}}, "max_score": 0.08488621562719345, "id": "person-0295-job-084", "attempt": 0, "utc": "2026-10-07T09:47:13.296950+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "2acd1f617db7cc7de567efea8663663f0bbabdfbd118494dffb4760b6cb78022"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, auburn close-cropped textured hair, a slim build, wearing a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a slim build", "character_id": "person-0295", "default_emotion": "neutral", "description": "The same reference identity in the music teacher outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn close-cropped textured hair", "id": "person-0295-job-100", "job_id": "job-100", "job_key": "music_teacher", "job_outfit": "a brown cardigan over a white closed shirt, charcoal tailored trousers and brown shoes", "job_outfit_index": 10, "job_title_de": "Musiklehrer/in", "job_title_en": "music teacher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown cardigan over a white closed shirt, charcoal tailored trousers and brown shoes", "outfit_id": "person-0295-job-100", "outfit_style": "professional_creative_culture", "personality_id": "person-0295", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional music teacher outfit: a brown cardigan over a white closed shirt, charcoal tailored trousers and brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0295-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00026.tar", "seed": 1063134618, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:47:14.525229+00:00", "image_sha256": "a024e5b307858915aecee39563fd1068666321494fa97bc663b608c6b2e6ec7f", "reference_image_sha256": "17dbfa838b2a0c4e9ade6662b566e151debe8fd68a423b64b50f2d1b41cd03f4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1063134618, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57775996206328, "positive_text_encoding_seconds": 0.0398886320181191, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0295-job-100.png", "json_member": "person-0295-job-100.json", "prompt_member": "person-0295-job-100.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00026.tar", "reference_source_member": "person-0295-neutral.png", "reference_source_generated_utc": "2026-10-06T21:02:57.691319+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.00045042182318866253, "efficientnet_nsfw": 0.08119054138660431, "efficientnet_classes": {"drawing": 0.8540192246437073, "hentai": 0.03216932713985443, "neutral": 0.06479029357433319, "porn": 0.022142915055155754, "sexy": 0.026878295466303825}}, "foreground": {"clip_nsfw": 0.00036452998756431043, "efficientnet_nsfw": 0.11533797532320023, "efficientnet_classes": {"drawing": 0.7973028421401978, "hentai": 0.06340327858924866, "neutral": 0.08735930174589157, "porn": 0.023277953267097473, "sexy": 0.028656745329499245}}}, "max_score": 0.11533797532320023, "id": "person-0295-job-100", "attempt": 0, "utc": "2026-10-07T09:47:14.274284+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "a024e5b307858915aecee39563fd1068666321494fa97bc663b608c6b2e6ec7f"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown short naturally curly hair, an average build, wearing a soft lavender knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0296", "default_emotion": "neutral", "description": "The same reference identity in the physiotherapist outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0296-job-009", "job_id": "job-009", "job_key": "physiotherapist", "job_outfit": "a pale blue professional polo over white long sleeves, navy straight trousers and supportive white shoes", "job_outfit_index": 1, "job_title_de": "Physiotherapeut/in", "job_title_en": "physiotherapist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a pale blue professional polo over white long sleeves, navy straight trousers and supportive white shoes", "outfit_id": "person-0296-job-009", "outfit_style": "professional_health", "personality_id": "person-0296", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional physiotherapist outfit: a pale blue professional polo over white long sleeves, navy straight trousers and supportive white shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0296-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00027.tar", "seed": 3056932317, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:47:17.130010+00:00", "image_sha256": "16cf1f9508021c0b6a9ea277071d294d2bb37a91888612eece974e2b37404b3a", "reference_image_sha256": "68d5f3519e4463b9fae95ac37758f8804edd552aca195858f4f0c0152d93d069", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3056932317, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.87660419102758, "positive_text_encoding_seconds": 0.039658691734075546, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0296-job-009.png", "json_member": "person-0296-job-009.json", "prompt_member": "person-0296-job-009.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00027.tar", "reference_source_member": "person-0296-neutral.png", "reference_source_generated_utc": "2026-10-06T21:21:50.203371+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown short naturally curly hair, an average build, wearing a soft lavender knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0296", "default_emotion": "neutral", "description": "The same reference identity in the search and rescue worker outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0296-job-017", "job_id": "job-017", "job_key": "search_rescue", "job_outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "job_outfit_index": 2, "job_title_de": "Bergungs- und Suchrettungskraft", "job_title_en": "search and rescue worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "outfit_id": "person-0296-job-017", "outfit_style": "professional_emergency", "personality_id": "person-0296", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional search and rescue worker outfit: an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0296-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00027.tar", "seed": 2748729488, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:47:20.106459+00:00", "image_sha256": "9e85572862b67d9a34fd95cdd04ed2ee5b4f8f77e29ae6357a2dc416b1036492", "reference_image_sha256": "68d5f3519e4463b9fae95ac37758f8804edd552aca195858f4f0c0152d93d069", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2748729488, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.87940466403961, "positive_text_encoding_seconds": 0.039801324252039194, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0296-job-017.png", "json_member": "person-0296-job-017.json", "prompt_member": "person-0296-job-017.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00027.tar", "reference_source_member": "person-0296-neutral.png", "reference_source_generated_utc": "2026-10-06T21:21:50.203371+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown short naturally curly hair, an average build, wearing a soft lavender knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0296", "default_emotion": "neutral", "description": "The same reference identity in the hotel receptionist outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0296-job-030", "job_id": "job-030", "job_key": "hotel_receptionist", "job_outfit": "a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge", "job_outfit_index": 3, "job_title_de": "Hotel-Rezeptionist/in", "job_title_en": "hotel receptionist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge", "outfit_id": "person-0296-job-030", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0296", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional hotel receptionist outfit: a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0296-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00027.tar", "seed": 1311209488, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:47:22.931050+00:00", "image_sha256": "f91490d691faebacf0d7421717c7027fc14a060a8d8cd67000519eb1ba44df5e", "reference_image_sha256": "68d5f3519e4463b9fae95ac37758f8804edd552aca195858f4f0c0152d93d069", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1311209488, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.9203503257595, "positive_text_encoding_seconds": 0.03990365378558636, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0296-job-030.png", "json_member": "person-0296-job-030.json", "prompt_member": "person-0296-job-030.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00027.tar", "reference_source_member": "person-0296-neutral.png", "reference_source_generated_utc": "2026-10-06T21:21:50.203371+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown short naturally curly hair, an average build, wearing a soft lavender knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0296", "default_emotion": "neutral", "description": "The same reference identity in the electrician outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0296-job-031", "job_id": "job-031", "job_key": "electrician", "job_outfit": "a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots", "job_outfit_index": 4, "job_title_de": "Elektriker/in", "job_title_en": "electrician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots", "outfit_id": "person-0296-job-031", "outfit_style": "professional_construction", "personality_id": "person-0296", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional electrician outfit: a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0296-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00027.tar", "seed": 3420840594, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:47:30.509366+00:00", "image_sha256": "475e9157038ab1b636c008fd1c8e07b8f8e68d321709f2a714f6f6182f68c921", "reference_image_sha256": "68d5f3519e4463b9fae95ac37758f8804edd552aca195858f4f0c0152d93d069", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3420840594, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.25193125428632, "positive_text_encoding_seconds": 0.040382024366408587, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0296-job-031.png", "json_member": "person-0296-job-031.json", "prompt_member": "person-0296-job-031.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00027.tar", "reference_source_member": "person-0296-neutral.png", "reference_source_generated_utc": "2026-10-06T21:21:50.203371+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown short naturally curly hair, an average build, wearing a soft lavender knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0296", "default_emotion": "neutral", "description": "The same reference identity in the truck driver outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0296-job-047", "job_id": "job-047", "job_key": "truck_driver", "job_outfit": "a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots", "job_outfit_index": 5, "job_title_de": "Lkw-Fahrer/in", "job_title_en": "truck driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots", "outfit_id": "person-0296-job-047", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0296", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional truck driver outfit: a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0296-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00027.tar", "seed": 3790537843, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:47:30.830658+00:00", "image_sha256": "25716e6fde3ea6f003578bb63fdbeeb1bf826b7dd6de7bebf933ab3991305f57", "reference_image_sha256": "68d5f3519e4463b9fae95ac37758f8804edd552aca195858f4f0c0152d93d069", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3790537843, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.43683129316196, "positive_text_encoding_seconds": 0.04034598683938384, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0296-job-047.png", "json_member": "person-0296-job-047.json", "prompt_member": "person-0296-job-047.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00027.tar", "reference_source_member": "person-0296-neutral.png", "reference_source_generated_utc": "2026-10-06T21:21:50.203371+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown short naturally curly hair, an average build, wearing a soft lavender knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0296", "default_emotion": "neutral", "description": "The same reference identity in the postal worker outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0296-job-051", "job_id": "job-051", "job_key": "postal_worker", "job_outfit": "a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes", "job_outfit_index": 6, "job_title_de": "Postzusteller/in", "job_title_en": "postal worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes", "outfit_id": "person-0296-job-051", "outfit_style": "professional_civic_transport", "personality_id": "person-0296", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional postal worker outfit: a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0296-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00027.tar", "seed": 767340131, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:47:31.009064+00:00", "image_sha256": "5dbddd05fd390badcae826202d5b0cae49d45e5f1dfe443e0f6b9a201c1aafc8", "reference_image_sha256": "68d5f3519e4463b9fae95ac37758f8804edd552aca195858f4f0c0152d93d069", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 767340131, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.47823015972972, "positive_text_encoding_seconds": 0.040043262764811516, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0296-job-051.png", "json_member": "person-0296-job-051.json", "prompt_member": "person-0296-job-051.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00027.tar", "reference_source_member": "person-0296-neutral.png", "reference_source_generated_utc": "2026-10-06T21:21:50.203371+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown short naturally curly hair, an average build, wearing a soft lavender knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0296", "default_emotion": "neutral", "description": "The same reference identity in the accountant outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0296-job-062", "job_id": "job-062", "job_key": "accountant", "job_outfit": "a charcoal blazer over a pale blue closed shirt, navy tailored trousers and brown shoes", "job_outfit_index": 7, "job_title_de": "Buchhalter/in", "job_title_en": "accountant", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal blazer over a pale blue closed shirt, navy tailored trousers and brown shoes", "outfit_id": "person-0296-job-062", "outfit_style": "professional_office_finance", "personality_id": "person-0296", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional accountant outfit: a charcoal blazer over a pale blue closed shirt, navy tailored trousers and brown shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0296-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00027.tar", "seed": 2729737720, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:47:53.413217+00:00", "image_sha256": "436db8ef5c290acc59c6bf2ae742a73c565aaedec3e1ca8d1fd6055031d91db4", "reference_image_sha256": "68d5f3519e4463b9fae95ac37758f8804edd552aca195858f4f0c0152d93d069", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2729737720, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.64824344497174, "positive_text_encoding_seconds": 0.04040556028485298, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0296-job-062.png", "json_member": "person-0296-job-062.json", "prompt_member": "person-0296-job-062.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00027.tar", "reference_source_member": "person-0296-neutral.png", "reference_source_generated_utc": "2026-10-06T21:21:50.203371+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown short naturally curly hair, an average build, wearing a soft lavender knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0296", "default_emotion": "neutral", "description": "The same reference identity in the gardener outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0296-job-072", "job_id": "job-072", "job_key": "gardener", "job_outfit": "a tan canvas work jacket over a navy long-sleeved shirt, brown reinforced trousers and sturdy boots", "job_outfit_index": 8, "job_title_de": "Gärtner/in", "job_title_en": "gardener", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan canvas work jacket over a navy long-sleeved shirt, brown reinforced trousers and sturdy boots", "outfit_id": "person-0296-job-072", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0296", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional gardener outfit: a tan canvas work jacket over a navy long-sleeved shirt, brown reinforced trousers and sturdy boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0296-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00027.tar", "seed": 4175556429, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:47:54.316426+00:00", "image_sha256": "edc15a9ac2f70cb46ea0ad450ae8ef93635cb2697dda29379d61aebb0c8b0d7e", "reference_image_sha256": "68d5f3519e4463b9fae95ac37758f8804edd552aca195858f4f0c0152d93d069", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4175556429, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57481678202748, "positive_text_encoding_seconds": 0.03989823581650853, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0296-job-072.png", "json_member": "person-0296-job-072.json", "prompt_member": "person-0296-job-072.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00027.tar", "reference_source_member": "person-0296-neutral.png", "reference_source_generated_utc": "2026-10-06T21:21:50.203371+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown short naturally curly hair, an average build, wearing a soft lavender knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0296", "default_emotion": "neutral", "description": "The same reference identity in the software developer outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0296-job-088", "job_id": "job-088", "job_key": "software_developer", "job_outfit": "a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers", "job_outfit_index": 9, "job_title_de": "Softwareentwickler/in", "job_title_en": "software developer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers", "outfit_id": "person-0296-job-088", "outfit_style": "professional_science_education", "personality_id": "person-0296", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional software developer outfit: a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0296-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00027.tar", "seed": 2336521834, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:47:57.183000+00:00", "image_sha256": "d646f119e2fb504808ae67f7c749a2469a80e0a796e6dabb6b88a4093095143c", "reference_image_sha256": "68d5f3519e4463b9fae95ac37758f8804edd552aca195858f4f0c0152d93d069", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2336521834, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.87997683463618, "positive_text_encoding_seconds": 0.040371940936893225, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0296-job-088.png", "json_member": "person-0296-job-088.json", "prompt_member": "person-0296-job-088.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00027.tar", "reference_source_member": "person-0296-neutral.png", "reference_source_generated_utc": "2026-10-06T21:21:50.203371+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old man, African-American heritage, medium brown skin, medium brown short naturally curly hair, an average build, wearing a soft lavender knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0296", "default_emotion": "neutral", "description": "The same reference identity in the stage technician outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "male", "hair": "medium brown short naturally curly hair", "id": "person-0296-job-098", "job_id": "job-098", "job_key": "stage_technician", "job_outfit": "a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots", "job_outfit_index": 10, "job_title_de": "Bühnentechniker/in", "job_title_en": "stage technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots", "outfit_id": "person-0296-job-098", "outfit_style": "professional_creative_culture", "personality_id": "person-0296", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional stage technician outfit: a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0296-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00027.tar", "seed": 2531996398, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:48:00.163703+00:00", "image_sha256": "2c901f415382a1bd3420cda841c94a4f06f569ea5e6169a78779f7faa5e5af77", "reference_image_sha256": "68d5f3519e4463b9fae95ac37758f8804edd552aca195858f4f0c0152d93d069", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2531996398, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88254114007577, "positive_text_encoding_seconds": 0.040839041117578745, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0296-job-098.png", "json_member": "person-0296-job-098.json", "prompt_member": "person-0296-job-098.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00027.tar", "reference_source_member": "person-0296-neutral.png", "reference_source_generated_utc": "2026-10-06T21:21:50.203371+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, white European-ancestry heritage, light warm skin, auburn neatly cropped straight hair, a compact build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a compact build", "character_id": "person-0297", "default_emotion": "neutral", "description": "The same reference identity in the paramedic outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn neatly cropped straight hair", "id": "person-0297-job-004", "job_id": "job-004", "job_key": "paramedic", "job_outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "job_outfit_index": 1, "job_title_de": "Rettungssanitäter/in", "job_title_en": "paramedic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "outfit_id": "person-0297-job-004", "outfit_style": "professional_health", "personality_id": "person-0297", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional paramedic outfit: a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0297-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00028.tar", "seed": 3028239393, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:48:03.086551+00:00", "image_sha256": "05de5ae64fdf376f0ae44311623aa2fd36bf48307ba0c60bd7fdb077cc4b6ec8", "reference_image_sha256": "e9e2a467c97c3c20f1df3f099fdf9f8db65d3d2755f64720394d40568b8061d6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3028239393, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93758855341002, "positive_text_encoding_seconds": 0.04054244002327323, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0297-job-004.png", "json_member": "person-0297-job-004.json", "prompt_member": "person-0297-job-004.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00028.tar", "reference_source_member": "person-0297-neutral.png", "reference_source_generated_utc": "2026-10-06T21:40:52.085889+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, white European-ancestry heritage, light warm skin, auburn neatly cropped straight hair, a compact build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a compact build", "character_id": "person-0297", "default_emotion": "neutral", "description": "The same reference identity in the search and rescue worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn neatly cropped straight hair", "id": "person-0297-job-017", "job_id": "job-017", "job_key": "search_rescue", "job_outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "job_outfit_index": 2, "job_title_de": "Bergungs- und Suchrettungskraft", "job_title_en": "search and rescue worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "outfit_id": "person-0297-job-017", "outfit_style": "professional_emergency", "personality_id": "person-0297", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional search and rescue worker outfit: an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0297-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00028.tar", "seed": 3512339936, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:48:10.972495+00:00", "image_sha256": "5f245feeb25ac6886182accc08ec90c2665af4f0774e0f1f1147c6fd3e8423e9", "reference_image_sha256": "e9e2a467c97c3c20f1df3f099fdf9f8db65d3d2755f64720394d40568b8061d6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3512339936, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.24899689480662, "positive_text_encoding_seconds": 0.04015539400279522, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0297-job-017.png", "json_member": "person-0297-job-017.json", "prompt_member": "person-0297-job-017.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00028.tar", "reference_source_member": "person-0297-neutral.png", "reference_source_generated_utc": "2026-10-06T21:40:52.085889+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, white European-ancestry heritage, light warm skin, auburn neatly cropped straight hair, a compact build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a compact build", "character_id": "person-0297", "default_emotion": "neutral", "description": "The same reference identity in the florist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn neatly cropped straight hair", "id": "person-0297-job-026", "job_id": "job-026", "job_key": "florist", "job_outfit": "an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes", "job_outfit_index": 3, "job_title_de": "Florist/in", "job_title_en": "florist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes", "outfit_id": "person-0297-job-026", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0297", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional florist outfit: an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0297-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00028.tar", "seed": 2576083069, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:48:11.496861+00:00", "image_sha256": "b6f3ec3ba1ddbcd4e6935df39fb8a95127301464cb0ea79e5677559822f607a9", "reference_image_sha256": "e9e2a467c97c3c20f1df3f099fdf9f8db65d3d2755f64720394d40568b8061d6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2576083069, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45198676502332, "positive_text_encoding_seconds": 0.040231193881481886, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0297-job-026.png", "json_member": "person-0297-job-026.json", "prompt_member": "person-0297-job-026.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00028.tar", "reference_source_member": "person-0297-neutral.png", "reference_source_generated_utc": "2026-10-06T21:40:52.085889+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, white European-ancestry heritage, light warm skin, auburn neatly cropped straight hair, a compact build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a compact build", "character_id": "person-0297", "default_emotion": "neutral", "description": "The same reference identity in the tiler outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn neatly cropped straight hair", "id": "person-0297-job-037", "job_id": "job-037", "job_key": "tiler", "job_outfit": "navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots", "job_outfit_index": 4, "job_title_de": "Fliesenleger/in", "job_title_en": "tiler", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots", "outfit_id": "person-0297-job-037", "outfit_style": "professional_construction", "personality_id": "person-0297", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional tiler outfit: navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0297-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00028.tar", "seed": 1159281519, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:48:11.715102+00:00", "image_sha256": "d8de9e94cab38a7e096cdc9629b5ddb1f5dd32b2ffd1fe04362d898c27b5f53e", "reference_image_sha256": "e9e2a467c97c3c20f1df3f099fdf9f8db65d3d2755f64720394d40568b8061d6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1159281519, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.49284969223663, "positive_text_encoding_seconds": 0.03995878901332617, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0297-job-037.png", "json_member": "person-0297-job-037.json", "prompt_member": "person-0297-job-037.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00028.tar", "reference_source_member": "person-0297-neutral.png", "reference_source_generated_utc": "2026-10-06T21:40:52.085889+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, white European-ancestry heritage, light warm skin, auburn neatly cropped straight hair, a compact build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a compact build", "character_id": "person-0297", "default_emotion": "neutral", "description": "The same reference identity in the warehouse worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn neatly cropped straight hair", "id": "person-0297-job-045", "job_id": "job-045", "job_key": "warehouse_worker", "job_outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "job_outfit_index": 5, "job_title_de": "Lagerfachkraft", "job_title_en": "warehouse worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "outfit_id": "person-0297-job-045", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0297", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional warehouse worker outfit: an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0297-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00028.tar", "seed": 1860605709, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:48:33.315659+00:00", "image_sha256": "80fd714ad6fb6e20a6f3619a94fedb8eddba2105c9d6769731d7842c8ca13931", "reference_image_sha256": "e9e2a467c97c3c20f1df3f099fdf9f8db65d3d2755f64720394d40568b8061d6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1860605709, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.68910322710872, "positive_text_encoding_seconds": 0.04030196415260434, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0297-job-045.png", "json_member": "person-0297-job-045.json", "prompt_member": "person-0297-job-045.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00028.tar", "reference_source_member": "person-0297-neutral.png", "reference_source_generated_utc": "2026-10-06T21:40:52.085889+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, white European-ancestry heritage, light warm skin, auburn neatly cropped straight hair, a compact build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a compact build", "character_id": "person-0297", "default_emotion": "neutral", "description": "The same reference identity in the airline pilot outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn neatly cropped straight hair", "id": "person-0297-job-056", "job_id": "job-056", "job_key": "airline_pilot", "job_outfit": "a navy double-breasted pilot jacket with plain gold sleeve bands over a white shirt, navy trousers and black shoes, no hat", "job_outfit_index": 6, "job_title_de": "Linienpilot/in", "job_title_en": "airline pilot", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy double-breasted pilot jacket with plain gold sleeve bands over a white shirt, navy trousers and black shoes, no hat", "outfit_id": "person-0297-job-056", "outfit_style": "professional_civic_transport", "personality_id": "person-0297", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional airline pilot outfit: a navy double-breasted pilot jacket with plain gold sleeve bands over a white shirt, navy trousers and black shoes, no hat. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0297-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00028.tar", "seed": 3805659737, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:48:34.114796+00:00", "image_sha256": "84f1cfa37d32d0f4e04638811c18add508ef53001918b59d7ef5d5c83616ff8a", "reference_image_sha256": "e9e2a467c97c3c20f1df3f099fdf9f8db65d3d2755f64720394d40568b8061d6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3805659737, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57894494058564, "positive_text_encoding_seconds": 0.03982276516035199, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0297-job-056.png", "json_member": "person-0297-job-056.json", "prompt_member": "person-0297-job-056.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00028.tar", "reference_source_member": "person-0297-neutral.png", "reference_source_generated_utc": "2026-10-06T21:40:52.085889+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, white European-ancestry heritage, light warm skin, auburn neatly cropped straight hair, a compact build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a compact build", "character_id": "person-0297", "default_emotion": "neutral", "description": "The same reference identity in the debt collection agent outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn neatly cropped straight hair", "id": "person-0297-job-063", "job_id": "job-063", "job_key": "debt_collector", "job_outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "job_outfit_index": 7, "job_title_de": "Geldeintreiber/in", "job_title_en": "debt collection agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "outfit_id": "person-0297-job-063", "outfit_style": "professional_office_finance", "personality_id": "person-0297", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional debt collection agent outfit: a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0297-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00028.tar", "seed": 695541482, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:48:37.281953+00:00", "image_sha256": "3cc799deb59e7ceed12dcb9b391c76c8b4da0a5e8302e41a0c6f79f8401588e3", "reference_image_sha256": "e9e2a467c97c3c20f1df3f099fdf9f8db65d3d2755f64720394d40568b8061d6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 695541482, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.88616618607193, "positive_text_encoding_seconds": 0.040045338682830334, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0297-job-063.png", "json_member": "person-0297-job-063.json", "prompt_member": "person-0297-job-063.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00028.tar", "reference_source_member": "person-0297-neutral.png", "reference_source_generated_utc": "2026-10-06T21:40:52.085889+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, white European-ancestry heritage, light warm skin, auburn neatly cropped straight hair, a compact build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a compact build", "character_id": "person-0297", "default_emotion": "neutral", "description": "The same reference identity in the farmer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn neatly cropped straight hair", "id": "person-0297-job-071", "job_id": "job-071", "job_key": "farmer", "job_outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "job_outfit_index": 8, "job_title_de": "Landwirt/in", "job_title_en": "farmer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "outfit_id": "person-0297-job-071", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0297", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional farmer outfit: brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0297-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00028.tar", "seed": 1542410469, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:48:40.267114+00:00", "image_sha256": "517c7c5cb78b4646e50bd4558cb4618ec2882b11d072859c4f0e1640289c4234", "reference_image_sha256": "e9e2a467c97c3c20f1df3f099fdf9f8db65d3d2755f64720394d40568b8061d6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1542410469, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88733587786555, "positive_text_encoding_seconds": 0.04013178311288357, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0297-job-071.png", "json_member": "person-0297-job-071.json", "prompt_member": "person-0297-job-071.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00028.tar", "reference_source_member": "person-0297-neutral.png", "reference_source_generated_utc": "2026-10-06T21:40:52.085889+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, white European-ancestry heritage, light warm skin, auburn neatly cropped straight hair, a compact build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a compact build", "character_id": "person-0297", "default_emotion": "neutral", "description": "The same reference identity in the archaeologist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn neatly cropped straight hair", "id": "person-0297-job-085", "job_id": "job-085", "job_key": "archaeologist", "job_outfit": "a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots", "job_outfit_index": 9, "job_title_de": "Archäologe/Archäologin", "job_title_en": "archaeologist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots", "outfit_id": "person-0297-job-085", "outfit_style": "professional_science_education", "personality_id": "person-0297", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional archaeologist outfit: a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0297-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00028.tar", "seed": 771495053, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:48:43.192255+00:00", "image_sha256": "23921d549f6c4284ba39bf8ad85f199c675065977330b835d7cc6b6161623490", "reference_image_sha256": "e9e2a467c97c3c20f1df3f099fdf9f8db65d3d2755f64720394d40568b8061d6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 771495053, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.9327397486195, "positive_text_encoding_seconds": 0.04045669315382838, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0297-job-085.png", "json_member": "person-0297-job-085.json", "prompt_member": "person-0297-job-085.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00028.tar", "reference_source_member": "person-0297-neutral.png", "reference_source_generated_utc": "2026-10-06T21:40:52.085889+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old man, white European-ancestry heritage, light warm skin, auburn neatly cropped straight hair, a compact build, wearing a burgundy practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a compact build", "character_id": "person-0297", "default_emotion": "neutral", "description": "The same reference identity in the tailor outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "auburn neatly cropped straight hair", "id": "person-0297-job-094", "job_id": "job-094", "job_key": "tailor", "job_outfit": "a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes", "job_outfit_index": 10, "job_title_de": "Schneider/in", "job_title_en": "tailor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes", "outfit_id": "person-0297-job-094", "outfit_style": "professional_creative_culture", "personality_id": "person-0297", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional tailor outfit: a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0297-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00028.tar", "seed": 187967097, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:48:51.398020+00:00", "image_sha256": "53d2522631da01332fd07e58ea7b17f6b269b7255cddcf07651709cb033acdd4", "reference_image_sha256": "e9e2a467c97c3c20f1df3f099fdf9f8db65d3d2755f64720394d40568b8061d6", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 187967097, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.25136043969542, "positive_text_encoding_seconds": 0.04011965589597821, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0297-job-094.png", "json_member": "person-0297-job-094.json", "prompt_member": "person-0297-job-094.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00028.tar", "reference_source_member": "person-0297-neutral.png", "reference_source_generated_utc": "2026-10-06T21:40:52.085889+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Arab heritage, medium brown skin, dark brown close-cropped textured hair, a sturdy build, wearing a ochre practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0298", "default_emotion": "neutral", "description": "The same reference identity in the medical laboratory technician outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0298-job-007", "job_id": "job-007", "job_key": "laboratory_technician", "job_outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "job_outfit_index": 1, "job_title_de": "Medizinische Laborfachkraft", "job_title_en": "medical laboratory technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "outfit_id": "person-0298-job-007", "outfit_style": "professional_health", "personality_id": "person-0298", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional medical laboratory technician outfit: a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0298-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00030.tar", "seed": 543012099, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:48:52.159323+00:00", "image_sha256": "08d865adb9ebeab273199779ae136684047184b9931ee5bd2d8a640ccd80c650", "reference_image_sha256": "f7d078773f09086f1a7f69284dddaf5951f5521c4569b439e0929eb54591c053", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 543012099, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.450243507977575, "positive_text_encoding_seconds": 0.040773505344986916, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0298-job-007.png", "json_member": "person-0298-job-007.json", "prompt_member": "person-0298-job-007.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00030.tar", "reference_source_member": "person-0298-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:39.777331+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Arab heritage, medium brown skin, dark brown close-cropped textured hair, a sturdy build, wearing a ochre practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0298", "default_emotion": "neutral", "description": "The same reference identity in the search and rescue worker outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0298-job-017", "job_id": "job-017", "job_key": "search_rescue", "job_outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "job_outfit_index": 2, "job_title_de": "Bergungs- und Suchrettungskraft", "job_title_en": "search and rescue worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "outfit_id": "person-0298-job-017", "outfit_style": "professional_emergency", "personality_id": "person-0298", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional search and rescue worker outfit: an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0298-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00030.tar", "seed": 159887690, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:48:52.241641+00:00", "image_sha256": "d69e4e9b374dd213478d1ae32273efed7bbd10ab51cd5ff8b2964c646be6447a", "reference_image_sha256": "f7d078773f09086f1a7f69284dddaf5951f5521c4569b439e0929eb54591c053", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 159887690, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.31792160496116, "positive_text_encoding_seconds": 0.04057879792526364, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0298-job-017.png", "json_member": "person-0298-job-017.json", "prompt_member": "person-0298-job-017.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00030.tar", "reference_source_member": "person-0298-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:39.777331+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Arab heritage, medium brown skin, dark brown close-cropped textured hair, a sturdy build, wearing a ochre practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0298", "default_emotion": "neutral", "description": "The same reference identity in the supermarket worker outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0298-job-022", "job_id": "job-022", "job_key": "supermarket_worker", "job_outfit": "an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge", "job_outfit_index": 3, "job_title_de": "Supermarktmitarbeiter/in", "job_title_en": "supermarket worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge", "outfit_id": "person-0298-job-022", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0298", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional supermarket worker outfit: an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0298-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00030.tar", "seed": 2865667301, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:49:13.211597+00:00", "image_sha256": "fe0a49dcb709b4ed865db7cf37623992c60af764287211ed13b585e7d4194145", "reference_image_sha256": "f7d078773f09086f1a7f69284dddaf5951f5521c4569b439e0929eb54591c053", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2865667301, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.682439933065325, "positive_text_encoding_seconds": 0.03993675298988819, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0298-job-022.png", "json_member": "person-0298-job-022.json", "prompt_member": "person-0298-job-022.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00030.tar", "reference_source_member": "person-0298-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:39.777331+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Arab heritage, medium brown skin, dark brown close-cropped textured hair, a sturdy build, wearing a ochre practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0298", "default_emotion": "neutral", "description": "The same reference identity in the glazier outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0298-job-038", "job_id": "job-038", "job_key": "glazier", "job_outfit": "a blue-gray protective work jacket over a white closed shirt, charcoal trousers and black safety shoes", "job_outfit_index": 4, "job_title_de": "Glaser/in", "job_title_en": "glazier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a blue-gray protective work jacket over a white closed shirt, charcoal trousers and black safety shoes", "outfit_id": "person-0298-job-038", "outfit_style": "professional_construction", "personality_id": "person-0298", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional glazier outfit: a blue-gray protective work jacket over a white closed shirt, charcoal trousers and black safety shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0298-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00030.tar", "seed": 4228368743, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:49:13.902235+00:00", "image_sha256": "77581858c2252115d760d6bf066ecb8631fbaaf4774240f680f3d818f6f3f1b7", "reference_image_sha256": "f7d078773f09086f1a7f69284dddaf5951f5521c4569b439e0929eb54591c053", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4228368743, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57294737175107, "positive_text_encoding_seconds": 0.03995489003136754, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0298-job-038.png", "json_member": "person-0298-job-038.json", "prompt_member": "person-0298-job-038.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00030.tar", "reference_source_member": "person-0298-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:39.777331+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Arab heritage, medium brown skin, dark brown close-cropped textured hair, a sturdy build, wearing a ochre practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0298", "default_emotion": "neutral", "description": "The same reference identity in the machinist outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0298-job-041", "job_id": "job-041", "job_key": "machinist", "job_outfit": "a steel-blue factory jacket and matching full-length work trousers, sturdy black safety shoes", "job_outfit_index": 5, "job_title_de": "Zerspanungsmechaniker/in", "job_title_en": "machinist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a steel-blue factory jacket and matching full-length work trousers, sturdy black safety shoes", "outfit_id": "person-0298-job-041", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0298", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional machinist outfit: a steel-blue factory jacket and matching full-length work trousers, sturdy black safety shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0298-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00030.tar", "seed": 1235399492, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:49:17.377921+00:00", "image_sha256": "574cf916c052429f70307a4cc20d6ff316bdb37b266ee17ea346df4465e91c56", "reference_image_sha256": "f7d078773f09086f1a7f69284dddaf5951f5521c4569b439e0929eb54591c053", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1235399492, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.88186340499669, "positive_text_encoding_seconds": 0.039639756083488464, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0298-job-041.png", "json_member": "person-0298-job-041.json", "prompt_member": "person-0298-job-041.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00030.tar", "reference_source_member": "person-0298-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:39.777331+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Arab heritage, medium brown skin, dark brown close-cropped textured hair, a sturdy build, wearing a ochre practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0298", "default_emotion": "neutral", "description": "The same reference identity in the postal worker outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0298-job-051", "job_id": "job-051", "job_key": "postal_worker", "job_outfit": "a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes", "job_outfit_index": 6, "job_title_de": "Postzusteller/in", "job_title_en": "postal worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes", "outfit_id": "person-0298-job-051", "outfit_style": "professional_civic_transport", "personality_id": "person-0298", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional postal worker outfit: a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0298-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00030.tar", "seed": 397687892, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:49:20.366201+00:00", "image_sha256": "8914186e64891bd8733e65a16e9dd15236f30bbe6df16bd5da9e2e9b007f7c20", "reference_image_sha256": "f7d078773f09086f1a7f69284dddaf5951f5521c4569b439e0929eb54591c053", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 397687892, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88627981999889, "positive_text_encoding_seconds": 0.0400453289039433, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0298-job-051.png", "json_member": "person-0298-job-051.json", "prompt_member": "person-0298-job-051.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00030.tar", "reference_source_member": "person-0298-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:39.777331+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Arab heritage, medium brown skin, dark brown close-cropped textured hair, a sturdy build, wearing a ochre practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0298", "default_emotion": "neutral", "description": "The same reference identity in the financial adviser outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0298-job-068", "job_id": "job-068", "job_key": "financial_adviser", "job_outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "job_outfit_index": 7, "job_title_de": "Finanzberater/in", "job_title_en": "financial adviser", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "outfit_id": "person-0298-job-068", "outfit_style": "professional_office_finance", "personality_id": "person-0298", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional financial adviser outfit: a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0298-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00030.tar", "seed": 2739309396, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:49:23.338102+00:00", "image_sha256": "3695c229dc9b9ad53bfc6141ef7d0861f4992a10a2795d03630814e10a6dcfbe", "reference_image_sha256": "f7d078773f09086f1a7f69284dddaf5951f5521c4569b439e0929eb54591c053", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2739309396, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93526346003637, "positive_text_encoding_seconds": 0.039807725232094526, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0298-job-068.png", "json_member": "person-0298-job-068.json", "prompt_member": "person-0298-job-068.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00030.tar", "reference_source_member": "person-0298-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:39.777331+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Arab heritage, medium brown skin, dark brown close-cropped textured hair, a sturdy build, wearing a ochre practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0298", "default_emotion": "neutral", "description": "The same reference identity in the landscape contractor outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0298-job-077", "job_id": "job-077", "job_key": "landscaper", "job_outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "job_outfit_index": 8, "job_title_de": "Landschaftsgärtner/in", "job_title_en": "landscape contractor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "outfit_id": "person-0298-job-077", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0298", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional landscape contractor outfit: a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0298-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00030.tar", "seed": 2451332882, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:49:31.870290+00:00", "image_sha256": "95f44bcd791f54c476b8baf89812e89557d3a203f70b66d616fc54cc3e533cbe", "reference_image_sha256": "f7d078773f09086f1a7f69284dddaf5951f5521c4569b439e0929eb54591c053", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2451332882, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.25845849979669, "positive_text_encoding_seconds": 0.0404151389375329, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0298-job-077.png", "json_member": "person-0298-job-077.json", "prompt_member": "person-0298-job-077.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00030.tar", "reference_source_member": "person-0298-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:39.777331+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Arab heritage, medium brown skin, dark brown close-cropped textured hair, a sturdy build, wearing a ochre practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0298", "default_emotion": "neutral", "description": "The same reference identity in the school teacher outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0298-job-081", "job_id": "job-081", "job_key": "school_teacher", "job_outfit": "a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Lehrer/in", "job_title_en": "school teacher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes", "outfit_id": "person-0298-job-081", "outfit_style": "professional_science_education", "personality_id": "person-0298", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional school teacher outfit: a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0298-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00030.tar", "seed": 2591953798, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:49:32.791538+00:00", "image_sha256": "58cdd4cf02efc3b24a3c3193c07a9beeca2df3fa70ce20f63ab6695f71cc5e71", "reference_image_sha256": "f7d078773f09086f1a7f69284dddaf5951f5521c4569b439e0929eb54591c053", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2591953798, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45677850814536, "positive_text_encoding_seconds": 0.04002716904506087, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0298-job-081.png", "json_member": "person-0298-job-081.json", "prompt_member": "person-0298-job-081.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00030.tar", "reference_source_member": "person-0298-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:39.777331+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Arab heritage, medium brown skin, dark brown close-cropped textured hair, a sturdy build, wearing a ochre practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a ochre practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0298", "default_emotion": "neutral", "description": "The same reference identity in the photographer outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "dark brown close-cropped textured hair", "id": "person-0298-job-096", "job_id": "job-096", "job_key": "photographer", "job_outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "job_outfit_index": 10, "job_title_de": "Fotograf/in", "job_title_en": "photographer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "outfit_id": "person-0298-job-096", "outfit_style": "professional_creative_culture", "personality_id": "person-0298", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional photographer outfit: a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0298-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00030.tar", "seed": 4059719937, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:49:32.742152+00:00", "image_sha256": "80347283ccbb4e4b318e37267abc627341437bf9d258ee05bb3704a5cb4d32fa", "reference_image_sha256": "f7d078773f09086f1a7f69284dddaf5951f5521c4569b439e0929eb54591c053", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4059719937, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.32539237011224, "positive_text_encoding_seconds": 0.04014080995693803, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0298-job-096.png", "json_member": "person-0298-job-096.json", "prompt_member": "person-0298-job-096.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00030.tar", "reference_source_member": "person-0298-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:39.777331+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, a compact build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0299", "default_emotion": "neutral", "description": "The same reference identity in the paramedic outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0299-job-004", "job_id": "job-004", "job_key": "paramedic", "job_outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "job_outfit_index": 1, "job_title_de": "Rettungssanitäter/in", "job_title_en": "paramedic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "outfit_id": "person-0299-job-004", "outfit_style": "professional_health", "personality_id": "person-0299", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional paramedic outfit: a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0299-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00031.tar", "seed": 1194228779, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:49:53.447786+00:00", "image_sha256": "65d9f56e69dc9eae8d5e1740aa67c9d56dab9abfdff7f7602f986a8fa7d2972b", "reference_image_sha256": "de67ecc237da1ad09b63c4249934e492e4469cafc932a401e423ea0dbe62e17f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1194228779, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.66065250476822, "positive_text_encoding_seconds": 0.040162838995456696, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0299-job-004.png", "json_member": "person-0299-job-004.json", "prompt_member": "person-0299-job-004.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00031.tar", "reference_source_member": "person-0299-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:44.806512+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0006449509528465569, "efficientnet_nsfw": 0.0703984797000885, "efficientnet_classes": {"drawing": 0.8410770297050476, "hentai": 0.029889630153775215, "neutral": 0.08852449804544449, "porn": 0.02408265881240368, "sexy": 0.016426188871264458}}, "foreground": {"clip_nsfw": 0.0002748432452790439, "efficientnet_nsfw": 0.08200506865978241, "efficientnet_classes": {"drawing": 0.8169702291488647, "hentai": 0.04042402282357216, "neutral": 0.10102467238903046, "porn": 0.019605495035648346, "sexy": 0.021975554525852203}}}, "max_score": 0.08200506865978241, "id": "person-0299-job-004", "attempt": 0, "utc": "2026-10-07T09:49:53.195885+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "65d9f56e69dc9eae8d5e1740aa67c9d56dab9abfdff7f7602f986a8fa7d2972b"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, a compact build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0299", "default_emotion": "neutral", "description": "The same reference identity in the civil defense worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0299-job-018", "job_id": "job-018", "job_key": "civil_defense", "job_outfit": "a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots", "job_outfit_index": 2, "job_title_de": "Katastrophenschutzkraft", "job_title_en": "civil defense worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots", "outfit_id": "person-0299-job-018", "outfit_style": "professional_emergency", "personality_id": "person-0299", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional civil defense worker outfit: a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0299-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00031.tar", "seed": 4042399799, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:49:54.062732+00:00", "image_sha256": "bd78ebc2400cddc704fb932f3fff699f2a643bd8310437e342cc356f2d9b8e9d", "reference_image_sha256": "de67ecc237da1ad09b63c4249934e492e4469cafc932a401e423ea0dbe62e17f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4042399799, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57407761272043, "positive_text_encoding_seconds": 0.0398026667535305, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0299-job-018.png", "json_member": "person-0299-job-018.json", "prompt_member": "person-0299-job-018.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00031.tar", "reference_source_member": "person-0299-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:44.806512+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0012099100276827812, "efficientnet_nsfw": 0.089373379945755, "efficientnet_classes": {"drawing": 0.8228142857551575, "hentai": 0.04176901653409004, "neutral": 0.08781231939792633, "porn": 0.028351057320833206, "sexy": 0.019253306090831757}}, "foreground": {"clip_nsfw": 0.00020078846137039363, "efficientnet_nsfw": 0.11661861836910248, "efficientnet_classes": {"drawing": 0.6865341663360596, "hentai": 0.06842374056577682, "neutral": 0.19684717059135437, "porn": 0.022396448999643326, "sexy": 0.02579842321574688}}}, "max_score": 0.11661861836910248, "id": "person-0299-job-018", "attempt": 0, "utc": "2026-10-07T09:49:53.799139+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "bd78ebc2400cddc704fb932f3fff699f2a643bd8310437e342cc356f2d9b8e9d"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, a compact build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0299", "default_emotion": "neutral", "description": "The same reference identity in the restaurant server outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0299-job-027", "job_id": "job-027", "job_key": "restaurant_server", "job_outfit": "a black waistcoat over a closed white long-sleeved shirt, black trousers and polished black shoes", "job_outfit_index": 3, "job_title_de": "Servicekraft im Restaurant", "job_title_en": "restaurant server", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a black waistcoat over a closed white long-sleeved shirt, black trousers and polished black shoes", "outfit_id": "person-0299-job-027", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0299", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional restaurant server outfit: a black waistcoat over a closed white long-sleeved shirt, black trousers and polished black shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0299-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00031.tar", "seed": 3129151112, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:49:57.839270+00:00", "image_sha256": "310fa532494d7c974a68fa7ee993ec4ec0dc3e4462deda2a0c0f18cb2e6ac116", "reference_image_sha256": "de67ecc237da1ad09b63c4249934e492e4469cafc932a401e423ea0dbe62e17f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3129151112, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.89099058881402, "positive_text_encoding_seconds": 0.04021980008110404, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0299-job-027.png", "json_member": "person-0299-job-027.json", "prompt_member": "person-0299-job-027.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00031.tar", "reference_source_member": "person-0299-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:44.806512+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.00037459773011505604, "efficientnet_nsfw": 0.10411660373210907, "efficientnet_classes": {"drawing": 0.8452773690223694, "hentai": 0.035141944885253906, "neutral": 0.05060602352023125, "porn": 0.03371526300907135, "sexy": 0.035259395837783813}}, "foreground": {"clip_nsfw": 0.0001530763111077249, "efficientnet_nsfw": 0.08932944387197495, "efficientnet_classes": {"drawing": 0.8484829068183899, "hentai": 0.035593148320913315, "neutral": 0.06218760460615158, "porn": 0.023321060463786125, "sexy": 0.030415235087275505}}}, "max_score": 0.10411660373210907, "id": "person-0299-job-027", "attempt": 0, "utc": "2026-10-07T09:49:57.584213+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "310fa532494d7c974a68fa7ee993ec4ec0dc3e4462deda2a0c0f18cb2e6ac116"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, a compact build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0299", "default_emotion": "neutral", "description": "The same reference identity in the bricklayer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0299-job-034", "job_id": "job-034", "job_key": "bricklayer", "job_outfit": "an orange high-visibility vest over a navy long-sleeved shirt, charcoal reinforced trousers and sturdy boots", "job_outfit_index": 4, "job_title_de": "Maurer/in", "job_title_en": "bricklayer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange high-visibility vest over a navy long-sleeved shirt, charcoal reinforced trousers and sturdy boots", "outfit_id": "person-0299-job-034", "outfit_style": "professional_construction", "personality_id": "person-0299", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional bricklayer outfit: an orange high-visibility vest over a navy long-sleeved shirt, charcoal reinforced trousers and sturdy boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0299-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00031.tar", "seed": 487845865, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:50:00.837888+00:00", "image_sha256": "d03f0032e5e33806bccefa802a8c1f9f064745d54bf3384e3f0eb1882d3426a8", "reference_image_sha256": "de67ecc237da1ad09b63c4249934e492e4469cafc932a401e423ea0dbe62e17f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 487845865, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.889300155919045, "positive_text_encoding_seconds": 0.04001685371622443, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0299-job-034.png", "json_member": "person-0299-job-034.json", "prompt_member": "person-0299-job-034.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00031.tar", "reference_source_member": "person-0299-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:44.806512+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.00042742150253616273, "efficientnet_nsfw": 0.08881700038909912, "efficientnet_classes": {"drawing": 0.8776535987854004, "hentai": 0.041364606469869614, "neutral": 0.03352927416563034, "porn": 0.026146175339818, "sexy": 0.021306216716766357}}, "foreground": {"clip_nsfw": 0.0002663412014953792, "efficientnet_nsfw": 0.09052356332540512, "efficientnet_classes": {"drawing": 0.8671907782554626, "hentai": 0.05156274139881134, "neutral": 0.04228565841913223, "porn": 0.018382124602794647, "sexy": 0.020578699186444283}}}, "max_score": 0.09052356332540512, "id": "person-0299-job-034", "attempt": 0, "utc": "2026-10-07T09:50:00.580001+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "d03f0032e5e33806bccefa802a8c1f9f064745d54bf3384e3f0eb1882d3426a8"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, a compact build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0299", "default_emotion": "neutral", "description": "The same reference identity in the warehouse worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0299-job-045", "job_id": "job-045", "job_key": "warehouse_worker", "job_outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "job_outfit_index": 5, "job_title_de": "Lagerfachkraft", "job_title_en": "warehouse worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "outfit_id": "person-0299-job-045", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0299", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional warehouse worker outfit: an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0299-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00031.tar", "seed": 2297389553, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:50:03.882508+00:00", "image_sha256": "b955295a3641bf52b314c357d540b3ae13da7d6d3b3bdb56ab0988ec8e95a24d", "reference_image_sha256": "de67ecc237da1ad09b63c4249934e492e4469cafc932a401e423ea0dbe62e17f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2297389553, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.936190211214125, "positive_text_encoding_seconds": 0.04050114471465349, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0299-job-045.png", "json_member": "person-0299-job-045.json", "prompt_member": "person-0299-job-045.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00031.tar", "reference_source_member": "person-0299-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:44.806512+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0006354507058858871, "efficientnet_nsfw": 0.13428238034248352, "efficientnet_classes": {"drawing": 0.8220236301422119, "hentai": 0.06154285743832588, "neutral": 0.04369407892227173, "porn": 0.03834471106529236, "sexy": 0.034394823014736176}}, "foreground": {"clip_nsfw": 0.00015229376731440425, "efficientnet_nsfw": 0.09963419288396835, "efficientnet_classes": {"drawing": 0.8355197310447693, "hentai": 0.04737301915884018, "neutral": 0.06484605371952057, "porn": 0.025783514603972435, "sexy": 0.02647765912115574}}}, "max_score": 0.13428238034248352, "id": "person-0299-job-045", "attempt": 0, "utc": "2026-10-07T09:50:03.621582+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "b955295a3641bf52b314c357d540b3ae13da7d6d3b3bdb56ab0988ec8e95a24d"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, a compact build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0299", "default_emotion": "neutral", "description": "The same reference identity in the flight attendant outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0299-job-055", "job_id": "job-055", "job_key": "flight_attendant", "job_outfit": "a navy airline-style blazer over a cream closed shirt with a small burgundy neck scarf, navy trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Flugbegleiter/in", "job_title_en": "flight attendant", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy airline-style blazer over a cream closed shirt with a small burgundy neck scarf, navy trousers and black shoes", "outfit_id": "person-0299-job-055", "outfit_style": "professional_civic_transport", "personality_id": "person-0299", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional flight attendant outfit: a navy airline-style blazer over a cream closed shirt with a small burgundy neck scarf, navy trousers and black shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0299-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00031.tar", "seed": 3799803687, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:50:12.787112+00:00", "image_sha256": "ef457d3e5fa52951a5c33506ce3b7659bf16ec53d8974e588b76cf8dae38e63f", "reference_image_sha256": "de67ecc237da1ad09b63c4249934e492e4469cafc932a401e423ea0dbe62e17f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3799803687, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.34248830797151, "positive_text_encoding_seconds": 0.04016268905252218, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0299-job-055.png", "json_member": "person-0299-job-055.json", "prompt_member": "person-0299-job-055.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00031.tar", "reference_source_member": "person-0299-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:44.806512+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0003469951043371111, "efficientnet_nsfw": 0.0659765899181366, "efficientnet_classes": {"drawing": 0.8936894536018372, "hentai": 0.029719699174165726, "neutral": 0.040334027260541916, "porn": 0.01797141507267952, "sexy": 0.018285473808646202}}, "foreground": {"clip_nsfw": 5.398188659455627e-05, "efficientnet_nsfw": 0.08998836576938629, "efficientnet_classes": {"drawing": 0.8260390758514404, "hentai": 0.037555672228336334, "neutral": 0.08397243916988373, "porn": 0.02123013138771057, "sexy": 0.031202560290694237}}}, "max_score": 0.08998836576938629, "id": "person-0299-job-055", "attempt": 0, "utc": "2026-10-07T09:50:12.528762+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "ef457d3e5fa52951a5c33506ce3b7659bf16ec53d8974e588b76cf8dae38e63f"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, a compact build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0299", "default_emotion": "neutral", "description": "The same reference identity in the debt collection agent outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0299-job-063", "job_id": "job-063", "job_key": "debt_collector", "job_outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "job_outfit_index": 7, "job_title_de": "Geldeintreiber/in", "job_title_en": "debt collection agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "outfit_id": "person-0299-job-063", "outfit_style": "professional_office_finance", "personality_id": "person-0299", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional debt collection agent outfit: a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0299-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00031.tar", "seed": 3707907417, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:50:13.700671+00:00", "image_sha256": "f1364fd4400a665f9ecce52477119d5c37812f8115224386c4fef0c9ecc08f26", "reference_image_sha256": "de67ecc237da1ad09b63c4249934e492e4469cafc932a401e423ea0dbe62e17f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3707907417, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.32771555194631, "positive_text_encoding_seconds": 0.04003918915987015, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0299-job-063.png", "json_member": "person-0299-job-063.json", "prompt_member": "person-0299-job-063.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00031.tar", "reference_source_member": "person-0299-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:44.806512+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.00040675202035345137, "efficientnet_nsfw": 0.06092989072203636, "efficientnet_classes": {"drawing": 0.9166621565818787, "hentai": 0.02384239435195923, "neutral": 0.022407960146665573, "porn": 0.017411990091204643, "sexy": 0.01967550441622734}}, "foreground": {"clip_nsfw": 0.00023380365746561438, "efficientnet_nsfw": 0.07144434750080109, "efficientnet_classes": {"drawing": 0.8672546148300171, "hentai": 0.03172599896788597, "neutral": 0.061301089823246, "porn": 0.015775619074702263, "sexy": 0.023942731320858}}}, "max_score": 0.07144434750080109, "id": "person-0299-job-063", "attempt": 0, "utc": "2026-10-07T09:50:13.415600+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "f1364fd4400a665f9ecce52477119d5c37812f8115224386c4fef0c9ecc08f26"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, a compact build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0299", "default_emotion": "neutral", "description": "The same reference identity in the fishery worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0299-job-074", "job_id": "job-074", "job_key": "fishery_worker", "job_outfit": "an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots", "job_outfit_index": 8, "job_title_de": "Fischereifachkraft", "job_title_en": "fishery worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots", "outfit_id": "person-0299-job-074", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0299", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional fishery worker outfit: an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0299-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00031.tar", "seed": 1572287777, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:50:13.826455+00:00", "image_sha256": "b55ca83f45447e024a863fe1c30a08279539c4588691d45467db51baa46aca80", "reference_image_sha256": "de67ecc237da1ad09b63c4249934e492e4469cafc932a401e423ea0dbe62e17f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1572287777, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45123977214098, "positive_text_encoding_seconds": 0.040519204922020435, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0299-job-074.png", "json_member": "person-0299-job-074.json", "prompt_member": "person-0299-job-074.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00031.tar", "reference_source_member": "person-0299-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:44.806512+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.00042380852391943336, "efficientnet_nsfw": 0.07174784690141678, "efficientnet_classes": {"drawing": 0.8983124494552612, "hentai": 0.03827871009707451, "neutral": 0.029939796775579453, "porn": 0.016275621950626373, "sexy": 0.017193516716361046}}, "foreground": {"clip_nsfw": 4.780945891980082e-05, "efficientnet_nsfw": 0.07998071610927582, "efficientnet_classes": {"drawing": 0.8142722249031067, "hentai": 0.04400540888309479, "neutral": 0.10574705898761749, "porn": 0.01414436288177967, "sexy": 0.021830948069691658}}}, "max_score": 0.07998071610927582, "id": "person-0299-job-074", "attempt": 0, "utc": "2026-10-07T09:50:13.564818+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "b55ca83f45447e024a863fe1c30a08279539c4588691d45467db51baa46aca80"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, a compact build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0299", "default_emotion": "neutral", "description": "The same reference identity in the journalist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0299-job-089", "job_id": "job-089", "job_key": "journalist", "job_outfit": "a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes", "job_outfit_index": 9, "job_title_de": "Journalist/in", "job_title_en": "journalist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes", "outfit_id": "person-0299-job-089", "outfit_style": "professional_science_education", "personality_id": "person-0299", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional journalist outfit: a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0299-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00031.tar", "seed": 2406530870, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:50:33.654023+00:00", "image_sha256": "327d6bc4fb30616e310c595705c456f6f36292489e551a3ee9c574670ba4086d", "reference_image_sha256": "de67ecc237da1ad09b63c4249934e492e4469cafc932a401e423ea0dbe62e17f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2406530870, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.67023439519107, "positive_text_encoding_seconds": 0.03949696710333228, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0299-job-089.png", "json_member": "person-0299-job-089.json", "prompt_member": "person-0299-job-089.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00031.tar", "reference_source_member": "person-0299-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:44.806512+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.00033207578235305846, "efficientnet_nsfw": 0.07004747539758682, "efficientnet_classes": {"drawing": 0.8938400745391846, "hentai": 0.027486423030495644, "neutral": 0.03611244261264801, "porn": 0.02095578797161579, "sexy": 0.021605264395475388}}, "foreground": {"clip_nsfw": 0.00020872220920864493, "efficientnet_nsfw": 0.12847284972667694, "efficientnet_classes": {"drawing": 0.814172625541687, "hentai": 0.07617063820362091, "neutral": 0.05735442042350769, "porn": 0.02303636074066162, "sexy": 0.029265854507684708}}}, "max_score": 0.12847284972667694, "id": "person-0299-job-089", "attempt": 0, "utc": "2026-10-07T09:50:33.401257+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "327d6bc4fb30616e310c595705c456f6f36292489e551a3ee9c574670ba4086d"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old man, white European-ancestry heritage, light olive skin, light brown soft wavy hair swept to one side, a compact build, wearing a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0299", "default_emotion": "neutral", "description": "The same reference identity in the hairdresser outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown soft wavy hair swept to one side", "id": "person-0299-job-092", "job_id": "job-092", "job_key": "hairdresser", "job_outfit": "a black salon tunic over a cream long-sleeved undershirt, black full-length trousers and dark shoes", "job_outfit_index": 10, "job_title_de": "Friseur/in", "job_title_en": "hairdresser", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a black salon tunic over a cream long-sleeved undershirt, black full-length trousers and dark shoes", "outfit_id": "person-0299-job-092", "outfit_style": "professional_creative_culture", "personality_id": "person-0299", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional hairdresser outfit: a black salon tunic over a cream long-sleeved undershirt, black full-length trousers and dark shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0299-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00031.tar", "seed": 471050446, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:50:34.166189+00:00", "image_sha256": "e8a25fb1d99c42626cc39328e9dabe84f7e2503b0034c4d4e9e37aa096b10960", "reference_image_sha256": "de67ecc237da1ad09b63c4249934e492e4469cafc932a401e423ea0dbe62e17f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 471050446, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.569671297911555, "positive_text_encoding_seconds": 0.03964410629123449, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0299-job-092.png", "json_member": "person-0299-job-092.json", "prompt_member": "person-0299-job-092.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00031.tar", "reference_source_member": "person-0299-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:44.806512+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0015883612213656306, "efficientnet_nsfw": 0.08207885921001434, "efficientnet_classes": {"drawing": 0.874174177646637, "hentai": 0.028962166979908943, "neutral": 0.04374690726399422, "porn": 0.023887628689408302, "sexy": 0.0292290598154068}}, "foreground": {"clip_nsfw": 0.0003468851500656456, "efficientnet_nsfw": 0.07762111723423004, "efficientnet_classes": {"drawing": 0.8634478449821472, "hentai": 0.02727448008954525, "neutral": 0.05893110856413841, "porn": 0.021923769265413284, "sexy": 0.028422869741916656}}}, "max_score": 0.08207885921001434, "id": "person-0299-job-092", "attempt": 0, "utc": "2026-10-07T09:50:33.913818+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "e8a25fb1d99c42626cc39328e9dabe84f7e2503b0034c4d4e9e37aa096b10960"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Latino heritage, warm medium brown skin, chestnut a tidy side-part hairstyle, a sturdy build, wearing a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a sturdy build", "character_id": "person-0300", "default_emotion": "neutral", "description": "The same reference identity in the medical laboratory technician outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "chestnut a tidy side-part hairstyle", "id": "person-0300-job-007", "job_id": "job-007", "job_key": "laboratory_technician", "job_outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "job_outfit_index": 1, "job_title_de": "Medizinische Laborfachkraft", "job_title_en": "medical laboratory technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "outfit_id": "person-0300-job-007", "outfit_style": "professional_health", "personality_id": "person-0300", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional medical laboratory technician outfit: a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes. Keep the exact face, warm medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0300-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00032.tar", "seed": 3936037237, "skin_tone": "warm medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:50:37.989286+00:00", "image_sha256": "8ecc554403769df34c2cd254f71bd6ace69f9a24a35bf4992793404e9c96a7cf", "reference_image_sha256": "4af5c1d3466e4691e5c4cf5220b19a5c4ae7efba2b74708075be84528aedd1a2", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3936037237, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.94500569999218, "positive_text_encoding_seconds": 0.040062672924250364, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0300-job-007.png", "json_member": "person-0300-job-007.json", "prompt_member": "person-0300-job-007.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00032.tar", "reference_source_member": "person-0300-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:14.153636+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Latino heritage, warm medium brown skin, chestnut a tidy side-part hairstyle, a sturdy build, wearing a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a sturdy build", "character_id": "person-0300", "default_emotion": "neutral", "description": "The same reference identity in the search and rescue worker outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "chestnut a tidy side-part hairstyle", "id": "person-0300-job-017", "job_id": "job-017", "job_key": "search_rescue", "job_outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "job_outfit_index": 2, "job_title_de": "Bergungs- und Suchrettungskraft", "job_title_en": "search and rescue worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "outfit_id": "person-0300-job-017", "outfit_style": "professional_emergency", "personality_id": "person-0300", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional search and rescue worker outfit: an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots. Keep the exact face, warm medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0300-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00032.tar", "seed": 1703023321, "skin_tone": "warm medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:50:40.938326+00:00", "image_sha256": "d39cacc5fef616ad5344717dcaab9642089e131553246b151a5af2a06237e6a9", "reference_image_sha256": "4af5c1d3466e4691e5c4cf5220b19a5c4ae7efba2b74708075be84528aedd1a2", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1703023321, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.8846414568834, "positive_text_encoding_seconds": 0.03927031718194485, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0300-job-017.png", "json_member": "person-0300-job-017.json", "prompt_member": "person-0300-job-017.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00032.tar", "reference_source_member": "person-0300-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:14.153636+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Latino heritage, warm medium brown skin, chestnut a tidy side-part hairstyle, a sturdy build, wearing a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a sturdy build", "character_id": "person-0300", "default_emotion": "neutral", "description": "The same reference identity in the cashier outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "chestnut a tidy side-part hairstyle", "id": "person-0300-job-021", "job_id": "job-021", "job_key": "cashier", "job_outfit": "a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge", "job_outfit_index": 3, "job_title_de": "Kassierer/in", "job_title_en": "cashier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge", "outfit_id": "person-0300-job-021", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0300", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional cashier outfit: a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge. Keep the exact face, warm medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0300-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00032.tar", "seed": 1107031887, "skin_tone": "warm medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:50:44.030077+00:00", "image_sha256": "a4e1bf1a2ce0aae2e7a284b1db785b60e95a143116f06a91c73dbc82b3502179", "reference_image_sha256": "4af5c1d3466e4691e5c4cf5220b19a5c4ae7efba2b74708075be84528aedd1a2", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1107031887, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.933252175338566, "positive_text_encoding_seconds": 0.04018405871465802, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0300-job-021.png", "json_member": "person-0300-job-021.json", "prompt_member": "person-0300-job-021.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00032.tar", "reference_source_member": "person-0300-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:14.153636+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Latino heritage, warm medium brown skin, chestnut a tidy side-part hairstyle, a sturdy build, wearing a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a sturdy build", "character_id": "person-0300", "default_emotion": "neutral", "description": "The same reference identity in the locksmith outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "chestnut a tidy side-part hairstyle", "id": "person-0300-job-039", "job_id": "job-039", "job_key": "locksmith", "job_outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "job_outfit_index": 4, "job_title_de": "Schlosser/in", "job_title_en": "locksmith", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "outfit_id": "person-0300-job-039", "outfit_style": "professional_construction", "personality_id": "person-0300", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional locksmith outfit: a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes. Keep the exact face, warm medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0300-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00032.tar", "seed": 3166002463, "skin_tone": "warm medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:50:53.266275+00:00", "image_sha256": "51451735d0569dbb78d685f06b40caceed4fde9c328f3b0b6879b37726aa8288", "reference_image_sha256": "4af5c1d3466e4691e5c4cf5220b19a5c4ae7efba2b74708075be84528aedd1a2", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3166002463, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.26275407616049, "positive_text_encoding_seconds": 0.03989108186215162, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0300-job-039.png", "json_member": "person-0300-job-039.json", "prompt_member": "person-0300-job-039.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00032.tar", "reference_source_member": "person-0300-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:14.153636+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Latino heritage, warm medium brown skin, chestnut a tidy side-part hairstyle, a sturdy build, wearing a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a sturdy build", "character_id": "person-0300", "default_emotion": "neutral", "description": "The same reference identity in the delivery courier outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "chestnut a tidy side-part hairstyle", "id": "person-0300-job-048", "job_id": "job-048", "job_key": "delivery_courier", "job_outfit": "a royal-blue weatherproof delivery jacket with orange cuffs, charcoal cargo trousers and sturdy black shoes", "job_outfit_index": 5, "job_title_de": "Paketzusteller/in", "job_title_en": "delivery courier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue weatherproof delivery jacket with orange cuffs, charcoal cargo trousers and sturdy black shoes", "outfit_id": "person-0300-job-048", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0300", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional delivery courier outfit: a royal-blue weatherproof delivery jacket with orange cuffs, charcoal cargo trousers and sturdy black shoes. Keep the exact face, warm medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0300-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00032.tar", "seed": 2642201279, "skin_tone": "warm medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:50:54.433681+00:00", "image_sha256": "e323daa39f5df7f9d3862cba461872a773dc5afc613be1793c2ef27e46a92280", "reference_image_sha256": "4af5c1d3466e4691e5c4cf5220b19a5c4ae7efba2b74708075be84528aedd1a2", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2642201279, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.485634750220925, "positive_text_encoding_seconds": 0.04034144291654229, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0300-job-048.png", "json_member": "person-0300-job-048.json", "prompt_member": "person-0300-job-048.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00032.tar", "reference_source_member": "person-0300-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:14.153636+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Latino heritage, warm medium brown skin, chestnut a tidy side-part hairstyle, a sturdy build, wearing a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a sturdy build", "character_id": "person-0300", "default_emotion": "neutral", "description": "The same reference identity in the train driver outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "chestnut a tidy side-part hairstyle", "id": "person-0300-job-053", "job_id": "job-053", "job_key": "train_driver", "job_outfit": "a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes", "job_outfit_index": 6, "job_title_de": "Lokführer/in", "job_title_en": "train driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes", "outfit_id": "person-0300-job-053", "outfit_style": "professional_civic_transport", "personality_id": "person-0300", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional train driver outfit: a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes. Keep the exact face, warm medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0300-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00032.tar", "seed": 1131022630, "skin_tone": "warm medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:50:54.492595+00:00", "image_sha256": "cb66d830d7c2fd1f93be545feb40b8a7e0b76910d09e466633cec2277fd536c1", "reference_image_sha256": "4af5c1d3466e4691e5c4cf5220b19a5c4ae7efba2b74708075be84528aedd1a2", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1131022630, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.451886164955795, "positive_text_encoding_seconds": 0.03995409794151783, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0300-job-053.png", "json_member": "person-0300-job-053.json", "prompt_member": "person-0300-job-053.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00032.tar", "reference_source_member": "person-0300-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:14.153636+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Latino heritage, warm medium brown skin, chestnut a tidy side-part hairstyle, a sturdy build, wearing a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a sturdy build", "character_id": "person-0300", "default_emotion": "neutral", "description": "The same reference identity in the bank teller outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "chestnut a tidy side-part hairstyle", "id": "person-0300-job-061", "job_id": "job-061", "job_key": "bank_teller", "job_outfit": "a navy tailored waistcoat over a white closed shirt, charcoal trousers and black shoes, blank name badge", "job_outfit_index": 7, "job_title_de": "Bankangestellte/r", "job_title_en": "bank teller", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy tailored waistcoat over a white closed shirt, charcoal trousers and black shoes, blank name badge", "outfit_id": "person-0300-job-061", "outfit_style": "professional_office_finance", "personality_id": "person-0300", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional bank teller outfit: a navy tailored waistcoat over a white closed shirt, charcoal trousers and black shoes, blank name badge. Keep the exact face, warm medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0300-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00032.tar", "seed": 1122495618, "skin_tone": "warm medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:51:13.527348+00:00", "image_sha256": "0ef8d581a8b4d74c58ef75d0d4c8b8498d12608e11d0dafa32fc56f1d1c0288f", "reference_image_sha256": "4af5c1d3466e4691e5c4cf5220b19a5c4ae7efba2b74708075be84528aedd1a2", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1122495618, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.65608088718727, "positive_text_encoding_seconds": 0.039878712967038155, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0300-job-061.png", "json_member": "person-0300-job-061.json", "prompt_member": "person-0300-job-061.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00032.tar", "reference_source_member": "person-0300-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:14.153636+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Latino heritage, warm medium brown skin, chestnut a tidy side-part hairstyle, a sturdy build, wearing a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a sturdy build", "character_id": "person-0300", "default_emotion": "neutral", "description": "The same reference identity in the farmer outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "chestnut a tidy side-part hairstyle", "id": "person-0300-job-071", "job_id": "job-071", "job_key": "farmer", "job_outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "job_outfit_index": 8, "job_title_de": "Landwirt/in", "job_title_en": "farmer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "outfit_id": "person-0300-job-071", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0300", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional farmer outfit: brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots. Keep the exact face, warm medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0300-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00032.tar", "seed": 4097077069, "skin_tone": "warm medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:51:13.956211+00:00", "image_sha256": "bc57ca41398ebb5c62444466c470712bf8be44a1dea4feebb78aa2fb4bbb06ed", "reference_image_sha256": "4af5c1d3466e4691e5c4cf5220b19a5c4ae7efba2b74708075be84528aedd1a2", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4097077069, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.5765328402631, "positive_text_encoding_seconds": 0.039456409867852926, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0300-job-071.png", "json_member": "person-0300-job-071.json", "prompt_member": "person-0300-job-071.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00032.tar", "reference_source_member": "person-0300-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:14.153636+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Latino heritage, warm medium brown skin, chestnut a tidy side-part hairstyle, a sturdy build, wearing a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a sturdy build", "character_id": "person-0300", "default_emotion": "neutral", "description": "The same reference identity in the university lecturer outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "chestnut a tidy side-part hairstyle", "id": "person-0300-job-082", "job_id": "job-082", "job_key": "university_lecturer", "job_outfit": "a taupe tweed blazer over a pale blue closed shirt, charcoal trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Hochschuldozent/in", "job_title_en": "university lecturer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a taupe tweed blazer over a pale blue closed shirt, charcoal trousers and brown shoes", "outfit_id": "person-0300-job-082", "outfit_style": "professional_science_education", "personality_id": "person-0300", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional university lecturer outfit: a taupe tweed blazer over a pale blue closed shirt, charcoal trousers and brown shoes. Keep the exact face, warm medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0300-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00032.tar", "seed": 1456825417, "skin_tone": "warm medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:51:18.052474+00:00", "image_sha256": "7c64aac6d3d169851037261b5b27a466ddcafb427d64063d3d1c9572ab871592", "reference_image_sha256": "4af5c1d3466e4691e5c4cf5220b19a5c4ae7efba2b74708075be84528aedd1a2", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1456825417, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.88893159572035, "positive_text_encoding_seconds": 0.03975664684548974, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0300-job-082.png", "json_member": "person-0300-job-082.json", "prompt_member": "person-0300-job-082.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00032.tar", "reference_source_member": "person-0300-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:14.153636+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old man, Latino heritage, warm medium brown skin, chestnut a tidy side-part hairstyle, a sturdy build, wearing a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark navy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a sturdy build", "character_id": "person-0300", "default_emotion": "neutral", "description": "The same reference identity in the museum curator outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "male", "hair": "chestnut a tidy side-part hairstyle", "id": "person-0300-job-099", "job_id": "job-099", "job_key": "museum_curator", "job_outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "job_outfit_index": 10, "job_title_de": "Museumskurator/in", "job_title_en": "museum curator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "outfit_id": "person-0300-job-099", "outfit_style": "professional_creative_culture", "personality_id": "person-0300", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional museum curator outfit: a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes. Keep the exact face, warm medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0300-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00032.tar", "seed": 3476128934, "skin_tone": "warm medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:51:21.006545+00:00", "image_sha256": "3ffb37750c3544e8bdb623669a5ad167bd07def6a978562db3e41b2d5085ac8f", "reference_image_sha256": "4af5c1d3466e4691e5c4cf5220b19a5c4ae7efba2b74708075be84528aedd1a2", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3476128934, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.893998404964805, "positive_text_encoding_seconds": 0.04005088098347187, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0300-job-099.png", "json_member": "person-0300-job-099.json", "prompt_member": "person-0300-job-099.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00032.tar", "reference_source_member": "person-0300-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:14.153636+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, white European-ancestry heritage, light olive skin, blond a short practical bob, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0301", "default_emotion": "neutral", "description": "The same reference identity in the surgeon outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a short practical bob", "id": "person-0301-job-002", "job_id": "job-002", "job_key": "surgeon", "job_outfit": "a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask", "job_outfit_index": 1, "job_title_de": "Chirurg/Chirurgin", "job_title_en": "surgeon", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask", "outfit_id": "person-0301-job-002", "outfit_style": "professional_health", "personality_id": "person-0301", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional surgeon outfit: a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0301-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00002.tar", "seed": 1559595432, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:51:24.186366+00:00", "image_sha256": "2bb325b8b85154bdb9413ad49a256d82ea491b01f5094ee8bf90da4e0e8a9c9f", "reference_image_sha256": "dffcefe3b3dba48f776c85870e4b57a729def1711b4368c31cbf34e1e8b13a1d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1559595432, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.9357920200564, "positive_text_encoding_seconds": 0.0408378429710865, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0301-job-002.png", "json_member": "person-0301-job-002.json", "prompt_member": "person-0301-job-002.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00002.tar", "reference_source_member": "person-0301-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.430836+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, white European-ancestry heritage, light olive skin, blond a short practical bob, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0301", "default_emotion": "neutral", "description": "The same reference identity in the detective outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a short practical bob", "id": "person-0301-job-013", "job_id": "job-013", "job_key": "detective", "job_outfit": "a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes", "job_outfit_index": 2, "job_title_de": "Kriminalermittler/in", "job_title_en": "detective", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes", "outfit_id": "person-0301-job-013", "outfit_style": "professional_emergency", "personality_id": "person-0301", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional detective outfit: a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0301-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00002.tar", "seed": 2241974320, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:51:33.734288+00:00", "image_sha256": "ee5e86819bc186311225b1408e5282c4b892d4855f690087fd379a5f6b478bcb", "reference_image_sha256": "dffcefe3b3dba48f776c85870e4b57a729def1711b4368c31cbf34e1e8b13a1d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2241974320, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.25363584794104, "positive_text_encoding_seconds": 0.04021283099427819, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0301-job-013.png", "json_member": "person-0301-job-013.json", "prompt_member": "person-0301-job-013.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00002.tar", "reference_source_member": "person-0301-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.430836+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, white European-ancestry heritage, light olive skin, blond a short practical bob, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0301", "default_emotion": "neutral", "description": "The same reference identity in the florist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a short practical bob", "id": "person-0301-job-026", "job_id": "job-026", "job_key": "florist", "job_outfit": "an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes", "job_outfit_index": 3, "job_title_de": "Florist/in", "job_title_en": "florist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes", "outfit_id": "person-0301-job-026", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0301", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional florist outfit: an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0301-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00002.tar", "seed": 335608511, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:51:35.212517+00:00", "image_sha256": "49d4880b1f985b6cb378b7699b3d20272d4c5fca0083be09f346cc74938613d4", "reference_image_sha256": "dffcefe3b3dba48f776c85870e4b57a729def1711b4368c31cbf34e1e8b13a1d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 335608511, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.4754194682464, "positive_text_encoding_seconds": 0.0405991543084383, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0301-job-026.png", "json_member": "person-0301-job-026.json", "prompt_member": "person-0301-job-026.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00002.tar", "reference_source_member": "person-0301-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.430836+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, white European-ancestry heritage, light olive skin, blond a short practical bob, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0301", "default_emotion": "neutral", "description": "The same reference identity in the locksmith outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a short practical bob", "id": "person-0301-job-039", "job_id": "job-039", "job_key": "locksmith", "job_outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "job_outfit_index": 4, "job_title_de": "Schlosser/in", "job_title_en": "locksmith", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "outfit_id": "person-0301-job-039", "outfit_style": "professional_construction", "personality_id": "person-0301", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional locksmith outfit: a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0301-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00002.tar", "seed": 1031840864, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:51:35.169079+00:00", "image_sha256": "e910e3197fea81b8448ed4f4184f5e6ec7a7240a18fb73d4d7d6d45ec6da913b", "reference_image_sha256": "dffcefe3b3dba48f776c85870e4b57a729def1711b4368c31cbf34e1e8b13a1d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1031840864, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45562359364703, "positive_text_encoding_seconds": 0.03995824232697487, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0301-job-039.png", "json_member": "person-0301-job-039.json", "prompt_member": "person-0301-job-039.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00002.tar", "reference_source_member": "person-0301-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.430836+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, white European-ancestry heritage, light olive skin, blond a short practical bob, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0301", "default_emotion": "neutral", "description": "The same reference identity in the truck driver outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a short practical bob", "id": "person-0301-job-047", "job_id": "job-047", "job_key": "truck_driver", "job_outfit": "a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots", "job_outfit_index": 5, "job_title_de": "Lkw-Fahrer/in", "job_title_en": "truck driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots", "outfit_id": "person-0301-job-047", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0301", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional truck driver outfit: a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0301-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00002.tar", "seed": 583245442, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:51:53.380475+00:00", "image_sha256": "8cb96dccf6af1c112fe9ad753e7b9a480c4b5fe9be5874d37ed45a091d2ed8c6", "reference_image_sha256": "dffcefe3b3dba48f776c85870e4b57a729def1711b4368c31cbf34e1e8b13a1d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 583245442, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.639228417072445, "positive_text_encoding_seconds": 0.040168533101677895, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0301-job-047.png", "json_member": "person-0301-job-047.json", "prompt_member": "person-0301-job-047.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00002.tar", "reference_source_member": "person-0301-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.430836+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, white European-ancestry heritage, light olive skin, blond a short practical bob, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0301", "default_emotion": "neutral", "description": "The same reference identity in the postal worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a short practical bob", "id": "person-0301-job-051", "job_id": "job-051", "job_key": "postal_worker", "job_outfit": "a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes", "job_outfit_index": 6, "job_title_de": "Postzusteller/in", "job_title_en": "postal worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes", "outfit_id": "person-0301-job-051", "outfit_style": "professional_civic_transport", "personality_id": "person-0301", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional postal worker outfit: a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0301-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00002.tar", "seed": 1953889048, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:51:53.754762+00:00", "image_sha256": "6c4e13a6ba71eee462594f4637fa31d043f631a14eb1f1d9a19b1821175c2128", "reference_image_sha256": "dffcefe3b3dba48f776c85870e4b57a729def1711b4368c31cbf34e1e8b13a1d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1953889048, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58513184590265, "positive_text_encoding_seconds": 0.04126153700053692, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0301-job-051.png", "json_member": "person-0301-job-051.json", "prompt_member": "person-0301-job-051.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00002.tar", "reference_source_member": "person-0301-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.430836+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, white European-ancestry heritage, light olive skin, blond a short practical bob, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0301", "default_emotion": "neutral", "description": "The same reference identity in the financial adviser outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a short practical bob", "id": "person-0301-job-068", "job_id": "job-068", "job_key": "financial_adviser", "job_outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "job_outfit_index": 7, "job_title_de": "Finanzberater/in", "job_title_en": "financial adviser", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "outfit_id": "person-0301-job-068", "outfit_style": "professional_office_finance", "personality_id": "person-0301", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional financial adviser outfit: a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0301-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00002.tar", "seed": 848831324, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:51:58.145271+00:00", "image_sha256": "a4391b5c1dca81c4047f7b60af768a90dec02b432bc23bcd08b02938364d349a", "reference_image_sha256": "dffcefe3b3dba48f776c85870e4b57a729def1711b4368c31cbf34e1e8b13a1d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 848831324, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.87995140068233, "positive_text_encoding_seconds": 0.03984811529517174, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0301-job-068.png", "json_member": "person-0301-job-068.json", "prompt_member": "person-0301-job-068.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00002.tar", "reference_source_member": "person-0301-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.430836+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, white European-ancestry heritage, light olive skin, blond a short practical bob, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0301", "default_emotion": "neutral", "description": "The same reference identity in the forester outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a short practical bob", "id": "person-0301-job-073", "job_id": "job-073", "job_key": "forester", "job_outfit": "an orange field jacket with charcoal panels, brown protective work trousers and sturdy black boots", "job_outfit_index": 8, "job_title_de": "Forstwirt/in", "job_title_en": "forester", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange field jacket with charcoal panels, brown protective work trousers and sturdy black boots", "outfit_id": "person-0301-job-073", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0301", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional forester outfit: an orange field jacket with charcoal panels, brown protective work trousers and sturdy black boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0301-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00002.tar", "seed": 2842867480, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:52:01.109661+00:00", "image_sha256": "249817419b91348598cf4795a115fd9d551baf49b8bca4b515fcd732a9ff708f", "reference_image_sha256": "dffcefe3b3dba48f776c85870e4b57a729def1711b4368c31cbf34e1e8b13a1d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2842867480, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.889675919897854, "positive_text_encoding_seconds": 0.04041740484535694, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0301-job-073.png", "json_member": "person-0301-job-073.json", "prompt_member": "person-0301-job-073.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00002.tar", "reference_source_member": "person-0301-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.430836+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, white European-ancestry heritage, light olive skin, blond a short practical bob, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0301", "default_emotion": "neutral", "description": "The same reference identity in the journalist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a short practical bob", "id": "person-0301-job-089", "job_id": "job-089", "job_key": "journalist", "job_outfit": "a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes", "job_outfit_index": 9, "job_title_de": "Journalist/in", "job_title_en": "journalist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes", "outfit_id": "person-0301-job-089", "outfit_style": "professional_science_education", "personality_id": "person-0301", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional journalist outfit: a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0301-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00002.tar", "seed": 933875606, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:52:04.293179+00:00", "image_sha256": "e34a3bf58d7b9505e14bdaa921ed03fbe4a83fdc1d022f33ea4be3f19938f39b", "reference_image_sha256": "dffcefe3b3dba48f776c85870e4b57a729def1711b4368c31cbf34e1e8b13a1d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 933875606, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93104124907404, "positive_text_encoding_seconds": 0.040773477870970964, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0301-job-089.png", "json_member": "person-0301-job-089.json", "prompt_member": "person-0301-job-089.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00002.tar", "reference_source_member": "person-0301-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.430836+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, white European-ancestry heritage, light olive skin, blond a short practical bob, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0301", "default_emotion": "neutral", "description": "The same reference identity in the chef outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a short practical bob", "id": "person-0301-job-091", "job_id": "job-091", "job_key": "chef", "job_outfit": "a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat", "job_outfit_index": 10, "job_title_de": "Koch/Köchin", "job_title_en": "chef", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat", "outfit_id": "person-0301-job-091", "outfit_style": "professional_creative_culture", "personality_id": "person-0301", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional chef outfit: a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0301-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00002.tar", "seed": 2451891827, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:52:14.165842+00:00", "image_sha256": "27f9b55731ed12ee7acd44c023af246118334c42e509032027c707c82e01560f", "reference_image_sha256": "dffcefe3b3dba48f776c85870e4b57a729def1711b4368c31cbf34e1e8b13a1d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2451891827, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.25701268296689, "positive_text_encoding_seconds": 0.039642959367483854, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0301-job-091.png", "json_member": "person-0301-job-091.json", "prompt_member": "person-0301-job-091.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00002.tar", "reference_source_member": "person-0301-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:26.430836+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, Indian heritage, medium brown skin, dark brown a neatly tied ponytail, a compact build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0302", "default_emotion": "neutral", "description": "The same reference identity in the medical laboratory technician outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0302-job-007", "job_id": "job-007", "job_key": "laboratory_technician", "job_outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "job_outfit_index": 1, "job_title_de": "Medizinische Laborfachkraft", "job_title_en": "medical laboratory technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "outfit_id": "person-0302-job-007", "outfit_style": "professional_health", "personality_id": "person-0302", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional medical laboratory technician outfit: a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0302-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00001.tar", "seed": 4112307505, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:52:15.826220+00:00", "image_sha256": "b62f1fe3d1488ca8a8a56f8ff3affa4f38047269fbf3b5afe988f4c95c4aae0c", "reference_image_sha256": "5fd6e1daa4bfe80fceb3203b06428427f061dfaac7e3e951cd1ac591c2067173", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4112307505, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45091959834099, "positive_text_encoding_seconds": 0.04012970393523574, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0302-job-007.png", "json_member": "person-0302-job-007.json", "prompt_member": "person-0302-job-007.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00001.tar", "reference_source_member": "person-0302-neutral.png", "reference_source_generated_utc": "2026-10-06T15:38:04.533945+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, Indian heritage, medium brown skin, dark brown a neatly tied ponytail, a compact build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0302", "default_emotion": "neutral", "description": "The same reference identity in the search and rescue worker outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0302-job-017", "job_id": "job-017", "job_key": "search_rescue", "job_outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "job_outfit_index": 2, "job_title_de": "Bergungs- und Suchrettungskraft", "job_title_en": "search and rescue worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "outfit_id": "person-0302-job-017", "outfit_style": "professional_emergency", "personality_id": "person-0302", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional search and rescue worker outfit: an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0302-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00001.tar", "seed": 472012741, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:52:15.749491+00:00", "image_sha256": "8eeda48d8987c3999c200d346d6d4c8bbade2a6708d66b16911ab4a907efb352", "reference_image_sha256": "5fd6e1daa4bfe80fceb3203b06428427f061dfaac7e3e951cd1ac591c2067173", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 472012741, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.32288448512554, "positive_text_encoding_seconds": 0.039747819770127535, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0302-job-017.png", "json_member": "person-0302-job-017.json", "prompt_member": "person-0302-job-017.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00001.tar", "reference_source_member": "person-0302-neutral.png", "reference_source_generated_utc": "2026-10-06T15:38:04.533945+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, Indian heritage, medium brown skin, dark brown a neatly tied ponytail, a compact build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0302", "default_emotion": "neutral", "description": "The same reference identity in the butcher outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0302-job-024", "job_id": "job-024", "job_key": "butcher", "job_outfit": "a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes", "job_outfit_index": 3, "job_title_de": "Fleischer/in", "job_title_en": "butcher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes", "outfit_id": "person-0302-job-024", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0302", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional butcher outfit: a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0302-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00001.tar", "seed": 1892053618, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:52:33.261285+00:00", "image_sha256": "40a18c0871dc02b5ca188caab1992d6ec9dd700308b7634cf68c700f6b034004", "reference_image_sha256": "5fd6e1daa4bfe80fceb3203b06428427f061dfaac7e3e951cd1ac591c2067173", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1892053618, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.673448234796524, "positive_text_encoding_seconds": 0.03993419464677572, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0302-job-024.png", "json_member": "person-0302-job-024.json", "prompt_member": "person-0302-job-024.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00001.tar", "reference_source_member": "person-0302-neutral.png", "reference_source_generated_utc": "2026-10-06T15:38:04.533945+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, Indian heritage, medium brown skin, dark brown a neatly tied ponytail, a compact build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0302", "default_emotion": "neutral", "description": "The same reference identity in the roofer outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0302-job-036", "job_id": "job-036", "job_key": "roofer", "job_outfit": "a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt", "job_outfit_index": 4, "job_title_de": "Dachdecker/in", "job_title_en": "roofer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt", "outfit_id": "person-0302-job-036", "outfit_style": "professional_construction", "personality_id": "person-0302", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional roofer outfit: a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0302-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00001.tar", "seed": 2951100179, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:52:33.533318+00:00", "image_sha256": "96d23ef7bc863da4af551c8e5c06f3b6a64c42dbf875a16d322adc6dbf73d1b3", "reference_image_sha256": "5fd6e1daa4bfe80fceb3203b06428427f061dfaac7e3e951cd1ac591c2067173", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2951100179, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.56974602397531, "positive_text_encoding_seconds": 0.039599203038960695, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0302-job-036.png", "json_member": "person-0302-job-036.json", "prompt_member": "person-0302-job-036.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00001.tar", "reference_source_member": "person-0302-neutral.png", "reference_source_generated_utc": "2026-10-06T15:38:04.533945+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, Indian heritage, medium brown skin, dark brown a neatly tied ponytail, a compact build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0302", "default_emotion": "neutral", "description": "The same reference identity in the auto mechanic outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0302-job-043", "job_id": "job-043", "job_key": "auto_mechanic", "job_outfit": "navy zip-front mechanic coveralls with red shoulder panels, black work boots", "job_outfit_index": 5, "job_title_de": "Kfz-Mechaniker/in", "job_title_en": "auto mechanic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "navy zip-front mechanic coveralls with red shoulder panels, black work boots", "outfit_id": "person-0302-job-043", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0302", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional auto mechanic outfit: navy zip-front mechanic coveralls with red shoulder panels, black work boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0302-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00001.tar", "seed": 1112354956, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:52:38.239627+00:00", "image_sha256": "82949ea95dbcf412a2d32778c0cb03a490a084965b3a235deb0f64777b8a75b5", "reference_image_sha256": "5fd6e1daa4bfe80fceb3203b06428427f061dfaac7e3e951cd1ac591c2067173", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1112354956, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.88314644806087, "positive_text_encoding_seconds": 0.039913907647132874, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0302-job-043.png", "json_member": "person-0302-job-043.json", "prompt_member": "person-0302-job-043.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00001.tar", "reference_source_member": "person-0302-neutral.png", "reference_source_generated_utc": "2026-10-06T15:38:04.533945+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, Indian heritage, medium brown skin, dark brown a neatly tied ponytail, a compact build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0302", "default_emotion": "neutral", "description": "The same reference identity in the taxi driver outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0302-job-054", "job_id": "job-054", "job_key": "taxi_driver", "job_outfit": "a charcoal casual blazer over a pale blue closed shirt, navy trousers and brown shoes", "job_outfit_index": 6, "job_title_de": "Taxifahrer/in", "job_title_en": "taxi driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal casual blazer over a pale blue closed shirt, navy trousers and brown shoes", "outfit_id": "person-0302-job-054", "outfit_style": "professional_civic_transport", "personality_id": "person-0302", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional taxi driver outfit: a charcoal casual blazer over a pale blue closed shirt, navy trousers and brown shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0302-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00001.tar", "seed": 2184474247, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:52:41.204315+00:00", "image_sha256": "ccc367eb5fb6d5eb8c8a8e73274febe1949ca7ec02c1d267370424cd9ca19c9b", "reference_image_sha256": "5fd6e1daa4bfe80fceb3203b06428427f061dfaac7e3e951cd1ac591c2067173", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2184474247, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88407547213137, "positive_text_encoding_seconds": 0.04008053010329604, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0302-job-054.png", "json_member": "person-0302-job-054.json", "prompt_member": "person-0302-job-054.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00001.tar", "reference_source_member": "person-0302-neutral.png", "reference_source_generated_utc": "2026-10-06T15:38:04.533945+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, Indian heritage, medium brown skin, dark brown a neatly tied ponytail, a compact build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0302", "default_emotion": "neutral", "description": "The same reference identity in the translator outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0302-job-070", "job_id": "job-070", "job_key": "translator", "job_outfit": "a brown knit cardigan over a pale blue closed shirt, navy tailored trousers and brown shoes", "job_outfit_index": 7, "job_title_de": "Übersetzer/in", "job_title_en": "translator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown knit cardigan over a pale blue closed shirt, navy tailored trousers and brown shoes", "outfit_id": "person-0302-job-070", "outfit_style": "professional_office_finance", "personality_id": "person-0302", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional translator outfit: a brown knit cardigan over a pale blue closed shirt, navy tailored trousers and brown shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0302-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00001.tar", "seed": 2985806846, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:52:44.425373+00:00", "image_sha256": "9dd8793d74b74c131a79f76c8a09b8b13d33308b8a7ff9a9127db11e50571e15", "reference_image_sha256": "5fd6e1daa4bfe80fceb3203b06428427f061dfaac7e3e951cd1ac591c2067173", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2985806846, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.92494936008006, "positive_text_encoding_seconds": 0.04014443838968873, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0302-job-070.png", "json_member": "person-0302-job-070.json", "prompt_member": "person-0302-job-070.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00001.tar", "reference_source_member": "person-0302-neutral.png", "reference_source_generated_utc": "2026-10-06T15:38:04.533945+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, Indian heritage, medium brown skin, dark brown a neatly tied ponytail, a compact build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0302", "default_emotion": "neutral", "description": "The same reference identity in the fishery worker outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0302-job-074", "job_id": "job-074", "job_key": "fishery_worker", "job_outfit": "an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots", "job_outfit_index": 8, "job_title_de": "Fischereifachkraft", "job_title_en": "fishery worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots", "outfit_id": "person-0302-job-074", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0302", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional fishery worker outfit: an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0302-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00001.tar", "seed": 555880607, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:52:54.626448+00:00", "image_sha256": "6f425182930c4443a66bdc6ec69abf1d2261fecc4899fef76d01f7ac3c482de2", "reference_image_sha256": "5fd6e1daa4bfe80fceb3203b06428427f061dfaac7e3e951cd1ac591c2067173", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 555880607, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.24453998124227, "positive_text_encoding_seconds": 0.04012958938255906, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0302-job-074.png", "json_member": "person-0302-job-074.json", "prompt_member": "person-0302-job-074.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00001.tar", "reference_source_member": "person-0302-neutral.png", "reference_source_generated_utc": "2026-10-06T15:38:04.533945+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, Indian heritage, medium brown skin, dark brown a neatly tied ponytail, a compact build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0302", "default_emotion": "neutral", "description": "The same reference identity in the surveyor outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0302-job-086", "job_id": "job-086", "job_key": "surveyor", "job_outfit": "an orange reflective field vest over a pale blue long-sleeved shirt, charcoal work trousers and brown boots", "job_outfit_index": 9, "job_title_de": "Vermessungstechniker/in", "job_title_en": "surveyor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective field vest over a pale blue long-sleeved shirt, charcoal work trousers and brown boots", "outfit_id": "person-0302-job-086", "outfit_style": "professional_science_education", "personality_id": "person-0302", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional surveyor outfit: an orange reflective field vest over a pale blue long-sleeved shirt, charcoal work trousers and brown boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0302-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00001.tar", "seed": 1437328442, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:52:56.251951+00:00", "image_sha256": "57208ed00d45ff751ce811a08992ca334378aeb5f058a46f45b7dd1467a0ef23", "reference_image_sha256": "5fd6e1daa4bfe80fceb3203b06428427f061dfaac7e3e951cd1ac591c2067173", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1437328442, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.3304907833226, "positive_text_encoding_seconds": 0.040250507183372974, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0302-job-086.png", "json_member": "person-0302-job-086.json", "prompt_member": "person-0302-job-086.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00001.tar", "reference_source_member": "person-0302-neutral.png", "reference_source_generated_utc": "2026-10-06T15:38:04.533945+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, Indian heritage, medium brown skin, dark brown a neatly tied ponytail, a compact build, wearing a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0302", "default_emotion": "neutral", "description": "The same reference identity in the sound technician outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0302-job-097", "job_id": "job-097", "job_key": "sound_technician", "job_outfit": "a navy technical jacket over a charcoal closed shirt, black utility trousers and dark work shoes", "job_outfit_index": 10, "job_title_de": "Tontechniker/in", "job_title_en": "sound technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy technical jacket over a charcoal closed shirt, black utility trousers and dark work shoes", "outfit_id": "person-0302-job-097", "outfit_style": "professional_creative_culture", "personality_id": "person-0302", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional sound technician outfit: a navy technical jacket over a charcoal closed shirt, black utility trousers and dark work shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0302-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00001.tar", "seed": 807261311, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:52:56.452548+00:00", "image_sha256": "8db6535f7b709e652d2f3a25086a65964f62ceaffad87b206c67508353603a4d", "reference_image_sha256": "5fd6e1daa4bfe80fceb3203b06428427f061dfaac7e3e951cd1ac591c2067173", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 807261311, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.4546766821295, "positive_text_encoding_seconds": 0.039896938018500805, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0302-job-097.png", "json_member": "person-0302-job-097.json", "prompt_member": "person-0302-job-097.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00001.tar", "reference_source_member": "person-0302-neutral.png", "reference_source_generated_utc": "2026-10-06T15:38:04.533945+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, an average build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0303", "default_emotion": "neutral", "description": "The same reference identity in the paramedic outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0303-job-004", "job_id": "job-004", "job_key": "paramedic", "job_outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "job_outfit_index": 1, "job_title_de": "Rettungssanitäter/in", "job_title_en": "paramedic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "outfit_id": "person-0303-job-004", "outfit_style": "professional_health", "personality_id": "person-0303", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional paramedic outfit: a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0303-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00005.tar", "seed": 1897662713, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:53:13.146869+00:00", "image_sha256": "9121569085529448a919aec6b6dda582567caedc72d6fc021273da9dcf6063c2", "reference_image_sha256": "bda71675e775ea2ba37d86b1f850a21f01ae6f82db871e14f4de701aa19db980", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1897662713, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.67196659790352, "positive_text_encoding_seconds": 0.0406210720539093, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0303-job-004.png", "json_member": "person-0303-job-004.json", "prompt_member": "person-0303-job-004.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00005.tar", "reference_source_member": "person-0303-neutral.png", "reference_source_generated_utc": "2026-10-06T16:36:21.301468+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, an average build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0303", "default_emotion": "neutral", "description": "The same reference identity in the civil defense worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0303-job-018", "job_id": "job-018", "job_key": "civil_defense", "job_outfit": "a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots", "job_outfit_index": 2, "job_title_de": "Katastrophenschutzkraft", "job_title_en": "civil defense worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots", "outfit_id": "person-0303-job-018", "outfit_style": "professional_emergency", "personality_id": "person-0303", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional civil defense worker outfit: a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0303-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00005.tar", "seed": 1779434157, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:53:13.333882+00:00", "image_sha256": "10c0e6fbe208d3bcf963c3442859a4717c9a9260bb7249160a9be90c964ea66c", "reference_image_sha256": "bda71675e775ea2ba37d86b1f850a21f01ae6f82db871e14f4de701aa19db980", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1779434157, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58553433371708, "positive_text_encoding_seconds": 0.03988933702930808, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0303-job-018.png", "json_member": "person-0303-job-018.json", "prompt_member": "person-0303-job-018.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00005.tar", "reference_source_member": "person-0303-neutral.png", "reference_source_generated_utc": "2026-10-06T16:36:21.301468+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, an average build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0303", "default_emotion": "neutral", "description": "The same reference identity in the supermarket worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0303-job-022", "job_id": "job-022", "job_key": "supermarket_worker", "job_outfit": "an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge", "job_outfit_index": 3, "job_title_de": "Supermarktmitarbeiter/in", "job_title_en": "supermarket worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge", "outfit_id": "person-0303-job-022", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0303", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional supermarket worker outfit: an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0303-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00005.tar", "seed": 3194474945, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:53:18.333752+00:00", "image_sha256": "baf3ce1bff681ac71aedfae6cd9a2f94d92ee9e2de1ea2e972dad9e020457753", "reference_image_sha256": "bda71675e775ea2ba37d86b1f850a21f01ae6f82db871e14f4de701aa19db980", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3194474945, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.87737057264894, "positive_text_encoding_seconds": 0.040187102276831865, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0303-job-022.png", "json_member": "person-0303-job-022.json", "prompt_member": "person-0303-job-022.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00005.tar", "reference_source_member": "person-0303-neutral.png", "reference_source_generated_utc": "2026-10-06T16:36:21.301468+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, an average build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0303", "default_emotion": "neutral", "description": "The same reference identity in the plumber outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0303-job-032", "job_id": "job-032", "job_key": "plumber", "job_outfit": "a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots", "job_outfit_index": 4, "job_title_de": "Installateur/in", "job_title_en": "plumber", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots", "outfit_id": "person-0303-job-032", "outfit_style": "professional_construction", "personality_id": "person-0303", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional plumber outfit: a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0303-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00005.tar", "seed": 2574834796, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:53:21.305959+00:00", "image_sha256": "71a643889b4b33fa201fd3b717f303e6cab50ec8131cb57954f5bbb962a4a31b", "reference_image_sha256": "bda71675e775ea2ba37d86b1f850a21f01ae6f82db871e14f4de701aa19db980", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2574834796, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88334285421297, "positive_text_encoding_seconds": 0.03990885289385915, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0303-job-032.png", "json_member": "person-0303-job-032.json", "prompt_member": "person-0303-job-032.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00005.tar", "reference_source_member": "person-0303-neutral.png", "reference_source_generated_utc": "2026-10-06T16:36:21.301468+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, an average build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0303", "default_emotion": "neutral", "description": "The same reference identity in the railway maintenance mechanic outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0303-job-050", "job_id": "job-050", "job_key": "rail_mechanic", "job_outfit": "an orange safety jacket over a navy long-sleeved shirt, navy reinforced trousers and sturdy boots", "job_outfit_index": 5, "job_title_de": "Bahn-Instandhaltungskraft", "job_title_en": "railway maintenance mechanic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange safety jacket over a navy long-sleeved shirt, navy reinforced trousers and sturdy boots", "outfit_id": "person-0303-job-050", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0303", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional railway maintenance mechanic outfit: an orange safety jacket over a navy long-sleeved shirt, navy reinforced trousers and sturdy boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0303-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00005.tar", "seed": 1301155936, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:53:24.569933+00:00", "image_sha256": "d323065171335fff2b822b78284b9f0bd122ac8d592ab55d014065750a672552", "reference_image_sha256": "bda71675e775ea2ba37d86b1f850a21f01ae6f82db871e14f4de701aa19db980", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1301155936, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93051207996905, "positive_text_encoding_seconds": 0.03980640508234501, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0303-job-050.png", "json_member": "person-0303-job-050.json", "prompt_member": "person-0303-job-050.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00005.tar", "reference_source_member": "person-0303-neutral.png", "reference_source_generated_utc": "2026-10-06T16:36:21.301468+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, an average build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0303", "default_emotion": "neutral", "description": "The same reference identity in the municipal clerk outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0303-job-060", "job_id": "job-060", "job_key": "municipal_clerk", "job_outfit": "a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Verwaltungsangestellte/r", "job_title_en": "municipal clerk", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes", "outfit_id": "person-0303-job-060", "outfit_style": "professional_civic_transport", "personality_id": "person-0303", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional municipal clerk outfit: a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0303-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00005.tar", "seed": 639892429, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:53:35.086266+00:00", "image_sha256": "c0efb86e06cd1c4da3c6f45519e6d9d7e1ce9a592acd2afb8299fe2a48ce35a3", "reference_image_sha256": "bda71675e775ea2ba37d86b1f850a21f01ae6f82db871e14f4de701aa19db980", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 639892429, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.24451691377908, "positive_text_encoding_seconds": 0.0407512872479856, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0303-job-060.png", "json_member": "person-0303-job-060.json", "prompt_member": "person-0303-job-060.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00005.tar", "reference_source_member": "person-0303-neutral.png", "reference_source_generated_utc": "2026-10-06T16:36:21.301468+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, an average build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0303", "default_emotion": "neutral", "description": "The same reference identity in the lawyer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0303-job-066", "job_id": "job-066", "job_key": "lawyer", "job_outfit": "a charcoal business suit over a white closed shirt and plain burgundy tie, polished black shoes", "job_outfit_index": 7, "job_title_de": "Rechtsanwalt/Rechtsanwältin", "job_title_en": "lawyer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal business suit over a white closed shirt and plain burgundy tie, polished black shoes", "outfit_id": "person-0303-job-066", "outfit_style": "professional_office_finance", "personality_id": "person-0303", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional lawyer outfit: a charcoal business suit over a white closed shirt and plain burgundy tie, polished black shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0303-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00005.tar", "seed": 3013116094, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:53:36.781758+00:00", "image_sha256": "dd26b7ce79a6405dfcd1bb764200682ec4dc9f99c791d9e68f3c4564c2ea8299", "reference_image_sha256": "bda71675e775ea2ba37d86b1f850a21f01ae6f82db871e14f4de701aa19db980", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3013116094, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.321792910806835, "positive_text_encoding_seconds": 0.039377435110509396, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0303-job-066.png", "json_member": "person-0303-job-066.json", "prompt_member": "person-0303-job-066.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00005.tar", "reference_source_member": "person-0303-neutral.png", "reference_source_generated_utc": "2026-10-06T16:36:21.301468+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, an average build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0303", "default_emotion": "neutral", "description": "The same reference identity in the gardener outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0303-job-072", "job_id": "job-072", "job_key": "gardener", "job_outfit": "a tan canvas work jacket over a navy long-sleeved shirt, brown reinforced trousers and sturdy boots", "job_outfit_index": 8, "job_title_de": "Gärtner/in", "job_title_en": "gardener", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan canvas work jacket over a navy long-sleeved shirt, brown reinforced trousers and sturdy boots", "outfit_id": "person-0303-job-072", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0303", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional gardener outfit: a tan canvas work jacket over a navy long-sleeved shirt, brown reinforced trousers and sturdy boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0303-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00005.tar", "seed": 2885423948, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:53:37.120561+00:00", "image_sha256": "7182ecc109dd0239dae99fe01c1f61e1ca6ca5406251e2c710ac10887c5c4756", "reference_image_sha256": "bda71675e775ea2ba37d86b1f850a21f01ae6f82db871e14f4de701aa19db980", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2885423948, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45396377379075, "positive_text_encoding_seconds": 0.04042529920116067, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0303-job-072.png", "json_member": "person-0303-job-072.json", "prompt_member": "person-0303-job-072.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00005.tar", "reference_source_member": "person-0303-neutral.png", "reference_source_generated_utc": "2026-10-06T16:36:21.301468+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, an average build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0303", "default_emotion": "neutral", "description": "The same reference identity in the archaeologist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0303-job-085", "job_id": "job-085", "job_key": "archaeologist", "job_outfit": "a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots", "job_outfit_index": 9, "job_title_de": "Archäologe/Archäologin", "job_title_en": "archaeologist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots", "outfit_id": "person-0303-job-085", "outfit_style": "professional_science_education", "personality_id": "person-0303", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional archaeologist outfit: a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0303-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00005.tar", "seed": 4109550234, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:53:52.995469+00:00", "image_sha256": "7cdf8eaf912e2a710ecc327f411ac160ece91f31e51e8fd5fd116690de743350", "reference_image_sha256": "bda71675e775ea2ba37d86b1f850a21f01ae6f82db871e14f4de701aa19db980", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4109550234, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.6772368340753, "positive_text_encoding_seconds": 0.04044532822445035, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0303-job-085.png", "json_member": "person-0303-job-085.json", "prompt_member": "person-0303-job-085.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00005.tar", "reference_source_member": "person-0303-neutral.png", "reference_source_generated_utc": "2026-10-06T16:36:21.301468+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, an average build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0303", "default_emotion": "neutral", "description": "The same reference identity in the music teacher outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0303-job-100", "job_id": "job-100", "job_key": "music_teacher", "job_outfit": "a brown cardigan over a white closed shirt, charcoal tailored trousers and brown shoes", "job_outfit_index": 10, "job_title_de": "Musiklehrer/in", "job_title_en": "music teacher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown cardigan over a white closed shirt, charcoal tailored trousers and brown shoes", "outfit_id": "person-0303-job-100", "outfit_style": "professional_creative_culture", "personality_id": "person-0303", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional music teacher outfit: a brown cardigan over a white closed shirt, charcoal tailored trousers and brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0303-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00005.tar", "seed": 1345514841, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:53:53.093451+00:00", "image_sha256": "42c52ab5be64fe9443d00238319d915facbd14190f47f0726409cee5a0e8daf0", "reference_image_sha256": "bda71675e775ea2ba37d86b1f850a21f01ae6f82db871e14f4de701aa19db980", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1345514841, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.584180276375264, "positive_text_encoding_seconds": 0.03994132997468114, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0303-job-100.png", "json_member": "person-0303-job-100.json", "prompt_member": "person-0303-job-100.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00005.tar", "reference_source_member": "person-0303-neutral.png", "reference_source_generated_utc": "2026-10-06T16:36:21.301468+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Japanese heritage, light warm skin, dark brown a loose braid over one shoulder, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0304", "default_emotion": "neutral", "description": "The same reference identity in the medical laboratory technician outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a loose braid over one shoulder", "id": "person-0304-job-007", "job_id": "job-007", "job_key": "laboratory_technician", "job_outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "job_outfit_index": 1, "job_title_de": "Medizinische Laborfachkraft", "job_title_en": "medical laboratory technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "outfit_id": "person-0304-job-007", "outfit_style": "professional_health", "personality_id": "person-0304", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional medical laboratory technician outfit: a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0304-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00004.tar", "seed": 1114767184, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:53:58.419038+00:00", "image_sha256": "d3112324c24210d59b477e7c2e039bdbb0637290f137b47f47aa7824d04f1f86", "reference_image_sha256": "95350c5074c1c968336c272dc05777c94cc8fdb7409a2a59fda5467aec530ca9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1114767184, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.8863420933485, "positive_text_encoding_seconds": 0.039720444008708, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0304-job-007.png", "json_member": "person-0304-job-007.json", "prompt_member": "person-0304-job-007.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00004.tar", "reference_source_member": "person-0304-neutral.png", "reference_source_generated_utc": "2026-10-06T16:17:02.610260+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Japanese heritage, light warm skin, dark brown a loose braid over one shoulder, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0304", "default_emotion": "neutral", "description": "The same reference identity in the civil defense worker outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a loose braid over one shoulder", "id": "person-0304-job-018", "job_id": "job-018", "job_key": "civil_defense", "job_outfit": "a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots", "job_outfit_index": 2, "job_title_de": "Katastrophenschutzkraft", "job_title_en": "civil defense worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots", "outfit_id": "person-0304-job-018", "outfit_style": "professional_emergency", "personality_id": "person-0304", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional civil defense worker outfit: a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0304-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00004.tar", "seed": 2617245847, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:54:01.405485+00:00", "image_sha256": "b61db151fada457ba58f51462b42ec01eba6d3a9bec0fcb9bed89712fbb00acc", "reference_image_sha256": "95350c5074c1c968336c272dc05777c94cc8fdb7409a2a59fda5467aec530ca9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2617245847, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88398151099682, "positive_text_encoding_seconds": 0.03992926888167858, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0304-job-018.png", "json_member": "person-0304-job-018.json", "prompt_member": "person-0304-job-018.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00004.tar", "reference_source_member": "person-0304-neutral.png", "reference_source_generated_utc": "2026-10-06T16:17:02.610260+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Japanese heritage, light warm skin, dark brown a loose braid over one shoulder, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0304", "default_emotion": "neutral", "description": "The same reference identity in the cashier outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a loose braid over one shoulder", "id": "person-0304-job-021", "job_id": "job-021", "job_key": "cashier", "job_outfit": "a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge", "job_outfit_index": 3, "job_title_de": "Kassierer/in", "job_title_en": "cashier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge", "outfit_id": "person-0304-job-021", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0304", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional cashier outfit: a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0304-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00004.tar", "seed": 278601904, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:54:04.715822+00:00", "image_sha256": "62ec1daf510d1c04c5a36ef941166258bb135c5c1dfbd2eadcf063faf3f48909", "reference_image_sha256": "95350c5074c1c968336c272dc05777c94cc8fdb7409a2a59fda5467aec530ca9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 278601904, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.932233857922256, "positive_text_encoding_seconds": 0.04078392218798399, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0304-job-021.png", "json_member": "person-0304-job-021.json", "prompt_member": "person-0304-job-021.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00004.tar", "reference_source_member": "person-0304-neutral.png", "reference_source_generated_utc": "2026-10-06T16:17:02.610260+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Japanese heritage, light warm skin, dark brown a loose braid over one shoulder, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0304", "default_emotion": "neutral", "description": "The same reference identity in the plumber outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a loose braid over one shoulder", "id": "person-0304-job-032", "job_id": "job-032", "job_key": "plumber", "job_outfit": "a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots", "job_outfit_index": 4, "job_title_de": "Installateur/in", "job_title_en": "plumber", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots", "outfit_id": "person-0304-job-032", "outfit_style": "professional_construction", "personality_id": "person-0304", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional plumber outfit: a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0304-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00004.tar", "seed": 2978778435, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:54:15.554286+00:00", "image_sha256": "ec1a3ef8f75762818225e185d7ff15f578b45efd25b8d35d0057414472627b58", "reference_image_sha256": "95350c5074c1c968336c272dc05777c94cc8fdb7409a2a59fda5467aec530ca9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2978778435, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.25467539625242, "positive_text_encoding_seconds": 0.040443023201078176, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0304-job-032.png", "json_member": "person-0304-job-032.json", "prompt_member": "person-0304-job-032.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00004.tar", "reference_source_member": "person-0304-neutral.png", "reference_source_generated_utc": "2026-10-06T16:17:02.610260+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Japanese heritage, light warm skin, dark brown a loose braid over one shoulder, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0304", "default_emotion": "neutral", "description": "The same reference identity in the warehouse worker outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a loose braid over one shoulder", "id": "person-0304-job-045", "job_id": "job-045", "job_key": "warehouse_worker", "job_outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "job_outfit_index": 5, "job_title_de": "Lagerfachkraft", "job_title_en": "warehouse worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "outfit_id": "person-0304-job-045", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0304", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional warehouse worker outfit: an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0304-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00004.tar", "seed": 768141949, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:54:17.317925+00:00", "image_sha256": "f22ec7198c6b93745368e645aaa9b4a2372b91bf16d6602d517a47a97ecbcb75", "reference_image_sha256": "95350c5074c1c968336c272dc05777c94cc8fdb7409a2a59fda5467aec530ca9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 768141949, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.32313136709854, "positive_text_encoding_seconds": 0.03926493600010872, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0304-job-045.png", "json_member": "person-0304-job-045.json", "prompt_member": "person-0304-job-045.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00004.tar", "reference_source_member": "person-0304-neutral.png", "reference_source_generated_utc": "2026-10-06T16:17:02.610260+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Japanese heritage, light warm skin, dark brown a loose braid over one shoulder, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0304", "default_emotion": "neutral", "description": "The same reference identity in the traffic warden outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a loose braid over one shoulder", "id": "person-0304-job-059", "job_id": "job-059", "job_key": "traffic_warden", "job_outfit": "a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge", "job_outfit_index": 6, "job_title_de": "Verkehrsüberwachungskraft", "job_title_en": "traffic warden", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge", "outfit_id": "person-0304-job-059", "outfit_style": "professional_civic_transport", "personality_id": "person-0304", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional traffic warden outfit: a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0304-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00004.tar", "seed": 479346637, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:54:17.780216+00:00", "image_sha256": "4833510548d1b1ccdbc04d29862c62651b1c149021c542260d6460cc0b889591", "reference_image_sha256": "95350c5074c1c968336c272dc05777c94cc8fdb7409a2a59fda5467aec530ca9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 479346637, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44945469498634, "positive_text_encoding_seconds": 0.040097836405038834, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0304-job-059.png", "json_member": "person-0304-job-059.json", "prompt_member": "person-0304-job-059.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00004.tar", "reference_source_member": "person-0304-neutral.png", "reference_source_generated_utc": "2026-10-06T16:17:02.610260+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Japanese heritage, light warm skin, dark brown a loose braid over one shoulder, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0304", "default_emotion": "neutral", "description": "The same reference identity in the judge outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a loose braid over one shoulder", "id": "person-0304-job-067", "job_id": "job-067", "job_key": "judge", "job_outfit": "an opaque full-length black judicial robe with a plain cream collar over full formal clothing, black shoes", "job_outfit_index": 7, "job_title_de": "Richter/in", "job_title_en": "judge", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an opaque full-length black judicial robe with a plain cream collar over full formal clothing, black shoes", "outfit_id": "person-0304-job-067", "outfit_style": "professional_office_finance", "personality_id": "person-0304", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional judge outfit: an opaque full-length black judicial robe with a plain cream collar over full formal clothing, black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0304-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00004.tar", "seed": 2595063183, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:54:32.888306+00:00", "image_sha256": "fbb8ffe3a84ab2c0bf0ccffe33401dc04cbf29e80b54be7ab54048a32ef19cfe", "reference_image_sha256": "95350c5074c1c968336c272dc05777c94cc8fdb7409a2a59fda5467aec530ca9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2595063183, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.67737898277119, "positive_text_encoding_seconds": 0.04006413510069251, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0304-job-067.png", "json_member": "person-0304-job-067.json", "prompt_member": "person-0304-job-067.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00004.tar", "reference_source_member": "person-0304-neutral.png", "reference_source_generated_utc": "2026-10-06T16:17:02.610260+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Japanese heritage, light warm skin, dark brown a loose braid over one shoulder, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0304", "default_emotion": "neutral", "description": "The same reference identity in the veterinarian outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a loose braid over one shoulder", "id": "person-0304-job-076", "job_id": "job-076", "job_key": "veterinarian", "job_outfit": "a white veterinary coat over a burgundy scrub top and full-length navy scrub trousers, white shoes", "job_outfit_index": 8, "job_title_de": "Tierarzt/Tierärztin", "job_title_en": "veterinarian", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white veterinary coat over a burgundy scrub top and full-length navy scrub trousers, white shoes", "outfit_id": "person-0304-job-076", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0304", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional veterinarian outfit: a white veterinary coat over a burgundy scrub top and full-length navy scrub trousers, white shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0304-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00004.tar", "seed": 8973055, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:54:32.881833+00:00", "image_sha256": "7a88857c6b05baf36d31aea85b49c5dab3fad047fe540e68bf4033ff44d6ae54", "reference_image_sha256": "95350c5074c1c968336c272dc05777c94cc8fdb7409a2a59fda5467aec530ca9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 8973055, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58133088424802, "positive_text_encoding_seconds": 0.03964598709717393, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0304-job-076.png", "json_member": "person-0304-job-076.json", "prompt_member": "person-0304-job-076.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00004.tar", "reference_source_member": "person-0304-neutral.png", "reference_source_generated_utc": "2026-10-06T16:17:02.610260+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Japanese heritage, light warm skin, dark brown a loose braid over one shoulder, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0304", "default_emotion": "neutral", "description": "The same reference identity in the research scientist outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a loose braid over one shoulder", "id": "person-0304-job-083", "job_id": "job-083", "job_key": "research_scientist", "job_outfit": "a white research lab coat over a lavender closed shirt and navy trousers, dark closed shoes", "job_outfit_index": 9, "job_title_de": "Forschungswissenschaftler/in", "job_title_en": "research scientist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white research lab coat over a lavender closed shirt and navy trousers, dark closed shoes", "outfit_id": "person-0304-job-083", "outfit_style": "professional_science_education", "personality_id": "person-0304", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional research scientist outfit: a white research lab coat over a lavender closed shirt and navy trousers, dark closed shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0304-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00004.tar", "seed": 1254918892, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:54:38.481617+00:00", "image_sha256": "bfedf4df2a6bc2cd01dbb33b5da4ac438389415c973544cfc46cf9fafb468258", "reference_image_sha256": "95350c5074c1c968336c272dc05777c94cc8fdb7409a2a59fda5467aec530ca9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1254918892, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.89100102940574, "positive_text_encoding_seconds": 0.040438823867589235, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0304-job-083.png", "json_member": "person-0304-job-083.json", "prompt_member": "person-0304-job-083.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00004.tar", "reference_source_member": "person-0304-neutral.png", "reference_source_generated_utc": "2026-10-06T16:17:02.610260+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Japanese heritage, light warm skin, dark brown a loose braid over one shoulder, a slim build, wearing a rust red sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a rust red sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0304", "default_emotion": "neutral", "description": "The same reference identity in the barber outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a loose braid over one shoulder", "id": "person-0304-job-093", "job_id": "job-093", "job_key": "barber", "job_outfit": "a burgundy barber waistcoat over a white long-sleeved shirt, charcoal trousers and black shoes", "job_outfit_index": 10, "job_title_de": "Barbier/in", "job_title_en": "barber", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy barber waistcoat over a white long-sleeved shirt, charcoal trousers and black shoes", "outfit_id": "person-0304-job-093", "outfit_style": "professional_creative_culture", "personality_id": "person-0304", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional barber outfit: a burgundy barber waistcoat over a white long-sleeved shirt, charcoal trousers and black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0304-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00004.tar", "seed": 3166761744, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:54:41.464991+00:00", "image_sha256": "b78f3c394eb774585a26e61e7dfb904b7696f5681fb823ce400677b155f879b3", "reference_image_sha256": "95350c5074c1c968336c272dc05777c94cc8fdb7409a2a59fda5467aec530ca9", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3166761744, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88378708390519, "positive_text_encoding_seconds": 0.039902095682919025, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0304-job-093.png", "json_member": "person-0304-job-093.json", "prompt_member": "person-0304-job-093.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00004.tar", "reference_source_member": "person-0304-neutral.png", "reference_source_generated_utc": "2026-10-06T16:17:02.610260+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old woman, white European-ancestry heritage, fair skin, auburn a cropped textured hairstyle, an average build, wearing a plum knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0305", "default_emotion": "neutral", "description": "The same reference identity in the paramedic outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a cropped textured hairstyle", "id": "person-0305-job-004", "job_id": "job-004", "job_key": "paramedic", "job_outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "job_outfit_index": 1, "job_title_de": "Rettungssanitäter/in", "job_title_en": "paramedic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "outfit_id": "person-0305-job-004", "outfit_style": "professional_health", "personality_id": "person-0305", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional paramedic outfit: a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0305-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00008.tar", "seed": 1329334097, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:54:45.263238+00:00", "image_sha256": "fce6126f645d62641b318f36bffb4e153ff84e69928b9dd6ff5161195c4b87bf", "reference_image_sha256": "c62f68653a7f36492d7fef3f060efd09f7ec56193a3f39ef9fad908925494aa4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1329334097, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93288491619751, "positive_text_encoding_seconds": 0.04084393987432122, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0305-job-004.png", "json_member": "person-0305-job-004.json", "prompt_member": "person-0305-job-004.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00008.tar", "reference_source_member": "person-0305-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:33.170472+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0008879778906702995, "efficientnet_nsfw": 0.0766349732875824, "efficientnet_classes": {"drawing": 0.841223955154419, "hentai": 0.027244647964835167, "neutral": 0.08214107155799866, "porn": 0.028872452676296234, "sexy": 0.020517874509096146}}, "foreground": {"clip_nsfw": 0.0008301098714582622, "efficientnet_nsfw": 0.06537214666604996, "efficientnet_classes": {"drawing": 0.8660045862197876, "hentai": 0.02842162363231182, "neutral": 0.06862315535545349, "porn": 0.01709119789302349, "sexy": 0.019859325140714645}}}, "max_score": 0.0766349732875824, "id": "person-0305-job-004", "attempt": 0, "utc": "2026-10-07T09:54:44.994310+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "fce6126f645d62641b318f36bffb4e153ff84e69928b9dd6ff5161195c4b87bf"}}
 {"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old woman, white European-ancestry heritage, fair skin, auburn a cropped textured hairstyle, an average build, wearing a plum knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0305", "default_emotion": "neutral", "description": "The same reference identity in the firefighter outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a cropped textured hairstyle", "id": "person-0305-job-011", "job_id": "job-011", "job_key": "firefighter", "job_outfit": "a closed charcoal fire-service coat and full-length protective trousers with yellow and silver reflective bands, black protective boots, no helmet", "job_outfit_index": 2, "job_title_de": "Feuerwehrkraft", "job_title_en": "firefighter", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed charcoal fire-service coat and full-length protective trousers with yellow and silver reflective bands, black protective boots, no helmet", "outfit_id": "person-0305-job-011", "outfit_style": "professional_emergency", "personality_id": "person-0305", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional firefighter outfit: a closed charcoal fire-service coat and full-length protective trousers with yellow and silver reflective bands, black protective boots, no helmet. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0305-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00008.tar", "seed": 573804098, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-06T21:33:14.459752+00:00", "image_sha256": "6c5d2a28e8d1a830118c68053540642fa03145b7fbf6bdb033ebd1ba5b3a1e26", "reference_image_sha256": "c62f68653a7f36492d7fef3f060efd09f7ec56193a3f39ef9fad908925494aa4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 573804098, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "shared-GPU-CPU-offload-job-pilot", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 101.46829536138102, "positive_text_encoding_seconds": 2.0089207249693573, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": true, "gpu_shared_with_character_production": true}, "storage": {"shard": "jobs-g7-00000.tar", "image_member": "person-0305-job-011.png", "json_member": "person-0305-job-011.json", "prompt_member": "person-0305-job-011.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00008.tar", "reference_source_member": "person-0305-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:33.170472+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old woman, white European-ancestry heritage, fair skin, auburn a cropped textured hairstyle, an average build, wearing a plum knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0305", "default_emotion": "neutral", "description": "The same reference identity in the hotel receptionist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a cropped textured hairstyle", "id": "person-0305-job-030", "job_id": "job-030", "job_key": "hotel_receptionist", "job_outfit": "a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge", "job_outfit_index": 3, "job_title_de": "Hotel-Rezeptionist/in", "job_title_en": "hotel receptionist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge", "outfit_id": "person-0305-job-030", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0305", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional hotel receptionist outfit: a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0305-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00008.tar", "seed": 4001565853, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:54:56.379211+00:00", "image_sha256": "a5207f6fd52f5c305c245a610b7dd9f116cff25b78140fda9651a96d43b8090c", "reference_image_sha256": "c62f68653a7f36492d7fef3f060efd09f7ec56193a3f39ef9fad908925494aa4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4001565853, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.254277787171304, "positive_text_encoding_seconds": 0.040066888090223074, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0305-job-030.png", "json_member": "person-0305-job-030.json", "prompt_member": "person-0305-job-030.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00008.tar", "reference_source_member": "person-0305-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:33.170472+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.002795178210362792, "efficientnet_nsfw": 0.05781874060630798, "efficientnet_classes": {"drawing": 0.8910746574401855, "hentai": 0.020023254677653313, "neutral": 0.05110657587647438, "porn": 0.018237151205539703, "sexy": 0.019558334723114967}}, "foreground": {"clip_nsfw": 0.004308302886784077, "efficientnet_nsfw": 0.057633645832538605, "efficientnet_classes": {"drawing": 0.9054355025291443, "hentai": 0.023409638553857803, "neutral": 0.03693094104528427, "porn": 0.015407226979732513, "sexy": 0.018816782161593437}}}, "max_score": 0.05781874060630798, "id": "person-0305-job-030", "attempt": 0, "utc": "2026-10-07T09:54:56.127361+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "a5207f6fd52f5c305c245a610b7dd9f116cff25b78140fda9651a96d43b8090c"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old woman, white European-ancestry heritage, fair skin, auburn a cropped textured hairstyle, an average build, wearing a plum knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0305", "default_emotion": "neutral", "description": "The same reference identity in the roofer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a cropped textured hairstyle", "id": "person-0305-job-036", "job_id": "job-036", "job_key": "roofer", "job_outfit": "a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt", "job_outfit_index": 4, "job_title_de": "Dachdecker/in", "job_title_en": "roofer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt", "outfit_id": "person-0305-job-036", "outfit_style": "professional_construction", "personality_id": "person-0305", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional roofer outfit: a charcoal closed work jacket and reinforced trousers, brown sturdy boots and an empty brown utility belt. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0305-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00008.tar", "seed": 2624673263, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:54:58.245530+00:00", "image_sha256": "1bd50b15f76e140ccf345ddc0704904532316a09a19a2453c50c6ccfa69c2c4c", "reference_image_sha256": "c62f68653a7f36492d7fef3f060efd09f7ec56193a3f39ef9fad908925494aa4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2624673263, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.32755715586245, "positive_text_encoding_seconds": 0.03980653267353773, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0305-job-036.png", "json_member": "person-0305-job-036.json", "prompt_member": "person-0305-job-036.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00008.tar", "reference_source_member": "person-0305-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:33.170472+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0006184268859215081, "efficientnet_nsfw": 0.06264189630746841, "efficientnet_classes": {"drawing": 0.8998144268989563, "hentai": 0.026329120621085167, "neutral": 0.0375436432659626, "porn": 0.01889406330883503, "sexy": 0.01741871051490307}}, "foreground": {"clip_nsfw": 0.0003968015080317855, "efficientnet_nsfw": 0.05696439743041992, "efficientnet_classes": {"drawing": 0.9089393615722656, "hentai": 0.02925296686589718, "neutral": 0.03409614786505699, "porn": 0.013151067309081554, "sexy": 0.014560362324118614}}}, "max_score": 0.06264189630746841, "id": "person-0305-job-036", "attempt": 0, "utc": "2026-10-07T09:54:57.990500+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "1bd50b15f76e140ccf345ddc0704904532316a09a19a2453c50c6ccfa69c2c4c"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old woman, white European-ancestry heritage, fair skin, auburn a cropped textured hairstyle, an average build, wearing a plum knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0305", "default_emotion": "neutral", "description": "The same reference identity in the forklift operator outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a cropped textured hairstyle", "id": "person-0305-job-046", "job_id": "job-046", "job_key": "forklift_operator", "job_outfit": "an orange reflective vest over navy long sleeves, brown reinforced work trousers and black safety shoes", "job_outfit_index": 5, "job_title_de": "Gabelstaplerfahrer/in", "job_title_en": "forklift operator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective vest over navy long sleeves, brown reinforced work trousers and black safety shoes", "outfit_id": "person-0305-job-046", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0305", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional forklift operator outfit: an orange reflective vest over navy long sleeves, brown reinforced work trousers and black safety shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0305-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00008.tar", "seed": 4109702329, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:54:58.807242+00:00", "image_sha256": "28fe5bb951ab6b0728787e6fc369ea421c554c886644933126a8e9124f46ead5", "reference_image_sha256": "c62f68653a7f36492d7fef3f060efd09f7ec56193a3f39ef9fad908925494aa4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4109702329, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45342138269916, "positive_text_encoding_seconds": 0.039859557058662176, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0305-job-046.png", "json_member": "person-0305-job-046.json", "prompt_member": "person-0305-job-046.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00008.tar", "reference_source_member": "person-0305-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:33.170472+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.001449555973522365, "efficientnet_nsfw": 0.10322965681552887, "efficientnet_classes": {"drawing": 0.827842116355896, "hentai": 0.04357029125094414, "neutral": 0.06892821937799454, "porn": 0.0318661704659462, "sexy": 0.027793200686573982}}, "foreground": {"clip_nsfw": 0.0014998035039752722, "efficientnet_nsfw": 0.08959779143333435, "efficientnet_classes": {"drawing": 0.8440113663673401, "hentai": 0.045396819710731506, "neutral": 0.06639087200164795, "porn": 0.019627699628472328, "sexy": 0.024573270231485367}}}, "max_score": 0.10322965681552887, "id": "person-0305-job-046", "attempt": 0, "utc": "2026-10-07T09:54:58.553091+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "28fe5bb951ab6b0728787e6fc369ea421c554c886644933126a8e9124f46ead5"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old woman, white European-ancestry heritage, fair skin, auburn a cropped textured hairstyle, an average build, wearing a plum knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0305", "default_emotion": "neutral", "description": "The same reference identity in the taxi driver outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a cropped textured hairstyle", "id": "person-0305-job-054", "job_id": "job-054", "job_key": "taxi_driver", "job_outfit": "a charcoal casual blazer over a pale blue closed shirt, navy trousers and brown shoes", "job_outfit_index": 6, "job_title_de": "Taxifahrer/in", "job_title_en": "taxi driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal casual blazer over a pale blue closed shirt, navy trousers and brown shoes", "outfit_id": "person-0305-job-054", "outfit_style": "professional_civic_transport", "personality_id": "person-0305", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional taxi driver outfit: a charcoal casual blazer over a pale blue closed shirt, navy trousers and brown shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0305-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00008.tar", "seed": 940461227, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:55:13.042346+00:00", "image_sha256": "b2b10967d67edeb382bcc0b40c5bee9cad52a39e15cca011595f947c84c50254", "reference_image_sha256": "c62f68653a7f36492d7fef3f060efd09f7ec56193a3f39ef9fad908925494aa4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 940461227, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.580155747011304, "positive_text_encoding_seconds": 0.041121556889265776, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0305-job-054.png", "json_member": "person-0305-job-054.json", "prompt_member": "person-0305-job-054.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00008.tar", "reference_source_member": "person-0305-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:33.170472+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0005832011811435223, "efficientnet_nsfw": 0.052020154893398285, "efficientnet_classes": {"drawing": 0.9103231430053711, "hentai": 0.021790968254208565, "neutral": 0.03765662759542465, "porn": 0.013885827735066414, "sexy": 0.016343357041478157}}, "foreground": {"clip_nsfw": 0.0008827762212604284, "efficientnet_nsfw": 0.06488975137472153, "efficientnet_classes": {"drawing": 0.8761758804321289, "hentai": 0.03273119777441025, "neutral": 0.05893433466553688, "porn": 0.01563483476638794, "sexy": 0.01652371697127819}}}, "max_score": 0.06488975137472153, "id": "person-0305-job-054", "attempt": 0, "utc": "2026-10-07T09:55:12.790519+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "b2b10967d67edeb382bcc0b40c5bee9cad52a39e15cca011595f947c84c50254"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old woman, white European-ancestry heritage, fair skin, auburn a cropped textured hairstyle, an average build, wearing a plum knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0305", "default_emotion": "neutral", "description": "The same reference identity in the real estate agent outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a cropped textured hairstyle", "id": "person-0305-job-065", "job_id": "job-065", "job_key": "real_estate_agent", "job_outfit": "a taupe tailored blazer over a white closed shirt, navy trousers and brown shoes", "job_outfit_index": 7, "job_title_de": "Immobilienmakler/in", "job_title_en": "real estate agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a taupe tailored blazer over a white closed shirt, navy trousers and brown shoes", "outfit_id": "person-0305-job-065", "outfit_style": "professional_office_finance", "personality_id": "person-0305", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional real estate agent outfit: a taupe tailored blazer over a white closed shirt, navy trousers and brown shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0305-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00008.tar", "seed": 1958457475, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:55:13.173851+00:00", "image_sha256": "adc4e8c11c7a96744041ec80ed8f329a0714fb051f897e0f70a843e8c75fbf55", "reference_image_sha256": "c62f68653a7f36492d7fef3f060efd09f7ec56193a3f39ef9fad908925494aa4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1958457475, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.68126177182421, "positive_text_encoding_seconds": 0.040521047078073025, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0305-job-065.png", "json_member": "person-0305-job-065.json", "prompt_member": "person-0305-job-065.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00008.tar", "reference_source_member": "person-0305-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:33.170472+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.001280068070627749, "efficientnet_nsfw": 0.06957929581403732, "efficientnet_classes": {"drawing": 0.9120793342590332, "hentai": 0.03325415030121803, "neutral": 0.018341418355703354, "porn": 0.01792655698955059, "sexy": 0.0183985885232687}}, "foreground": {"clip_nsfw": 0.0027571511454880238, "efficientnet_nsfw": 0.10885711759328842, "efficientnet_classes": {"drawing": 0.8714243769645691, "hentai": 0.07191384583711624, "neutral": 0.019718557596206665, "porn": 0.01691516861319542, "sexy": 0.02002810500562191}}}, "max_score": 0.10885711759328842, "id": "person-0305-job-065", "attempt": 0, "utc": "2026-10-07T09:55:12.892002+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "adc4e8c11c7a96744041ec80ed8f329a0714fb051f897e0f70a843e8c75fbf55"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old woman, white European-ancestry heritage, fair skin, auburn a cropped textured hairstyle, an average build, wearing a plum knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0305", "default_emotion": "neutral", "description": "The same reference identity in the landscape contractor outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a cropped textured hairstyle", "id": "person-0305-job-077", "job_id": "job-077", "job_key": "landscaper", "job_outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "job_outfit_index": 8, "job_title_de": "Landschaftsgärtner/in", "job_title_en": "landscape contractor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "outfit_id": "person-0305-job-077", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0305", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional landscape contractor outfit: a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0305-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00008.tar", "seed": 4103452158, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:55:18.938030+00:00", "image_sha256": "fda3ce3f2ef59e5596f3a886c5d077d1428c9d2a87d174e1dead0b150ab4e871", "reference_image_sha256": "c62f68653a7f36492d7fef3f060efd09f7ec56193a3f39ef9fad908925494aa4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4103452158, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.88169775111601, "positive_text_encoding_seconds": 0.040255310013890266, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0305-job-077.png", "json_member": "person-0305-job-077.json", "prompt_member": "person-0305-job-077.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00008.tar", "reference_source_member": "person-0305-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:33.170472+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.0001836111769080162, "efficientnet_nsfw": 0.07935157418251038, "efficientnet_classes": {"drawing": 0.8594453930854797, "hentai": 0.030183058232069016, "neutral": 0.06120304390788078, "porn": 0.023680439218878746, "sexy": 0.025488080456852913}}, "foreground": {"clip_nsfw": 0.0004871020501013845, "efficientnet_nsfw": 0.07771776616573334, "efficientnet_classes": {"drawing": 0.8441945910453796, "hentai": 0.033923279494047165, "neutral": 0.07808765769004822, "porn": 0.01835370622575283, "sexy": 0.02544078603386879}}}, "max_score": 0.07935157418251038, "id": "person-0305-job-077", "attempt": 0, "utc": "2026-10-07T09:55:18.686915+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "fda3ce3f2ef59e5596f3a886c5d077d1428c9d2a87d174e1dead0b150ab4e871"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old woman, white European-ancestry heritage, fair skin, auburn a cropped textured hairstyle, an average build, wearing a plum knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0305", "default_emotion": "neutral", "description": "The same reference identity in the journalist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a cropped textured hairstyle", "id": "person-0305-job-089", "job_id": "job-089", "job_key": "journalist", "job_outfit": "a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes", "job_outfit_index": 9, "job_title_de": "Journalist/in", "job_title_en": "journalist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes", "outfit_id": "person-0305-job-089", "outfit_style": "professional_science_education", "personality_id": "person-0305", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional journalist outfit: a tan casual jacket over a white closed shirt, navy trousers and sturdy brown shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0305-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00008.tar", "seed": 3286396055, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:55:21.913713+00:00", "image_sha256": "64e35991c2702396705dec50cabfb5e000ee1e473bcf563974e130ae633024e9", "reference_image_sha256": "c62f68653a7f36492d7fef3f060efd09f7ec56193a3f39ef9fad908925494aa4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3286396055, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88501329626888, "positive_text_encoding_seconds": 0.04045559698715806, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0305-job-089.png", "json_member": "person-0305-job-089.json", "prompt_member": "person-0305-job-089.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00008.tar", "reference_source_member": "person-0305-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:33.170472+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.001379420980811119, "efficientnet_nsfw": 0.0932965874671936, "efficientnet_classes": {"drawing": 0.8592024445533752, "hentai": 0.041989851742982864, "neutral": 0.04750097170472145, "porn": 0.026744186878204346, "sexy": 0.02456255443394184}}, "foreground": {"clip_nsfw": 0.0007119122892618179, "efficientnet_nsfw": 0.09154213964939117, "efficientnet_classes": {"drawing": 0.870410144329071, "hentai": 0.04796440899372101, "neutral": 0.03804780915379524, "porn": 0.0182627122849226, "sexy": 0.025315018370747566}}}, "max_score": 0.0932965874671936, "id": "person-0305-job-089", "attempt": 0, "utc": "2026-10-07T09:55:21.666624+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "64e35991c2702396705dec50cabfb5e000ee1e473bcf563974e130ae633024e9"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 19, "base_description": "one fictional 19-year-old woman, white European-ancestry heritage, fair skin, auburn a cropped textured hairstyle, an average build, wearing a plum knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "an average build", "character_id": "person-0305", "default_emotion": "neutral", "description": "The same reference identity in the tailor outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a cropped textured hairstyle", "id": "person-0305-job-094", "job_id": "job-094", "job_key": "tailor", "job_outfit": "a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes", "job_outfit_index": 10, "job_title_de": "Schneider/in", "job_title_en": "tailor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes", "outfit_id": "person-0305-job-094", "outfit_style": "professional_creative_culture", "personality_id": "person-0305", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 19-year-old adult. Change only the clothing to a fully clothed professional tailor outfit: a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0305-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00008.tar", "seed": 1295965506, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T09:55:25.753603+00:00", "image_sha256": "268c83fa208dc6ccaed59893569f8570cfd6f394d088b7cfe01655e4048b8426", "reference_image_sha256": "c62f68653a7f36492d7fef3f060efd09f7ec56193a3f39ef9fad908925494aa4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1295965506, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93399643804878, "positive_text_encoding_seconds": 0.0402860171161592, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0305-job-094.png", "json_member": "person-0305-job-094.json", "prompt_member": "person-0305-job-094.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00008.tar", "reference_source_member": "person-0305-neutral.png", "reference_source_generated_utc": "2026-10-06T17:09:33.170472+00:00", "safety_check": {"views": {"original": {"clip_nsfw": 0.001793397474102676, "efficientnet_nsfw": 0.05861625820398331, "efficientnet_classes": {"drawing": 0.9044386744499207, "hentai": 0.024601036682724953, "neutral": 0.03694501519203186, "porn": 0.015645287930965424, "sexy": 0.01836993359029293}}, "foreground": {"clip_nsfw": 0.002805819269269705, "efficientnet_nsfw": 0.06122216954827309, "efficientnet_classes": {"drawing": 0.891615629196167, "hentai": 0.028341634199023247, "neutral": 0.047162171453237534, "porn": 0.013905239291489124, "sexy": 0.01897529512643814}}}, "max_score": 0.06122216954827309, "id": "person-0305-job-094", "attempt": 0, "utc": "2026-10-07T09:55:25.503365+00:00", "policy_sha256": "a335561ec695d432f5e420a1975b2dc36f1e2f4161d4e199a79d103325feb0d0", "passed": true, "image_sha256": "268c83fa208dc6ccaed59893569f8570cfd6f394d088b7cfe01655e4048b8426"}}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, Southeast Asian heritage, medium brown skin, black shoulder-length naturally wavy hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0306", "default_emotion": "neutral", "description": "The same reference identity in the physiotherapist outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "black shoulder-length naturally wavy hair", "id": "person-0306-job-009", "job_id": "job-009", "job_key": "physiotherapist", "job_outfit": "a pale blue professional polo over white long sleeves, navy straight trousers and supportive white shoes", "job_outfit_index": 1, "job_title_de": "Physiotherapeut/in", "job_title_en": "physiotherapist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a pale blue professional polo over white long sleeves, navy straight trousers and supportive white shoes", "outfit_id": "person-0306-job-009", "outfit_style": "professional_health", "personality_id": "person-0306", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional physiotherapist outfit: a pale blue professional polo over white long sleeves, navy straight trousers and supportive white shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0306-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00006.tar", "seed": 2784466921, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:55:36.919884+00:00", "image_sha256": "4817c6a644ddb24adf539b1051f17f4a0c79be7d1a6c60b5fdff1b7a2f944520", "reference_image_sha256": "cb20132f55bad8bea16ca0de3abc0f54ba3b882adce4e455dfc0c54c9503a78b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2784466921, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.32970510283485, "positive_text_encoding_seconds": 0.04034827882423997, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0306-job-009.png", "json_member": "person-0306-job-009.json", "prompt_member": "person-0306-job-009.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00006.tar", "reference_source_member": "person-0306-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:51.867843+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, Southeast Asian heritage, medium brown skin, black shoulder-length naturally wavy hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0306", "default_emotion": "neutral", "description": "The same reference identity in the police officer outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "black shoulder-length naturally wavy hair", "id": "person-0306-job-012", "job_id": "job-012", "job_key": "police_officer", "job_outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "job_outfit_index": 2, "job_title_de": "Polizeikraft", "job_title_en": "police officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "outfit_id": "person-0306-job-012", "outfit_style": "professional_emergency", "personality_id": "person-0306", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional police officer outfit: a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0306-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00006.tar", "seed": 333762905, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:55:38.954035+00:00", "image_sha256": "a620087d8c11ff1e1474b5f6c4298d1296031cfe0d7521bf3ec9e3383f63c7d0", "reference_image_sha256": "cb20132f55bad8bea16ca0de3abc0f54ba3b882adce4e455dfc0c54c9503a78b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 333762905, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.491486738901585, "positive_text_encoding_seconds": 0.040517324116081, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0306-job-012.png", "json_member": "person-0306-job-012.json", "prompt_member": "person-0306-job-012.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00006.tar", "reference_source_member": "person-0306-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:51.867843+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, Southeast Asian heritage, medium brown skin, black shoulder-length naturally wavy hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0306", "default_emotion": "neutral", "description": "The same reference identity in the fishmonger outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "black shoulder-length naturally wavy hair", "id": "person-0306-job-025", "job_id": "job-025", "job_key": "fishmonger", "job_outfit": "a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots", "job_outfit_index": 3, "job_title_de": "Fischhändler/in", "job_title_en": "fishmonger", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots", "outfit_id": "person-0306-job-025", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0306", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional fishmonger outfit: a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0306-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00006.tar", "seed": 242026776, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:55:39.477954+00:00", "image_sha256": "7f5531d55c1bfe91b659bc747fae227532201937fbb77bda27db40a03c534414", "reference_image_sha256": "cb20132f55bad8bea16ca0de3abc0f54ba3b882adce4e455dfc0c54c9503a78b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 242026776, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45780976396054, "positive_text_encoding_seconds": 0.03995588282123208, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0306-job-025.png", "json_member": "person-0306-job-025.json", "prompt_member": "person-0306-job-025.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00006.tar", "reference_source_member": "person-0306-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:51.867843+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, Southeast Asian heritage, medium brown skin, black shoulder-length naturally wavy hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0306", "default_emotion": "neutral", "description": "The same reference identity in the construction foreman outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "black shoulder-length naturally wavy hair", "id": "person-0306-job-040", "job_id": "job-040", "job_key": "construction_foreman", "job_outfit": "an orange reflective waistcoat over a pale blue closed shirt, navy work trousers and brown safety boots, no helmet", "job_outfit_index": 4, "job_title_de": "Bauleiter/in", "job_title_en": "construction foreman", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective waistcoat over a pale blue closed shirt, navy work trousers and brown safety boots, no helmet", "outfit_id": "person-0306-job-040", "outfit_style": "professional_construction", "personality_id": "person-0306", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional construction foreman outfit: an orange reflective waistcoat over a pale blue closed shirt, navy work trousers and brown safety boots, no helmet. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0306-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00006.tar", "seed": 1164797051, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:55:52.839872+00:00", "image_sha256": "3631df58c8dd01e364c3a0460a9b7a8adfcf45c2898e7261c62c1db67da7ed9e", "reference_image_sha256": "cb20132f55bad8bea16ca0de3abc0f54ba3b882adce4e455dfc0c54c9503a78b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1164797051, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58501551300287, "positive_text_encoding_seconds": 0.04093901114538312, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0306-job-040.png", "json_member": "person-0306-job-040.json", "prompt_member": "person-0306-job-040.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00006.tar", "reference_source_member": "person-0306-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:51.867843+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, Southeast Asian heritage, medium brown skin, black shoulder-length naturally wavy hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0306", "default_emotion": "neutral", "description": "The same reference identity in the HVAC technician outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "black shoulder-length naturally wavy hair", "id": "person-0306-job-044", "job_id": "job-044", "job_key": "hvac_technician", "job_outfit": "a charcoal utility jacket with royal-blue panels, navy work trousers and black safety shoes", "job_outfit_index": 5, "job_title_de": "Klima- und Heizungstechniker/in", "job_title_en": "HVAC technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal utility jacket with royal-blue panels, navy work trousers and black safety shoes", "outfit_id": "person-0306-job-044", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0306", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional HVAC technician outfit: a charcoal utility jacket with royal-blue panels, navy work trousers and black safety shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0306-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00006.tar", "seed": 1999356825, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:55:53.046936+00:00", "image_sha256": "6d3f3d4b70f4919d7342987f5be0206122e866ad485181d73e7cadb3615adb2f", "reference_image_sha256": "cb20132f55bad8bea16ca0de3abc0f54ba3b882adce4e455dfc0c54c9503a78b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1999356825, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.659199063666165, "positive_text_encoding_seconds": 0.04009405616670847, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0306-job-044.png", "json_member": "person-0306-job-044.json", "prompt_member": "person-0306-job-044.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00006.tar", "reference_source_member": "person-0306-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:51.867843+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, Southeast Asian heritage, medium brown skin, black shoulder-length naturally wavy hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0306", "default_emotion": "neutral", "description": "The same reference identity in the flight attendant outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "black shoulder-length naturally wavy hair", "id": "person-0306-job-055", "job_id": "job-055", "job_key": "flight_attendant", "job_outfit": "a navy airline-style blazer over a cream closed shirt with a small burgundy neck scarf, navy trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Flugbegleiter/in", "job_title_en": "flight attendant", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy airline-style blazer over a cream closed shirt with a small burgundy neck scarf, navy trousers and black shoes", "outfit_id": "person-0306-job-055", "outfit_style": "professional_civic_transport", "personality_id": "person-0306", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional flight attendant outfit: a navy airline-style blazer over a cream closed shirt with a small burgundy neck scarf, navy trousers and black shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0306-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00006.tar", "seed": 674931923, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:55:59.042024+00:00", "image_sha256": "c552d80e6744fc30021bf8839b40738a3cb7826fbaa02b6da8c0ea83b7592605", "reference_image_sha256": "cb20132f55bad8bea16ca0de3abc0f54ba3b882adce4e455dfc0c54c9503a78b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 674931923, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.889331922866404, "positive_text_encoding_seconds": 0.03969182027503848, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0306-job-055.png", "json_member": "person-0306-job-055.json", "prompt_member": "person-0306-job-055.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00006.tar", "reference_source_member": "person-0306-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:51.867843+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, Southeast Asian heritage, medium brown skin, black shoulder-length naturally wavy hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0306", "default_emotion": "neutral", "description": "The same reference identity in the debt collection agent outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "black shoulder-length naturally wavy hair", "id": "person-0306-job-063", "job_id": "job-063", "job_key": "debt_collector", "job_outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "job_outfit_index": 7, "job_title_de": "Geldeintreiber/in", "job_title_en": "debt collection agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "outfit_id": "person-0306-job-063", "outfit_style": "professional_office_finance", "personality_id": "person-0306", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional debt collection agent outfit: a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0306-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00006.tar", "seed": 895651222, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:56:02.013893+00:00", "image_sha256": "8637f25df6b8592ecdb859f2e0e099d1faaa9aee3c31806b349760b0209cd186", "reference_image_sha256": "cb20132f55bad8bea16ca0de3abc0f54ba3b882adce4e455dfc0c54c9503a78b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 895651222, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88764430209994, "positive_text_encoding_seconds": 0.03994036000221968, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0306-job-063.png", "json_member": "person-0306-job-063.json", "prompt_member": "person-0306-job-063.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00006.tar", "reference_source_member": "person-0306-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:51.867843+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, Southeast Asian heritage, medium brown skin, black shoulder-length naturally wavy hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0306", "default_emotion": "neutral", "description": "The same reference identity in the gardener outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "black shoulder-length naturally wavy hair", "id": "person-0306-job-072", "job_id": "job-072", "job_key": "gardener", "job_outfit": "a tan canvas work jacket over a navy long-sleeved shirt, brown reinforced trousers and sturdy boots", "job_outfit_index": 8, "job_title_de": "Gärtner/in", "job_title_en": "gardener", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan canvas work jacket over a navy long-sleeved shirt, brown reinforced trousers and sturdy boots", "outfit_id": "person-0306-job-072", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0306", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional gardener outfit: a tan canvas work jacket over a navy long-sleeved shirt, brown reinforced trousers and sturdy boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0306-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00006.tar", "seed": 3538055055, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:56:05.898213+00:00", "image_sha256": "edc9eb5a63b9768381e5735a350fe239fe7e440a98aeaedc34e630824b76d4ec", "reference_image_sha256": "cb20132f55bad8bea16ca0de3abc0f54ba3b882adce4e455dfc0c54c9503a78b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3538055055, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93340210383758, "positive_text_encoding_seconds": 0.03999375086277723, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0306-job-072.png", "json_member": "person-0306-job-072.json", "prompt_member": "person-0306-job-072.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00006.tar", "reference_source_member": "person-0306-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:51.867843+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, Southeast Asian heritage, medium brown skin, black shoulder-length naturally wavy hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0306", "default_emotion": "neutral", "description": "The same reference identity in the school teacher outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "black shoulder-length naturally wavy hair", "id": "person-0306-job-081", "job_id": "job-081", "job_key": "school_teacher", "job_outfit": "a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Lehrer/in", "job_title_en": "school teacher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes", "outfit_id": "person-0306-job-081", "outfit_style": "professional_science_education", "personality_id": "person-0306", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional school teacher outfit: a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0306-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00006.tar", "seed": 553080551, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:56:17.440987+00:00", "image_sha256": "ea942fa7e0303aa3e62aed3b6704cfc6745ed9433b6d9c1958db026be1cbeb12", "reference_image_sha256": "cb20132f55bad8bea16ca0de3abc0f54ba3b882adce4e455dfc0c54c9503a78b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 553080551, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.344754812307656, "positive_text_encoding_seconds": 0.04010376613587141, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0306-job-081.png", "json_member": "person-0306-job-081.json", "prompt_member": "person-0306-job-081.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00006.tar", "reference_source_member": "person-0306-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:51.867843+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, Southeast Asian heritage, medium brown skin, black shoulder-length naturally wavy hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0306", "default_emotion": "neutral", "description": "The same reference identity in the chef outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "black shoulder-length naturally wavy hair", "id": "person-0306-job-091", "job_id": "job-091", "job_key": "chef", "job_outfit": "a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat", "job_outfit_index": 10, "job_title_de": "Koch/Köchin", "job_title_en": "chef", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat", "outfit_id": "person-0306-job-091", "outfit_style": "professional_creative_culture", "personality_id": "person-0306", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional chef outfit: a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0306-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00006.tar", "seed": 2234316369, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:56:19.542354+00:00", "image_sha256": "0c11f7af8d7ac71c90345d4031a88d848bd315282df9ffd84d5cf97ca688c230", "reference_image_sha256": "cb20132f55bad8bea16ca0de3abc0f54ba3b882adce4e455dfc0c54c9503a78b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2234316369, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.414368003141135, "positive_text_encoding_seconds": 0.04038971895352006, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0306-job-091.png", "json_member": "person-0306-job-091.json", "prompt_member": "person-0306-job-091.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00006.tar", "reference_source_member": "person-0306-neutral.png", "reference_source_generated_utc": "2026-10-06T16:50:51.867843+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, auburn a short practical bob, a compact build, wearing a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a compact build", "character_id": "person-0307", "default_emotion": "neutral", "description": "The same reference identity in the pharmacist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a short practical bob", "id": "person-0307-job-005", "job_id": "job-005", "job_key": "pharmacist", "job_outfit": "a cream pharmacy coat over a plum closed shirt and charcoal trousers, dark shoes", "job_outfit_index": 1, "job_title_de": "Apotheker/in", "job_title_en": "pharmacist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a cream pharmacy coat over a plum closed shirt and charcoal trousers, dark shoes", "outfit_id": "person-0307-job-005", "outfit_style": "professional_health", "personality_id": "person-0307", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional pharmacist outfit: a cream pharmacy coat over a plum closed shirt and charcoal trousers, dark shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0307-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00011.tar", "seed": 1779634093, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:56:20.148793+00:00", "image_sha256": "6a7f639d227a0509d146c6288333fd0d474da80cc83b5793582ff8ed5b13fc9f", "reference_image_sha256": "fec66641e4092102ba6d484efab760a59aa21c27e4be0b6cc23f4757f917ee9f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1779634093, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45887804403901, "positive_text_encoding_seconds": 0.03969234088435769, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0307-job-005.png", "json_member": "person-0307-job-005.json", "prompt_member": "person-0307-job-005.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00011.tar", "reference_source_member": "person-0307-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:55.400471+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, auburn a short practical bob, a compact build, wearing a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a compact build", "character_id": "person-0307", "default_emotion": "neutral", "description": "The same reference identity in the search and rescue worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a short practical bob", "id": "person-0307-job-017", "job_id": "job-017", "job_key": "search_rescue", "job_outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "job_outfit_index": 2, "job_title_de": "Bergungs- und Suchrettungskraft", "job_title_en": "search and rescue worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "outfit_id": "person-0307-job-017", "outfit_style": "professional_emergency", "personality_id": "person-0307", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional search and rescue worker outfit: an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0307-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00011.tar", "seed": 651020681, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:56:32.634051+00:00", "image_sha256": "433632e58366c3a2db4f044023079b837f2ed5c7e34f6d3e80693eae73ff11e9", "reference_image_sha256": "fec66641e4092102ba6d484efab760a59aa21c27e4be0b6cc23f4757f917ee9f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 651020681, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57980490010232, "positive_text_encoding_seconds": 0.0400261920876801, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0307-job-017.png", "json_member": "person-0307-job-017.json", "prompt_member": "person-0307-job-017.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00011.tar", "reference_source_member": "person-0307-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:55.400471+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, auburn a short practical bob, a compact build, wearing a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a compact build", "character_id": "person-0307", "default_emotion": "neutral", "description": "The same reference identity in the butcher outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a short practical bob", "id": "person-0307-job-024", "job_id": "job-024", "job_key": "butcher", "job_outfit": "a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes", "job_outfit_index": 3, "job_title_de": "Fleischer/in", "job_title_en": "butcher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes", "outfit_id": "person-0307-job-024", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0307", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional butcher outfit: a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0307-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00011.tar", "seed": 982769792, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:56:32.920735+00:00", "image_sha256": "1518c572e7497fc0ad678f372bbe905a648c468dd4606f083b7516a64fa70918", "reference_image_sha256": "fec66641e4092102ba6d484efab760a59aa21c27e4be0b6cc23f4757f917ee9f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 982769792, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.661857219878584, "positive_text_encoding_seconds": 0.03988292906433344, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0307-job-024.png", "json_member": "person-0307-job-024.json", "prompt_member": "person-0307-job-024.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00011.tar", "reference_source_member": "person-0307-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:55.400471+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, auburn a short practical bob, a compact build, wearing a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a compact build", "character_id": "person-0307", "default_emotion": "neutral", "description": "The same reference identity in the painter outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a short practical bob", "id": "person-0307-job-035", "job_id": "job-035", "job_key": "painter", "job_outfit": "clean white painter overalls over a lavender long-sleeved shirt, dark work shoes, no paint stains", "job_outfit_index": 4, "job_title_de": "Maler/in", "job_title_en": "painter", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "clean white painter overalls over a lavender long-sleeved shirt, dark work shoes, no paint stains", "outfit_id": "person-0307-job-035", "outfit_style": "professional_construction", "personality_id": "person-0307", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional painter outfit: clean white painter overalls over a lavender long-sleeved shirt, dark work shoes, no paint stains. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0307-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00011.tar", "seed": 661946983, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:56:39.143179+00:00", "image_sha256": "39cc6fb9eac3811dc44de9479bcfe5e87a8fef5f32433a09b146ab83793e67c2", "reference_image_sha256": "fec66641e4092102ba6d484efab760a59aa21c27e4be0b6cc23f4757f917ee9f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 661946983, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.89109012018889, "positive_text_encoding_seconds": 0.0405193860642612, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0307-job-035.png", "json_member": "person-0307-job-035.json", "prompt_member": "person-0307-job-035.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00011.tar", "reference_source_member": "person-0307-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:55.400471+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, auburn a short practical bob, a compact build, wearing a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a compact build", "character_id": "person-0307", "default_emotion": "neutral", "description": "The same reference identity in the sanitation worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a short practical bob", "id": "person-0307-job-049", "job_id": "job-049", "job_key": "sanitation_worker", "job_outfit": "a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots", "job_outfit_index": 5, "job_title_de": "Abfallwirtschaftskraft", "job_title_en": "sanitation worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots", "outfit_id": "person-0307-job-049", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0307", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional sanitation worker outfit: a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0307-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00011.tar", "seed": 2865722046, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:56:42.117180+00:00", "image_sha256": "3025f1bf2860c5188c6aac2e689a1b5d46ed72a45b63c4142056cf676d045f27", "reference_image_sha256": "fec66641e4092102ba6d484efab760a59aa21c27e4be0b6cc23f4757f917ee9f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2865722046, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88693065196276, "positive_text_encoding_seconds": 0.03986288979649544, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0307-job-049.png", "json_member": "person-0307-job-049.json", "prompt_member": "person-0307-job-049.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00011.tar", "reference_source_member": "person-0307-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:55.400471+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, auburn a short practical bob, a compact build, wearing a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a compact build", "character_id": "person-0307", "default_emotion": "neutral", "description": "The same reference identity in the municipal clerk outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a short practical bob", "id": "person-0307-job-060", "job_id": "job-060", "job_key": "municipal_clerk", "job_outfit": "a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Verwaltungsangestellte/r", "job_title_en": "municipal clerk", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes", "outfit_id": "person-0307-job-060", "outfit_style": "professional_civic_transport", "personality_id": "person-0307", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional municipal clerk outfit: a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0307-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00011.tar", "seed": 4098011474, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:56:46.042783+00:00", "image_sha256": "736942c7c6b9eb35f0a249892a587ea1153c56b322cc769f6cf34604b9d66e5f", "reference_image_sha256": "fec66641e4092102ba6d484efab760a59aa21c27e4be0b6cc23f4757f917ee9f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4098011474, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93028384493664, "positive_text_encoding_seconds": 0.03988326620310545, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0307-job-060.png", "json_member": "person-0307-job-060.json", "prompt_member": "person-0307-job-060.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00011.tar", "reference_source_member": "person-0307-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:55.400471+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, auburn a short practical bob, a compact build, wearing a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a compact build", "character_id": "person-0307", "default_emotion": "neutral", "description": "The same reference identity in the financial adviser outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a short practical bob", "id": "person-0307-job-068", "job_id": "job-068", "job_key": "financial_adviser", "job_outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "job_outfit_index": 7, "job_title_de": "Finanzberater/in", "job_title_en": "financial adviser", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes", "outfit_id": "person-0307-job-068", "outfit_style": "professional_office_finance", "personality_id": "person-0307", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional financial adviser outfit: a navy suit over a pale blue closed shirt and muted gold tie, polished brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0307-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00011.tar", "seed": 3991880257, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:56:57.907155+00:00", "image_sha256": "17fd954d1e9044420f169882591fc756a649d84ea0e74150975ab22bfe4ccdb1", "reference_image_sha256": "fec66641e4092102ba6d484efab760a59aa21c27e4be0b6cc23f4757f917ee9f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3991880257, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.25127317197621, "positive_text_encoding_seconds": 0.04065514914691448, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0307-job-068.png", "json_member": "person-0307-job-068.json", "prompt_member": "person-0307-job-068.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00011.tar", "reference_source_member": "person-0307-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:55.400471+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, auburn a short practical bob, a compact build, wearing a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a compact build", "character_id": "person-0307", "default_emotion": "neutral", "description": "The same reference identity in the landscape contractor outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a short practical bob", "id": "person-0307-job-077", "job_id": "job-077", "job_key": "landscaper", "job_outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "job_outfit_index": 8, "job_title_de": "Landschaftsgärtner/in", "job_title_en": "landscape contractor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots", "outfit_id": "person-0307-job-077", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0307", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional landscape contractor outfit: a navy canvas jacket over an ochre long-sleeved shirt, brown reinforced work trousers and safety boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0307-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00011.tar", "seed": 1783146051, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:57:00.090662+00:00", "image_sha256": "92fb5abdaa691f958cefbeac058b96dc7e257421413f30cc713aaa5710dbfc12", "reference_image_sha256": "fec66641e4092102ba6d484efab760a59aa21c27e4be0b6cc23f4757f917ee9f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1783146051, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.3327228189446, "positive_text_encoding_seconds": 0.03989196475595236, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0307-job-077.png", "json_member": "person-0307-job-077.json", "prompt_member": "person-0307-job-077.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00011.tar", "reference_source_member": "person-0307-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:55.400471+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, auburn a short practical bob, a compact build, wearing a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a compact build", "character_id": "person-0307", "default_emotion": "neutral", "description": "The same reference identity in the university lecturer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a short practical bob", "id": "person-0307-job-082", "job_id": "job-082", "job_key": "university_lecturer", "job_outfit": "a taupe tweed blazer over a pale blue closed shirt, charcoal trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Hochschuldozent/in", "job_title_en": "university lecturer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a taupe tweed blazer over a pale blue closed shirt, charcoal trousers and brown shoes", "outfit_id": "person-0307-job-082", "outfit_style": "professional_science_education", "personality_id": "person-0307", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional university lecturer outfit: a taupe tweed blazer over a pale blue closed shirt, charcoal trousers and brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0307-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00011.tar", "seed": 4285221416, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:57:00.783194+00:00", "image_sha256": "1c4051c95541c6d700ee0e1ea688c307a0fba0b1556d4041fcd2758d5892a457", "reference_image_sha256": "fec66641e4092102ba6d484efab760a59aa21c27e4be0b6cc23f4757f917ee9f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4285221416, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.459318242035806, "positive_text_encoding_seconds": 0.040202271193265915, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0307-job-082.png", "json_member": "person-0307-job-082.json", "prompt_member": "person-0307-job-082.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00011.tar", "reference_source_member": "person-0307-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:55.400471+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, auburn a short practical bob, a compact build, wearing a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark burgundy denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a compact build", "character_id": "person-0307", "default_emotion": "neutral", "description": "The same reference identity in the photographer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "auburn a short practical bob", "id": "person-0307-job-096", "job_id": "job-096", "job_key": "photographer", "job_outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "job_outfit_index": 10, "job_title_de": "Fotograf/in", "job_title_en": "photographer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "outfit_id": "person-0307-job-096", "outfit_style": "professional_creative_culture", "personality_id": "person-0307", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional photographer outfit: a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0307-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00011.tar", "seed": 555055506, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:57:12.382108+00:00", "image_sha256": "ef0c00d649c2da11f6544a55d1e22fc334c691ae1e59a8304bb0fe2b77c08ba6", "reference_image_sha256": "fec66641e4092102ba6d484efab760a59aa21c27e4be0b6cc23f4757f917ee9f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 555055506, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.583777501713485, "positive_text_encoding_seconds": 0.04028592212125659, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0307-job-096.png", "json_member": "person-0307-job-096.json", "prompt_member": "person-0307-job-096.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00011.tar", "reference_source_member": "person-0307-neutral.png", "reference_source_generated_utc": "2026-10-06T17:47:55.400471+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Indigenous American heritage, light brown skin, black a neatly tied ponytail, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0308", "default_emotion": "neutral", "description": "The same reference identity in the physician outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "black a neatly tied ponytail", "id": "person-0308-job-001", "job_id": "job-001", "job_key": "physician", "job_outfit": "a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes", "job_outfit_index": 1, "job_title_de": "Arzt/Ärztin", "job_title_en": "physician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes", "outfit_id": "person-0308-job-001", "outfit_style": "professional_health", "personality_id": "person-0308", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional physician outfit: a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes. Keep the exact face, light brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0308-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00009.tar", "seed": 1043999191, "skin_tone": "light brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:57:12.792986+00:00", "image_sha256": "1461dca5564b095900b4487010e479a47b92ec2d23a4fbe7e2e61075e5aa3773", "reference_image_sha256": "2f1b309b5a6372b669a073b5c381b03e81355096b38218784261c3150857c943", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1043999191, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.66276585590094, "positive_text_encoding_seconds": 0.04012669902294874, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0308-job-001.png", "json_member": "person-0308-job-001.json", "prompt_member": "person-0308-job-001.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00009.tar", "reference_source_member": "person-0308-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:55.735131+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Indigenous American heritage, light brown skin, black a neatly tied ponytail, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0308", "default_emotion": "neutral", "description": "The same reference identity in the coast guard officer outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "black a neatly tied ponytail", "id": "person-0308-job-015", "job_id": "job-015", "job_key": "coast_guard", "job_outfit": "a navy maritime utility jacket with an orange flotation vest worn open at the neck over full clothing, navy trousers and boots", "job_outfit_index": 2, "job_title_de": "Küstenwache", "job_title_en": "coast guard officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy maritime utility jacket with an orange flotation vest worn open at the neck over full clothing, navy trousers and boots", "outfit_id": "person-0308-job-015", "outfit_style": "professional_emergency", "personality_id": "person-0308", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional coast guard officer outfit: a navy maritime utility jacket with an orange flotation vest worn open at the neck over full clothing, navy trousers and boots. Keep the exact face, light brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0308-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00009.tar", "seed": 1747231090, "skin_tone": "light brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:57:19.229430+00:00", "image_sha256": "7656e577bc7ae9d49532949e28828a12fc8a8ea0dba6c353e679dd6a83a2f61a", "reference_image_sha256": "2f1b309b5a6372b669a073b5c381b03e81355096b38218784261c3150857c943", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1747231090, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.87818246195093, "positive_text_encoding_seconds": 0.040262334048748016, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0308-job-015.png", "json_member": "person-0308-job-015.json", "prompt_member": "person-0308-job-015.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00009.tar", "reference_source_member": "person-0308-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:55.735131+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Indigenous American heritage, light brown skin, black a neatly tied ponytail, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0308", "default_emotion": "neutral", "description": "The same reference identity in the barista outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "black a neatly tied ponytail", "id": "person-0308-job-029", "job_id": "job-029", "job_key": "barista", "job_outfit": "a tan full apron over a navy long-sleeved shirt, charcoal trousers and dark closed shoes", "job_outfit_index": 3, "job_title_de": "Barista", "job_title_en": "barista", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan full apron over a navy long-sleeved shirt, charcoal trousers and dark closed shoes", "outfit_id": "person-0308-job-029", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0308", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional barista outfit: a tan full apron over a navy long-sleeved shirt, charcoal trousers and dark closed shoes. Keep the exact face, light brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0308-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00009.tar", "seed": 2154317359, "skin_tone": "light brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:57:22.206207+00:00", "image_sha256": "4c3527a5ee501146ff5db543298cf58cdd9fb145f6fdcbd731d032b6362d187f", "reference_image_sha256": "2f1b309b5a6372b669a073b5c381b03e81355096b38218784261c3150857c943", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2154317359, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88250656006858, "positive_text_encoding_seconds": 0.04040540102869272, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0308-job-029.png", "json_member": "person-0308-job-029.json", "prompt_member": "person-0308-job-029.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00009.tar", "reference_source_member": "person-0308-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:55.735131+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Indigenous American heritage, light brown skin, black a neatly tied ponytail, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0308", "default_emotion": "neutral", "description": "The same reference identity in the carpenter outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "black a neatly tied ponytail", "id": "person-0308-job-033", "job_id": "job-033", "job_key": "carpenter", "job_outfit": "brown canvas overalls over a cream long-sleeved shirt, sturdy brown boots", "job_outfit_index": 4, "job_title_de": "Zimmerer/Zimmerin", "job_title_en": "carpenter", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "brown canvas overalls over a cream long-sleeved shirt, sturdy brown boots", "outfit_id": "person-0308-job-033", "outfit_style": "professional_construction", "personality_id": "person-0308", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional carpenter outfit: brown canvas overalls over a cream long-sleeved shirt, sturdy brown boots. Keep the exact face, light brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0308-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00009.tar", "seed": 2978964531, "skin_tone": "light brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:57:26.191427+00:00", "image_sha256": "75056ae229bd80668b2b456b04f48542959312437d989cf2678e235330c57ef4", "reference_image_sha256": "2f1b309b5a6372b669a073b5c381b03e81355096b38218784261c3150857c943", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2978964531, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93408683966845, "positive_text_encoding_seconds": 0.04044465906918049, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0308-job-033.png", "json_member": "person-0308-job-033.json", "prompt_member": "person-0308-job-033.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00009.tar", "reference_source_member": "person-0308-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:55.735131+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Indigenous American heritage, light brown skin, black a neatly tied ponytail, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0308", "default_emotion": "neutral", "description": "The same reference identity in the machinist outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "black a neatly tied ponytail", "id": "person-0308-job-041", "job_id": "job-041", "job_key": "machinist", "job_outfit": "a steel-blue factory jacket and matching full-length work trousers, sturdy black safety shoes", "job_outfit_index": 5, "job_title_de": "Zerspanungsmechaniker/in", "job_title_en": "machinist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a steel-blue factory jacket and matching full-length work trousers, sturdy black safety shoes", "outfit_id": "person-0308-job-041", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0308", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional machinist outfit: a steel-blue factory jacket and matching full-length work trousers, sturdy black safety shoes. Keep the exact face, light brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0308-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00009.tar", "seed": 1042415776, "skin_tone": "light brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:57:38.368721+00:00", "image_sha256": "22cf731743738a3632516b86d8e09b1ee6ddd947b0698fa9d79c5f3630d938e0", "reference_image_sha256": "2f1b309b5a6372b669a073b5c381b03e81355096b38218784261c3150857c943", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1042415776, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.25184483779594, "positive_text_encoding_seconds": 0.040310141164809465, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0308-job-041.png", "json_member": "person-0308-job-041.json", "prompt_member": "person-0308-job-041.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00009.tar", "reference_source_member": "person-0308-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:55.735131+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Indigenous American heritage, light brown skin, black a neatly tied ponytail, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0308", "default_emotion": "neutral", "description": "The same reference identity in the traffic warden outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "black a neatly tied ponytail", "id": "person-0308-job-059", "job_id": "job-059", "job_key": "traffic_warden", "job_outfit": "a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge", "job_outfit_index": 6, "job_title_de": "Verkehrsüberwachungskraft", "job_title_en": "traffic warden", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge", "outfit_id": "person-0308-job-059", "outfit_style": "professional_civic_transport", "personality_id": "person-0308", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional traffic warden outfit: a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge. Keep the exact face, light brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0308-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00009.tar", "seed": 61323905, "skin_tone": "light brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:57:40.789367+00:00", "image_sha256": "c3b1b15e7d2fbe1c3c461d8c1c4c84e62e62087f9d69bd234b00df63b08e6999", "reference_image_sha256": "2f1b309b5a6372b669a073b5c381b03e81355096b38218784261c3150857c943", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 61323905, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.488879254087806, "positive_text_encoding_seconds": 0.0401097210124135, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0308-job-059.png", "json_member": "person-0308-job-059.json", "prompt_member": "person-0308-job-059.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00009.tar", "reference_source_member": "person-0308-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:55.735131+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Indigenous American heritage, light brown skin, black a neatly tied ponytail, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0308", "default_emotion": "neutral", "description": "The same reference identity in the insurance agent outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "black a neatly tied ponytail", "id": "person-0308-job-064", "job_id": "job-064", "job_key": "insurance_agent", "job_outfit": "a burgundy business blazer over a cream closed shirt, charcoal trousers and polished black shoes", "job_outfit_index": 7, "job_title_de": "Versicherungsberater/in", "job_title_en": "insurance agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy business blazer over a cream closed shirt, charcoal trousers and polished black shoes", "outfit_id": "person-0308-job-064", "outfit_style": "professional_office_finance", "personality_id": "person-0308", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional insurance agent outfit: a burgundy business blazer over a cream closed shirt, charcoal trousers and polished black shoes. Keep the exact face, light brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0308-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00009.tar", "seed": 4127990477, "skin_tone": "light brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:57:41.443973+00:00", "image_sha256": "70e7769e84ab21f70ae1bbca98d8a21f51a93356f4145bf1780dec06e0f00269", "reference_image_sha256": "2f1b309b5a6372b669a073b5c381b03e81355096b38218784261c3150857c943", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4127990477, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45046128099784, "positive_text_encoding_seconds": 0.03926018998026848, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0308-job-064.png", "json_member": "person-0308-job-064.json", "prompt_member": "person-0308-job-064.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00009.tar", "reference_source_member": "person-0308-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:55.735131+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Indigenous American heritage, light brown skin, black a neatly tied ponytail, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0308", "default_emotion": "neutral", "description": "The same reference identity in the fishery worker outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "black a neatly tied ponytail", "id": "person-0308-job-074", "job_id": "job-074", "job_key": "fishery_worker", "job_outfit": "an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots", "job_outfit_index": 8, "job_title_de": "Fischereifachkraft", "job_title_en": "fishery worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots", "outfit_id": "person-0308-job-074", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0308", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional fishery worker outfit: an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots. Keep the exact face, light brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0308-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00009.tar", "seed": 3594627929, "skin_tone": "light brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:57:52.166851+00:00", "image_sha256": "7705c49af144c1f5960cb028590251c0e8913c3de1fdd0a9b65cee71098a7252", "reference_image_sha256": "2f1b309b5a6372b669a073b5c381b03e81355096b38218784261c3150857c943", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3594627929, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.576758740935475, "positive_text_encoding_seconds": 0.0394594450481236, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0308-job-074.png", "json_member": "person-0308-job-074.json", "prompt_member": "person-0308-job-074.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00009.tar", "reference_source_member": "person-0308-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:55.735131+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Indigenous American heritage, light brown skin, black a neatly tied ponytail, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0308", "default_emotion": "neutral", "description": "The same reference identity in the architect outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "black a neatly tied ponytail", "id": "person-0308-job-087", "job_id": "job-087", "job_key": "architect", "job_outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "job_outfit_index": 9, "job_title_de": "Architekt/in", "job_title_en": "architect", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "outfit_id": "person-0308-job-087", "outfit_style": "professional_science_education", "personality_id": "person-0308", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional architect outfit: a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes. Keep the exact face, light brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0308-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00009.tar", "seed": 3998201879, "skin_tone": "light brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:57:52.617333+00:00", "image_sha256": "8783e7dc1e66e2972d2b46972ae20ed59ecfeee953ca1378ab7c2e51a7ab9f59", "reference_image_sha256": "2f1b309b5a6372b669a073b5c381b03e81355096b38218784261c3150857c943", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3998201879, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.651285213883966, "positive_text_encoding_seconds": 0.03938934998586774, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0308-job-087.png", "json_member": "person-0308-job-087.json", "prompt_member": "person-0308-job-087.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00009.tar", "reference_source_member": "person-0308-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:55.735131+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Indigenous American heritage, light brown skin, black a neatly tied ponytail, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0308", "default_emotion": "neutral", "description": "The same reference identity in the photographer outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "black a neatly tied ponytail", "id": "person-0308-job-096", "job_id": "job-096", "job_key": "photographer", "job_outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "job_outfit_index": 10, "job_title_de": "Fotograf/in", "job_title_en": "photographer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "outfit_id": "person-0308-job-096", "outfit_style": "professional_creative_culture", "personality_id": "person-0308", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional photographer outfit: a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes. Keep the exact face, light brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0308-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00009.tar", "seed": 2779725101, "skin_tone": "light brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:57:59.279293+00:00", "image_sha256": "f664fee7ee42ad66c318bee6b2d2e51e3b3cf315e2c7b3602007d8d7aa9c3c8b", "reference_image_sha256": "2f1b309b5a6372b669a073b5c381b03e81355096b38218784261c3150857c943", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2779725101, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.88128921575844, "positive_text_encoding_seconds": 0.03982537193223834, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0308-job-096.png", "json_member": "person-0308-job-096.json", "prompt_member": "person-0308-job-096.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00009.tar", "reference_source_member": "person-0308-neutral.png", "reference_source_generated_utc": "2026-10-06T17:28:55.735131+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, white European-ancestry heritage, light olive skin, light brown a cropped textured hairstyle, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0309", "default_emotion": "neutral", "description": "The same reference identity in the physician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a cropped textured hairstyle", "id": "person-0309-job-001", "job_id": "job-001", "job_key": "physician", "job_outfit": "a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes", "job_outfit_index": 1, "job_title_de": "Arzt/Ärztin", "job_title_en": "physician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes", "outfit_id": "person-0309-job-001", "outfit_style": "professional_health", "personality_id": "person-0309", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional physician outfit: a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0309-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00012.tar", "seed": 977850122, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:58:02.298911+00:00", "image_sha256": "7764ca50fef77fd24911e59ee379429278105bf740a4079c2f847232d5c8d5bc", "reference_image_sha256": "c9b52a687b65e3a8570917ba18912af63bc8e957ebca5895873c81637a7a21be", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 977850122, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88671699585393, "positive_text_encoding_seconds": 0.03999584587290883, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0309-job-001.png", "json_member": "person-0309-job-001.json", "prompt_member": "person-0309-job-001.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00012.tar", "reference_source_member": "person-0309-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:24.983283+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, white European-ancestry heritage, light olive skin, light brown a cropped textured hairstyle, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0309", "default_emotion": "neutral", "description": "The same reference identity in the detective outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a cropped textured hairstyle", "id": "person-0309-job-013", "job_id": "job-013", "job_key": "detective", "job_outfit": "a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes", "job_outfit_index": 2, "job_title_de": "Kriminalermittler/in", "job_title_en": "detective", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes", "outfit_id": "person-0309-job-013", "outfit_style": "professional_emergency", "personality_id": "person-0309", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional detective outfit: a tan detective trench coat over a white closed shirt and burgundy tie, charcoal trousers and brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0309-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00012.tar", "seed": 2111207308, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:58:06.335693+00:00", "image_sha256": "40b37eb3b1458f2a93de62614baf7ef368e625a2fdab212587a5e678b44b28e8", "reference_image_sha256": "c9b52a687b65e3a8570917ba18912af63bc8e957ebca5895873c81637a7a21be", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2111207308, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.9376706359908, "positive_text_encoding_seconds": 0.04027435136958957, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0309-job-013.png", "json_member": "person-0309-job-013.json", "prompt_member": "person-0309-job-013.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00012.tar", "reference_source_member": "person-0309-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:24.983283+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, white European-ancestry heritage, light olive skin, light brown a cropped textured hairstyle, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0309", "default_emotion": "neutral", "description": "The same reference identity in the supermarket worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a cropped textured hairstyle", "id": "person-0309-job-022", "job_id": "job-022", "job_key": "supermarket_worker", "job_outfit": "an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge", "job_outfit_index": 3, "job_title_de": "Supermarktmitarbeiter/in", "job_title_en": "supermarket worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge", "outfit_id": "person-0309-job-022", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0309", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional supermarket worker outfit: an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0309-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00012.tar", "seed": 4074916131, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:58:18.826949+00:00", "image_sha256": "27018f7db8c54f5b0e6411e7cce03493f209ced7218b93e04994d1fca416677b", "reference_image_sha256": "c9b52a687b65e3a8570917ba18912af63bc8e957ebca5895873c81637a7a21be", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4074916131, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.24983273399994, "positive_text_encoding_seconds": 0.03983338316902518, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0309-job-022.png", "json_member": "person-0309-job-022.json", "prompt_member": "person-0309-job-022.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00012.tar", "reference_source_member": "person-0309-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:24.983283+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, white European-ancestry heritage, light olive skin, light brown a cropped textured hairstyle, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0309", "default_emotion": "neutral", "description": "The same reference identity in the plumber outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a cropped textured hairstyle", "id": "person-0309-job-032", "job_id": "job-032", "job_key": "plumber", "job_outfit": "a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots", "job_outfit_index": 4, "job_title_de": "Installateur/in", "job_title_en": "plumber", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots", "outfit_id": "person-0309-job-032", "outfit_style": "professional_construction", "personality_id": "person-0309", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional plumber outfit: a navy zip-front work jacket, rust utility trousers with reinforced knees and brown work boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0309-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00012.tar", "seed": 4102483179, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:58:21.323993+00:00", "image_sha256": "77a5ccc06f4d97e153c54c3f5258d577b8d719db9fb0efc4cb3b5032a28aac04", "reference_image_sha256": "c9b52a687b65e3a8570917ba18912af63bc8e957ebca5895873c81637a7a21be", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4102483179, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.32594430586323, "positive_text_encoding_seconds": 0.03933382919058204, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0309-job-032.png", "json_member": "person-0309-job-032.json", "prompt_member": "person-0309-job-032.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00012.tar", "reference_source_member": "person-0309-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:24.983283+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, white European-ancestry heritage, light olive skin, light brown a cropped textured hairstyle, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0309", "default_emotion": "neutral", "description": "The same reference identity in the HVAC technician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a cropped textured hairstyle", "id": "person-0309-job-044", "job_id": "job-044", "job_key": "hvac_technician", "job_outfit": "a charcoal utility jacket with royal-blue panels, navy work trousers and black safety shoes", "job_outfit_index": 5, "job_title_de": "Klima- und Heizungstechniker/in", "job_title_en": "HVAC technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal utility jacket with royal-blue panels, navy work trousers and black safety shoes", "outfit_id": "person-0309-job-044", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0309", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional HVAC technician outfit: a charcoal utility jacket with royal-blue panels, navy work trousers and black safety shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0309-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00012.tar", "seed": 400592922, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:58:22.102269+00:00", "image_sha256": "95b7aab4c9fb9dc92a008af9b8b5789c22ce4e84a9e7e8974dab886a833aa566", "reference_image_sha256": "c9b52a687b65e3a8570917ba18912af63bc8e957ebca5895873c81637a7a21be", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 400592922, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44996601389721, "positive_text_encoding_seconds": 0.03969783103093505, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00003.tar", "image_member": "person-0309-job-044.png", "json_member": "person-0309-job-044.json", "prompt_member": "person-0309-job-044.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00012.tar", "reference_source_member": "person-0309-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:24.983283+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, white European-ancestry heritage, light olive skin, light brown a cropped textured hairstyle, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0309", "default_emotion": "neutral", "description": "The same reference identity in the bus driver outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a cropped textured hairstyle", "id": "person-0309-job-052", "job_id": "job-052", "job_key": "bus_driver", "job_outfit": "a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Busfahrer/in", "job_title_en": "bus driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes", "outfit_id": "person-0309-job-052", "outfit_style": "professional_civic_transport", "personality_id": "person-0309", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional bus driver outfit: a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0309-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00012.tar", "seed": 2739206208, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:58:31.959175+00:00", "image_sha256": "5a3c3badd5b59f47bc61b9d2b6b2d42ddff0f0015550923464b725ef029e53c8", "reference_image_sha256": "c9b52a687b65e3a8570917ba18912af63bc8e957ebca5895873c81637a7a21be", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2739206208, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58202384971082, "positive_text_encoding_seconds": 0.03974532475695014, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0309-job-052.png", "json_member": "person-0309-job-052.json", "prompt_member": "person-0309-job-052.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00012.tar", "reference_source_member": "person-0309-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:24.983283+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, white European-ancestry heritage, light olive skin, light brown a cropped textured hairstyle, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0309", "default_emotion": "neutral", "description": "The same reference identity in the office manager outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a cropped textured hairstyle", "id": "person-0309-job-069", "job_id": "job-069", "job_key": "office_manager", "job_outfit": "a plum blazer over a cream closed shirt, charcoal straight trousers and black shoes", "job_outfit_index": 7, "job_title_de": "Büroleiter/in", "job_title_en": "office manager", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum blazer over a cream closed shirt, charcoal straight trousers and black shoes", "outfit_id": "person-0309-job-069", "outfit_style": "professional_office_finance", "personality_id": "person-0309", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional office manager outfit: a plum blazer over a cream closed shirt, charcoal straight trousers and black shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0309-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00012.tar", "seed": 3672358245, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:58:32.467167+00:00", "image_sha256": "de3aab84d27217d8c146fb46a069cfed6253fb10a7f3ecd4f610579075e40550", "reference_image_sha256": "c9b52a687b65e3a8570917ba18912af63bc8e957ebca5895873c81637a7a21be", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3672358245, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.6392946569249, "positive_text_encoding_seconds": 0.03986537083983421, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0309-job-069.png", "json_member": "person-0309-job-069.json", "prompt_member": "person-0309-job-069.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00012.tar", "reference_source_member": "person-0309-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:24.983283+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, white European-ancestry heritage, light olive skin, light brown a cropped textured hairstyle, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0309", "default_emotion": "neutral", "description": "The same reference identity in the farmer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a cropped textured hairstyle", "id": "person-0309-job-071", "job_id": "job-071", "job_key": "farmer", "job_outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "job_outfit_index": 8, "job_title_de": "Landwirt/in", "job_title_en": "farmer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "outfit_id": "person-0309-job-071", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0309", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional farmer outfit: brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0309-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00012.tar", "seed": 2517836018, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:58:39.370766+00:00", "image_sha256": "2c4946a16b2172da9f684fedff574a464984baa5397ca258b7c496d43704b867", "reference_image_sha256": "c9b52a687b65e3a8570917ba18912af63bc8e957ebca5895873c81637a7a21be", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2517836018, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.881363556720316, "positive_text_encoding_seconds": 0.040440340992063284, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0309-job-071.png", "json_member": "person-0309-job-071.json", "prompt_member": "person-0309-job-071.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00012.tar", "reference_source_member": "person-0309-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:24.983283+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, white European-ancestry heritage, light olive skin, light brown a cropped textured hairstyle, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0309", "default_emotion": "neutral", "description": "The same reference identity in the software developer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a cropped textured hairstyle", "id": "person-0309-job-088", "job_id": "job-088", "job_key": "software_developer", "job_outfit": "a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers", "job_outfit_index": 9, "job_title_de": "Softwareentwickler/in", "job_title_en": "software developer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers", "outfit_id": "person-0309-job-088", "outfit_style": "professional_science_education", "personality_id": "person-0309", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional software developer outfit: a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0309-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00012.tar", "seed": 1110121393, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:58:42.359413+00:00", "image_sha256": "fa106e86201dc377119dc1168888222cf1fa9470f9ae78d6ed681e389874c21f", "reference_image_sha256": "c9b52a687b65e3a8570917ba18912af63bc8e957ebca5895873c81637a7a21be", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1110121393, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88792613008991, "positive_text_encoding_seconds": 0.039891493041068316, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0309-job-088.png", "json_member": "person-0309-job-088.json", "prompt_member": "person-0309-job-088.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00012.tar", "reference_source_member": "person-0309-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:24.983283+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, white European-ancestry heritage, light olive skin, light brown a cropped textured hairstyle, a slim build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0309", "default_emotion": "neutral", "description": "The same reference identity in the chef outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a cropped textured hairstyle", "id": "person-0309-job-091", "job_id": "job-091", "job_key": "chef", "job_outfit": "a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat", "job_outfit_index": 10, "job_title_de": "Koch/Köchin", "job_title_en": "chef", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat", "outfit_id": "person-0309-job-091", "outfit_style": "professional_creative_culture", "personality_id": "person-0309", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional chef outfit: a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0309-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g7-00012.tar", "seed": 2272374849, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T09:58:46.451312+00:00", "image_sha256": "7b45364b143dcd971ae940130824c1aaf320523a331415dab7d07b9fb8aea0c2", "reference_image_sha256": "c9b52a687b65e3a8570917ba18912af63bc8e957ebca5895873c81637a7a21be", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2272374849, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.9475037548691, "positive_text_encoding_seconds": 0.04002565611153841, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0309-job-091.png", "json_member": "person-0309-job-091.json", "prompt_member": "person-0309-job-091.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g7-00012.tar", "reference_source_member": "person-0309-neutral.png", "reference_source_generated_utc": "2026-10-06T18:21:24.983283+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, African-American heritage, deep brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a plum practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0310", "default_emotion": "neutral", "description": "The same reference identity in the pharmacist outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0310-job-005", "job_id": "job-005", "job_key": "pharmacist", "job_outfit": "a cream pharmacy coat over a plum closed shirt and charcoal trousers, dark shoes", "job_outfit_index": 1, "job_title_de": "Apotheker/in", "job_title_en": "pharmacist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a cream pharmacy coat over a plum closed shirt and charcoal trousers, dark shoes", "outfit_id": "person-0310-job-005", "outfit_style": "professional_health", "personality_id": "person-0310", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional pharmacist outfit: a cream pharmacy coat over a plum closed shirt and charcoal trousers, dark shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0310-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00012.tar", "seed": 2789390123, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:58:59.295762+00:00", "image_sha256": "c354d50a7b6c1511a62d7f63e8c9e5de89dea32d95048b32f1bfba6cc77d63f7", "reference_image_sha256": "5caaaef0c2fed9d7a373a83cbe9c768328dd5473372e6728c7a8cf9ae8e38a8b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2789390123, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.25600070087239, "positive_text_encoding_seconds": 0.040112398099154234, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0310-job-005.png", "json_member": "person-0310-job-005.json", "prompt_member": "person-0310-job-005.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00012.tar", "reference_source_member": "person-0310-neutral.png", "reference_source_generated_utc": "2026-10-06T18:03:08.461210+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, African-American heritage, deep brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a plum practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0310", "default_emotion": "neutral", "description": "The same reference identity in the police officer outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0310-job-012", "job_id": "job-012", "job_key": "police_officer", "job_outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "job_outfit_index": 2, "job_title_de": "Polizeikraft", "job_title_en": "police officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "outfit_id": "person-0310-job-012", "outfit_style": "professional_emergency", "personality_id": "person-0310", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional police officer outfit: a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0310-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00012.tar", "seed": 1503766829, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:59:01.861343+00:00", "image_sha256": "0fe09cfc2f0f5bf32a128996e14fde5c3d16a22f7af38a731722aadb74c7295b", "reference_image_sha256": "5caaaef0c2fed9d7a373a83cbe9c768328dd5473372e6728c7a8cf9ae8e38a8b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1503766829, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.32394504081458, "positive_text_encoding_seconds": 0.03935835603624582, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0310-job-012.png", "json_member": "person-0310-job-012.json", "prompt_member": "person-0310-job-012.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00012.tar", "reference_source_member": "person-0310-neutral.png", "reference_source_generated_utc": "2026-10-06T18:03:08.461210+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, African-American heritage, deep brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a plum practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0310", "default_emotion": "neutral", "description": "The same reference identity in the butcher outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0310-job-024", "job_id": "job-024", "job_key": "butcher", "job_outfit": "a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes", "job_outfit_index": 3, "job_title_de": "Fleischer/in", "job_title_en": "butcher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes", "outfit_id": "person-0310-job-024", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0310", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional butcher outfit: a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0310-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00012.tar", "seed": 1888091526, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:59:02.783582+00:00", "image_sha256": "64226bec434ccbc5bbdde39e6ce3f9d056564cb9b1d79069efec19217e1390e9", "reference_image_sha256": "5caaaef0c2fed9d7a373a83cbe9c768328dd5473372e6728c7a8cf9ae8e38a8b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1888091526, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44987432239577, "positive_text_encoding_seconds": 0.040328227914869785, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0310-job-024.png", "json_member": "person-0310-job-024.json", "prompt_member": "person-0310-job-024.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00012.tar", "reference_source_member": "person-0310-neutral.png", "reference_source_generated_utc": "2026-10-06T18:03:08.461210+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, African-American heritage, deep brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a plum practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0310", "default_emotion": "neutral", "description": "The same reference identity in the tiler outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0310-job-037", "job_id": "job-037", "job_key": "tiler", "job_outfit": "navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots", "job_outfit_index": 4, "job_title_de": "Fliesenleger/in", "job_title_en": "tiler", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots", "outfit_id": "person-0310-job-037", "outfit_style": "professional_construction", "personality_id": "person-0310", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional tiler outfit: navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0310-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00012.tar", "seed": 1175102956, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:59:11.753662+00:00", "image_sha256": "e8598dc99901ca9a5e168835e4ea64e3181d58f63a5fcd9058d0869cda7262e8", "reference_image_sha256": "5caaaef0c2fed9d7a373a83cbe9c768328dd5473372e6728c7a8cf9ae8e38a8b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1175102956, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.584898905828595, "positive_text_encoding_seconds": 0.03954495815560222, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00002.tar", "image_member": "person-0310-job-037.png", "json_member": "person-0310-job-037.json", "prompt_member": "person-0310-job-037.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00012.tar", "reference_source_member": "person-0310-neutral.png", "reference_source_generated_utc": "2026-10-06T18:03:08.461210+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, African-American heritage, deep brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a plum practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0310", "default_emotion": "neutral", "description": "The same reference identity in the delivery courier outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0310-job-048", "job_id": "job-048", "job_key": "delivery_courier", "job_outfit": "a royal-blue weatherproof delivery jacket with orange cuffs, charcoal cargo trousers and sturdy black shoes", "job_outfit_index": 5, "job_title_de": "Paketzusteller/in", "job_title_en": "delivery courier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue weatherproof delivery jacket with orange cuffs, charcoal cargo trousers and sturdy black shoes", "outfit_id": "person-0310-job-048", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0310", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional delivery courier outfit: a royal-blue weatherproof delivery jacket with orange cuffs, charcoal cargo trousers and sturdy black shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0310-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00012.tar", "seed": 3232495312, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:59:12.328679+00:00", "image_sha256": "3d19178d164f41354e57cc7e06751549e069cb923c89cae819895ec155c79a44", "reference_image_sha256": "5caaaef0c2fed9d7a373a83cbe9c768328dd5473372e6728c7a8cf9ae8e38a8b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3232495312, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.647337353322655, "positive_text_encoding_seconds": 0.040316573809832335, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00002.tar", "image_member": "person-0310-job-048.png", "json_member": "person-0310-job-048.json", "prompt_member": "person-0310-job-048.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00012.tar", "reference_source_member": "person-0310-neutral.png", "reference_source_generated_utc": "2026-10-06T18:03:08.461210+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, African-American heritage, deep brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a plum practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0310", "default_emotion": "neutral", "description": "The same reference identity in the postal worker outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0310-job-051", "job_id": "job-051", "job_key": "postal_worker", "job_outfit": "a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes", "job_outfit_index": 6, "job_title_de": "Postzusteller/in", "job_title_en": "postal worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes", "outfit_id": "person-0310-job-051", "outfit_style": "professional_civic_transport", "personality_id": "person-0310", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional postal worker outfit: a mustard-yellow delivery jacket with navy trim, navy trousers and sturdy black shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0310-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00012.tar", "seed": 3379458180, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:59:19.461853+00:00", "image_sha256": "2a34be9f39e263dd6fd61b8ec7e1e76edb3f2416f783dc13df03ffd0156e7856", "reference_image_sha256": "5caaaef0c2fed9d7a373a83cbe9c768328dd5473372e6728c7a8cf9ae8e38a8b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3379458180, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.87920494470745, "positive_text_encoding_seconds": 0.04028039798140526, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00002.tar", "image_member": "person-0310-job-051.png", "json_member": "person-0310-job-051.json", "prompt_member": "person-0310-job-051.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00012.tar", "reference_source_member": "person-0310-neutral.png", "reference_source_generated_utc": "2026-10-06T18:03:08.461210+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, African-American heritage, deep brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a plum practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0310", "default_emotion": "neutral", "description": "The same reference identity in the accountant outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0310-job-062", "job_id": "job-062", "job_key": "accountant", "job_outfit": "a charcoal blazer over a pale blue closed shirt, navy tailored trousers and brown shoes", "job_outfit_index": 7, "job_title_de": "Buchhalter/in", "job_title_en": "accountant", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal blazer over a pale blue closed shirt, navy tailored trousers and brown shoes", "outfit_id": "person-0310-job-062", "outfit_style": "professional_office_finance", "personality_id": "person-0310", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional accountant outfit: a charcoal blazer over a pale blue closed shirt, navy tailored trousers and brown shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0310-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00012.tar", "seed": 3943494697, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:59:22.460546+00:00", "image_sha256": "a4e865cb5a21ef1524b5b6cde6097440ca8d610ff5c4735153d3144171aa183d", "reference_image_sha256": "5caaaef0c2fed9d7a373a83cbe9c768328dd5473372e6728c7a8cf9ae8e38a8b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3943494697, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.89139563404024, "positive_text_encoding_seconds": 0.040358814876526594, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00002.tar", "image_member": "person-0310-job-062.png", "json_member": "person-0310-job-062.json", "prompt_member": "person-0310-job-062.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00012.tar", "reference_source_member": "person-0310-neutral.png", "reference_source_generated_utc": "2026-10-06T18:03:08.461210+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, African-American heritage, deep brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a plum practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0310", "default_emotion": "neutral", "description": "The same reference identity in the animal caretaker outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0310-job-075", "job_id": "job-075", "job_key": "animal_caretaker", "job_outfit": "a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes", "job_outfit_index": 8, "job_title_de": "Tierpfleger/in", "job_title_en": "animal caretaker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes", "outfit_id": "person-0310-job-075", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0310", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional animal caretaker outfit: a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0310-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00012.tar", "seed": 2811128858, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:59:26.603954+00:00", "image_sha256": "ffe6379f0158f1bf16a340e3d0e7f404ceafe3a40a9a2dc07a1cbe0447e55199", "reference_image_sha256": "5caaaef0c2fed9d7a373a83cbe9c768328dd5473372e6728c7a8cf9ae8e38a8b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2811128858, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.94296709727496, "positive_text_encoding_seconds": 0.04003998497501016, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00002.tar", "image_member": "person-0310-job-075.png", "json_member": "person-0310-job-075.json", "prompt_member": "person-0310-job-075.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00012.tar", "reference_source_member": "person-0310-neutral.png", "reference_source_generated_utc": "2026-10-06T18:03:08.461210+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, African-American heritage, deep brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a plum practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0310", "default_emotion": "neutral", "description": "The same reference identity in the university lecturer outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0310-job-082", "job_id": "job-082", "job_key": "university_lecturer", "job_outfit": "a taupe tweed blazer over a pale blue closed shirt, charcoal trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Hochschuldozent/in", "job_title_en": "university lecturer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a taupe tweed blazer over a pale blue closed shirt, charcoal trousers and brown shoes", "outfit_id": "person-0310-job-082", "outfit_style": "professional_science_education", "personality_id": "person-0310", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional university lecturer outfit: a taupe tweed blazer over a pale blue closed shirt, charcoal trousers and brown shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0310-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00012.tar", "seed": 2338352515, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:59:39.732965+00:00", "image_sha256": "35dd3291a0aea1db32bd97f33c2e0faae5c5e7d0517af6660e5dd65a1e8b5b14", "reference_image_sha256": "5caaaef0c2fed9d7a373a83cbe9c768328dd5473372e6728c7a8cf9ae8e38a8b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2338352515, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 3, "batch_size": 1, "generation_seconds": 40.26210765214637, "positive_text_encoding_seconds": 0.040010462049394846, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g3-00002.tar", "image_member": "person-0310-job-082.png", "json_member": "person-0310-job-082.json", "prompt_member": "person-0310-job-082.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00012.tar", "reference_source_member": "person-0310-neutral.png", "reference_source_generated_utc": "2026-10-06T18:03:08.461210+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, African-American heritage, deep brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a plum practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0310", "default_emotion": "neutral", "description": "The same reference identity in the museum curator outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0310-job-099", "job_id": "job-099", "job_key": "museum_curator", "job_outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "job_outfit_index": 10, "job_title_de": "Museumskurator/in", "job_title_en": "museum curator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "outfit_id": "person-0310-job-099", "outfit_style": "professional_creative_culture", "personality_id": "person-0310", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional museum curator outfit: a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0310-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00012.tar", "seed": 1183616257, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T09:59:42.353150+00:00", "image_sha256": "704b6db7aa5181edca4ef8fee34cbf51fc2ea9771d3580322ee0e98b31cc6e64", "reference_image_sha256": "5caaaef0c2fed9d7a373a83cbe9c768328dd5473372e6728c7a8cf9ae8e38a8b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1183616257, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 0, "batch_size": 1, "generation_seconds": 40.31849857326597, "positive_text_encoding_seconds": 0.04007326392456889, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g0-00002.tar", "image_member": "person-0310-job-099.png", "json_member": "person-0310-job-099.json", "prompt_member": "person-0310-job-099.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00012.tar", "reference_source_member": "person-0310-neutral.png", "reference_source_generated_utc": "2026-10-06T18:03:08.461210+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, dark brown short naturally curly hair, a compact build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a compact build", "character_id": "person-0311", "default_emotion": "neutral", "description": "The same reference identity in the medical laboratory technician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0311-job-007", "job_id": "job-007", "job_key": "laboratory_technician", "job_outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "job_outfit_index": 1, "job_title_de": "Medizinische Laborfachkraft", "job_title_en": "medical laboratory technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "outfit_id": "person-0311-job-007", "outfit_style": "professional_health", "personality_id": "person-0311", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional medical laboratory technician outfit: a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0311-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00016.tar", "seed": 3700253490, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:59:43.446977+00:00", "image_sha256": "a5aa81c657721a613d0da116f0ec93c3d22193405c5eae628205a207783f4d08", "reference_image_sha256": "d022ad7e322e81034e17c7394311b98f0281a39ec8a5adebda27741c859a4bb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3700253490, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.457319469191134, "positive_text_encoding_seconds": 0.03977684862911701, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0311-job-007.png", "json_member": "person-0311-job-007.json", "prompt_member": "person-0311-job-007.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00016.tar", "reference_source_member": "person-0311-neutral.png", "reference_source_generated_utc": "2026-10-06T18:59:05.685158+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, dark brown short naturally curly hair, a compact build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a compact build", "character_id": "person-0311", "default_emotion": "neutral", "description": "The same reference identity in the coast guard officer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0311-job-015", "job_id": "job-015", "job_key": "coast_guard", "job_outfit": "a navy maritime utility jacket with an orange flotation vest worn open at the neck over full clothing, navy trousers and boots", "job_outfit_index": 2, "job_title_de": "Küstenwache", "job_title_en": "coast guard officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy maritime utility jacket with an orange flotation vest worn open at the neck over full clothing, navy trousers and boots", "outfit_id": "person-0311-job-015", "outfit_style": "professional_emergency", "personality_id": "person-0311", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional coast guard officer outfit: a navy maritime utility jacket with an orange flotation vest worn open at the neck over full clothing, navy trousers and boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0311-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00016.tar", "seed": 1051061984, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:59:51.570912+00:00", "image_sha256": "a2a70ae92ee73a6fbaefc0aa95e7094a7631f1fee33ce5208cd28245296e85ac", "reference_image_sha256": "d022ad7e322e81034e17c7394311b98f0281a39ec8a5adebda27741c859a4bb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1051061984, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58447775989771, "positive_text_encoding_seconds": 0.0406538350507617, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0311-job-015.png", "json_member": "person-0311-job-015.json", "prompt_member": "person-0311-job-015.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00016.tar", "reference_source_member": "person-0311-neutral.png", "reference_source_generated_utc": "2026-10-06T18:59:05.685158+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, dark brown short naturally curly hair, a compact build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a compact build", "character_id": "person-0311", "default_emotion": "neutral", "description": "The same reference identity in the bartender outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0311-job-028", "job_id": "job-028", "job_key": "bartender", "job_outfit": "a dark burgundy waistcoat over a white long-sleeved shirt with sleeves neatly rolled to the forearm, black trousers and shoes", "job_outfit_index": 3, "job_title_de": "Barmann/Barfrau", "job_title_en": "bartender", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a dark burgundy waistcoat over a white long-sleeved shirt with sleeves neatly rolled to the forearm, black trousers and shoes", "outfit_id": "person-0311-job-028", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0311", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional bartender outfit: a dark burgundy waistcoat over a white long-sleeved shirt with sleeves neatly rolled to the forearm, black trousers and shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0311-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00016.tar", "seed": 844012434, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:59:52.224569+00:00", "image_sha256": "d4b0cd007cf8aa67d08b3f462b0ef8bd3fa8ad2b38ed74c9480ea5ac94aab73c", "reference_image_sha256": "d022ad7e322e81034e17c7394311b98f0281a39ec8a5adebda27741c859a4bb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 844012434, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.66700757481158, "positive_text_encoding_seconds": 0.04002968827262521, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0311-job-028.png", "json_member": "person-0311-job-028.json", "prompt_member": "person-0311-job-028.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00016.tar", "reference_source_member": "person-0311-neutral.png", "reference_source_generated_utc": "2026-10-06T18:59:05.685158+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, dark brown short naturally curly hair, a compact build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a compact build", "character_id": "person-0311", "default_emotion": "neutral", "description": "The same reference identity in the electrician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0311-job-031", "job_id": "job-031", "job_key": "electrician", "job_outfit": "a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots", "job_outfit_index": 4, "job_title_de": "Elektriker/in", "job_title_en": "electrician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots", "outfit_id": "person-0311-job-031", "outfit_style": "professional_construction", "personality_id": "person-0311", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional electrician outfit: a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0311-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00016.tar", "seed": 1783044453, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T09:59:59.575567+00:00", "image_sha256": "51e78729580077c30f156dd214b2ff8f23310a47cc68d15f84952d5cc087827e", "reference_image_sha256": "d022ad7e322e81034e17c7394311b98f0281a39ec8a5adebda27741c859a4bb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1783044453, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.88215030590072, "positive_text_encoding_seconds": 0.03986216615885496, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0311-job-031.png", "json_member": "person-0311-job-031.json", "prompt_member": "person-0311-job-031.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00016.tar", "reference_source_member": "person-0311-neutral.png", "reference_source_generated_utc": "2026-10-06T18:59:05.685158+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, dark brown short naturally curly hair, a compact build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a compact build", "character_id": "person-0311", "default_emotion": "neutral", "description": "The same reference identity in the delivery courier outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0311-job-048", "job_id": "job-048", "job_key": "delivery_courier", "job_outfit": "a royal-blue weatherproof delivery jacket with orange cuffs, charcoal cargo trousers and sturdy black shoes", "job_outfit_index": 5, "job_title_de": "Paketzusteller/in", "job_title_en": "delivery courier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue weatherproof delivery jacket with orange cuffs, charcoal cargo trousers and sturdy black shoes", "outfit_id": "person-0311-job-048", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0311", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional delivery courier outfit: a royal-blue weatherproof delivery jacket with orange cuffs, charcoal cargo trousers and sturdy black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0311-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00016.tar", "seed": 559711302, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:00:02.582905+00:00", "image_sha256": "9fbae6b1615e17e1b03d1f3e49a53da1914492c87b5c86680e784b9105f5ac4d", "reference_image_sha256": "d022ad7e322e81034e17c7394311b98f0281a39ec8a5adebda27741c859a4bb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 559711302, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.89105188427493, "positive_text_encoding_seconds": 0.040181942749768496, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0311-job-048.png", "json_member": "person-0311-job-048.json", "prompt_member": "person-0311-job-048.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00016.tar", "reference_source_member": "person-0311-neutral.png", "reference_source_generated_utc": "2026-10-06T18:59:05.685158+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, dark brown short naturally curly hair, a compact build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a compact build", "character_id": "person-0311", "default_emotion": "neutral", "description": "The same reference identity in the street cleaner outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0311-job-058", "job_id": "job-058", "job_key": "street_cleaner", "job_outfit": "an orange weatherproof reflective jacket over full clothing, navy utility trousers and black work boots", "job_outfit_index": 6, "job_title_de": "Straßenreinigungskraft", "job_title_en": "street cleaner", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange weatherproof reflective jacket over full clothing, navy utility trousers and black work boots", "outfit_id": "person-0311-job-058", "outfit_style": "professional_civic_transport", "personality_id": "person-0311", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional street cleaner outfit: an orange weatherproof reflective jacket over full clothing, navy utility trousers and black work boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0311-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00016.tar", "seed": 3129116626, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:00:06.771817+00:00", "image_sha256": "e82603333fca9d3060923bf317fc352a07d3c19f46285f2ad4ac299ab38706a0", "reference_image_sha256": "d022ad7e322e81034e17c7394311b98f0281a39ec8a5adebda27741c859a4bb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3129116626, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.936664841137826, "positive_text_encoding_seconds": 0.039422832895070314, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0311-job-058.png", "json_member": "person-0311-job-058.json", "prompt_member": "person-0311-job-058.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00016.tar", "reference_source_member": "person-0311-neutral.png", "reference_source_generated_utc": "2026-10-06T18:59:05.685158+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, dark brown short naturally curly hair, a compact build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a compact build", "character_id": "person-0311", "default_emotion": "neutral", "description": "The same reference identity in the school teacher outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0311-job-081", "job_id": "job-081", "job_key": "school_teacher", "job_outfit": "a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Lehrer/in", "job_title_en": "school teacher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes", "outfit_id": "person-0311-job-081", "outfit_style": "professional_science_education", "personality_id": "person-0311", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional school teacher outfit: a burgundy cardigan over a cream closed shirt, navy tailored trousers and brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0311-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00016.tar", "seed": 804973623, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:00:24.072212+00:00", "image_sha256": "5f5744d3417886e3438374da6bd7276adab95c343c4b67e8ad979a23f2400964", "reference_image_sha256": "d022ad7e322e81034e17c7394311b98f0281a39ec8a5adebda27741c859a4bb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 804973623, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.451619875151664, "positive_text_encoding_seconds": 0.04049306269735098, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0311-job-081.png", "json_member": "person-0311-job-081.json", "prompt_member": "person-0311-job-081.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00016.tar", "reference_source_member": "person-0311-neutral.png", "reference_source_generated_utc": "2026-10-06T18:59:05.685158+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, dark brown short naturally curly hair, a compact build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a compact build", "character_id": "person-0311", "default_emotion": "neutral", "description": "The same reference identity in the museum curator outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0311-job-099", "job_id": "job-099", "job_key": "museum_curator", "job_outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "job_outfit_index": 10, "job_title_de": "Museumskurator/in", "job_title_en": "museum curator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "outfit_id": "person-0311-job-099", "outfit_style": "professional_creative_culture", "personality_id": "person-0311", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional museum curator outfit: a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0311-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00016.tar", "seed": 85827104, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:00:31.328863+00:00", "image_sha256": "5f8b4d0cb0bbd171be928150c33174885f99ba0e64f604f9faa62d9f36cfd172", "reference_image_sha256": "d022ad7e322e81034e17c7394311b98f0281a39ec8a5adebda27741c859a4bb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 85827104, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58101883204654, "positive_text_encoding_seconds": 0.04022317519411445, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0311-job-099.png", "json_member": "person-0311-job-099.json", "prompt_member": "person-0311-job-099.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00016.tar", "reference_source_member": "person-0311-neutral.png", "reference_source_generated_utc": "2026-10-06T18:59:05.685158+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Arab heritage, medium brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a plum cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0312", "default_emotion": "neutral", "description": "The same reference identity in the nurse outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0312-job-003", "job_id": "job-003", "job_key": "nurse", "job_outfit": "a lavender clinical tunic over a white long-sleeved undershirt and navy scrub trousers, white shoes", "job_outfit_index": 1, "job_title_de": "Pflegefachkraft", "job_title_en": "nurse", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a lavender clinical tunic over a white long-sleeved undershirt and navy scrub trousers, white shoes", "outfit_id": "person-0312-job-003", "outfit_style": "professional_health", "personality_id": "person-0312", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional nurse outfit: a lavender clinical tunic over a white long-sleeved undershirt and navy scrub trousers, white shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0312-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00015.tar", "seed": 4034191944, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:00:32.132943+00:00", "image_sha256": "fd813784778b4019da71303827c58676fe5bc8ae651223e66c30a2912be80b40", "reference_image_sha256": "192fc0d63c1c004b307e06dd3d93afda121780c393bc25916e0c8a27f1fc07c5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4034191944, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.69315815065056, "positive_text_encoding_seconds": 0.04056707909330726, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0312-job-003.png", "json_member": "person-0312-job-003.json", "prompt_member": "person-0312-job-003.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00015.tar", "reference_source_member": "person-0312-neutral.png", "reference_source_generated_utc": "2026-10-06T18:40:48.947407+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Arab heritage, medium brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a plum cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0312", "default_emotion": "neutral", "description": "The same reference identity in the police officer outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0312-job-012", "job_id": "job-012", "job_key": "police_officer", "job_outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "job_outfit_index": 2, "job_title_de": "Polizeikraft", "job_title_en": "police officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "outfit_id": "person-0312-job-012", "outfit_style": "professional_emergency", "personality_id": "person-0312", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional police officer outfit: a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0312-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00015.tar", "seed": 2152146184, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:00:39.670228+00:00", "image_sha256": "288e2bb2180ea078d0b40dd0797306ac20a71baeb739d7aff5860b7a60778fc7", "reference_image_sha256": "192fc0d63c1c004b307e06dd3d93afda121780c393bc25916e0c8a27f1fc07c5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2152146184, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.8847361500375, "positive_text_encoding_seconds": 0.04043501475825906, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0312-job-012.png", "json_member": "person-0312-job-012.json", "prompt_member": "person-0312-job-012.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00015.tar", "reference_source_member": "person-0312-neutral.png", "reference_source_generated_utc": "2026-10-06T18:40:48.947407+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Arab heritage, medium brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a plum cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0312", "default_emotion": "neutral", "description": "The same reference identity in the fishmonger outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0312-job-025", "job_id": "job-025", "job_key": "fishmonger", "job_outfit": "a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots", "job_outfit_index": 3, "job_title_de": "Fischhändler/in", "job_title_en": "fishmonger", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots", "outfit_id": "person-0312-job-025", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0312", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional fishmonger outfit: a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0312-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00015.tar", "seed": 3783322836, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:00:42.678795+00:00", "image_sha256": "338530a31931455077cf912a7f8a064538741166a1873c35d899ce79323ff747", "reference_image_sha256": "192fc0d63c1c004b307e06dd3d93afda121780c393bc25916e0c8a27f1fc07c5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3783322836, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88262960035354, "positive_text_encoding_seconds": 0.03983607003465295, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0312-job-025.png", "json_member": "person-0312-job-025.json", "prompt_member": "person-0312-job-025.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00015.tar", "reference_source_member": "person-0312-neutral.png", "reference_source_generated_utc": "2026-10-06T18:40:48.947407+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Arab heritage, medium brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a plum cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0312", "default_emotion": "neutral", "description": "The same reference identity in the glazier outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0312-job-038", "job_id": "job-038", "job_key": "glazier", "job_outfit": "a blue-gray protective work jacket over a white closed shirt, charcoal trousers and black safety shoes", "job_outfit_index": 4, "job_title_de": "Glaser/in", "job_title_en": "glazier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a blue-gray protective work jacket over a white closed shirt, charcoal trousers and black safety shoes", "outfit_id": "person-0312-job-038", "outfit_style": "professional_construction", "personality_id": "person-0312", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional glazier outfit: a blue-gray protective work jacket over a white closed shirt, charcoal trousers and black safety shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0312-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00015.tar", "seed": 1799865760, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:00:46.926520+00:00", "image_sha256": "37bcd21034032209949502132e9cd5273df6586cf640eab49dec06d811366083", "reference_image_sha256": "192fc0d63c1c004b307e06dd3d93afda121780c393bc25916e0c8a27f1fc07c5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1799865760, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.94248281791806, "positive_text_encoding_seconds": 0.03977649286389351, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0312-job-038.png", "json_member": "person-0312-job-038.json", "prompt_member": "person-0312-job-038.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00015.tar", "reference_source_member": "person-0312-neutral.png", "reference_source_generated_utc": "2026-10-06T18:40:48.947407+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Arab heritage, medium brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a plum cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0312", "default_emotion": "neutral", "description": "The same reference identity in the accountant outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0312-job-062", "job_id": "job-062", "job_key": "accountant", "job_outfit": "a charcoal blazer over a pale blue closed shirt, navy tailored trousers and brown shoes", "job_outfit_index": 7, "job_title_de": "Buchhalter/in", "job_title_en": "accountant", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal blazer over a pale blue closed shirt, navy tailored trousers and brown shoes", "outfit_id": "person-0312-job-062", "outfit_style": "professional_office_finance", "personality_id": "person-0312", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional accountant outfit: a charcoal blazer over a pale blue closed shirt, navy tailored trousers and brown shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0312-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00015.tar", "seed": 81526699, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:01:04.740519+00:00", "image_sha256": "3a91c72a63f0966b9038a4cdacae1a82337832b641bdb099b4e93bced94b775e", "reference_image_sha256": "192fc0d63c1c004b307e06dd3d93afda121780c393bc25916e0c8a27f1fc07c5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 81526699, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45513211376965, "positive_text_encoding_seconds": 0.040119845885783434, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0312-job-062.png", "json_member": "person-0312-job-062.json", "prompt_member": "person-0312-job-062.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00015.tar", "reference_source_member": "person-0312-neutral.png", "reference_source_generated_utc": "2026-10-06T18:40:48.947407+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Arab heritage, medium brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a plum cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0312", "default_emotion": "neutral", "description": "The same reference identity in the viticulturist outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0312-job-078", "job_id": "job-078", "job_key": "viticulturist", "job_outfit": "a tan field waistcoat over a cream long-sleeved shirt, burgundy work trousers and brown sturdy boots", "job_outfit_index": 8, "job_title_de": "Winzer/in", "job_title_en": "viticulturist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan field waistcoat over a cream long-sleeved shirt, burgundy work trousers and brown sturdy boots", "outfit_id": "person-0312-job-078", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0312", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional viticulturist outfit: a tan field waistcoat over a cream long-sleeved shirt, burgundy work trousers and brown sturdy boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0312-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00015.tar", "seed": 3539283264, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:01:11.125675+00:00", "image_sha256": "b4f92e0197f16e12b64f21874a89acde2b5da1eb62bfaee89e96a22341507a2d", "reference_image_sha256": "192fc0d63c1c004b307e06dd3d93afda121780c393bc25916e0c8a27f1fc07c5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3539283264, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58532636240125, "positive_text_encoding_seconds": 0.03980420017614961, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0312-job-078.png", "json_member": "person-0312-job-078.json", "prompt_member": "person-0312-job-078.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00015.tar", "reference_source_member": "person-0312-neutral.png", "reference_source_generated_utc": "2026-10-06T18:40:48.947407+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Arab heritage, medium brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a plum cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0312", "default_emotion": "neutral", "description": "The same reference identity in the surveyor outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0312-job-086", "job_id": "job-086", "job_key": "surveyor", "job_outfit": "an orange reflective field vest over a pale blue long-sleeved shirt, charcoal work trousers and brown boots", "job_outfit_index": 9, "job_title_de": "Vermessungstechniker/in", "job_title_en": "surveyor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective field vest over a pale blue long-sleeved shirt, charcoal work trousers and brown boots", "outfit_id": "person-0312-job-086", "outfit_style": "professional_science_education", "personality_id": "person-0312", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional surveyor outfit: an orange reflective field vest over a pale blue long-sleeved shirt, charcoal work trousers and brown boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0312-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00015.tar", "seed": 1492980363, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:01:11.979293+00:00", "image_sha256": "a0ed69fbdbc13b71b78035abbc64709cd0f90df59a8571c4a68c8358061d660c", "reference_image_sha256": "192fc0d63c1c004b307e06dd3d93afda121780c393bc25916e0c8a27f1fc07c5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1492980363, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.67435442702845, "positive_text_encoding_seconds": 0.04045562585815787, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0312-job-086.png", "json_member": "person-0312-job-086.json", "prompt_member": "person-0312-job-086.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00015.tar", "reference_source_member": "person-0312-neutral.png", "reference_source_generated_utc": "2026-10-06T18:40:48.947407+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Arab heritage, medium brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a plum cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0312", "default_emotion": "neutral", "description": "The same reference identity in the tailor outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0312-job-094", "job_id": "job-094", "job_key": "tailor", "job_outfit": "a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes", "job_outfit_index": 10, "job_title_de": "Schneider/in", "job_title_en": "tailor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes", "outfit_id": "person-0312-job-094", "outfit_style": "professional_creative_culture", "personality_id": "person-0312", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional tailor outfit: a brown craft apron over a lavender long-sleeved shirt, navy trousers and dark shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0312-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00015.tar", "seed": 2068175530, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:01:19.726508+00:00", "image_sha256": "5bbe73275b988de938245324b5c42102310171db99cb0ba3743b3464fb741ecc", "reference_image_sha256": "192fc0d63c1c004b307e06dd3d93afda121780c393bc25916e0c8a27f1fc07c5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2068175530, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.882835760712624, "positive_text_encoding_seconds": 0.04030957305803895, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0312-job-094.png", "json_member": "person-0312-job-094.json", "prompt_member": "person-0312-job-094.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00015.tar", "reference_source_member": "person-0312-neutral.png", "reference_source_generated_utc": "2026-10-06T18:40:48.947407+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light olive skin, blond a cropped textured hairstyle, a sturdy build, wearing a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a sturdy build", "character_id": "person-0313", "default_emotion": "neutral", "description": "The same reference identity in the surgeon outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a cropped textured hairstyle", "id": "person-0313-job-002", "job_id": "job-002", "job_key": "surgeon", "job_outfit": "a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask", "job_outfit_index": 1, "job_title_de": "Chirurg/Chirurgin", "job_title_en": "surgeon", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask", "outfit_id": "person-0313-job-002", "outfit_style": "professional_health", "personality_id": "person-0313", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional surgeon outfit: a clean cobalt-blue long-sleeved scrub top and matching full-length scrub trousers, white medical shoes, no mask. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0313-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00019.tar", "seed": 3712837843, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:01:22.770658+00:00", "image_sha256": "5ff70305654439c4050b011d31172289eb5c4684011fb1698c29a26fcc312777", "reference_image_sha256": "ffab29e93692d80aabdea6e8535f00abc32b2840edfee9164a2d70167cc4bd4d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3712837843, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88523202063516, "positive_text_encoding_seconds": 0.04094087705016136, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0313-job-002.png", "json_member": "person-0313-job-002.json", "prompt_member": "person-0313-job-002.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00019.tar", "reference_source_member": "person-0313-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:32.905454+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light olive skin, blond a cropped textured hairstyle, a sturdy build, wearing a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a sturdy build", "character_id": "person-0313", "default_emotion": "neutral", "description": "The same reference identity in the park ranger outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a cropped textured hairstyle", "id": "person-0313-job-019", "job_id": "job-019", "job_key": "park_ranger", "job_outfit": "a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat", "job_outfit_index": 2, "job_title_de": "Park-Ranger/in", "job_title_en": "park ranger", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat", "outfit_id": "person-0313-job-019", "outfit_style": "professional_emergency", "personality_id": "person-0313", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional park ranger outfit: a tan long-sleeved field shirt with plain brown shoulder tabs, brown utility trousers and sturdy boots, no hat. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0313-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00019.tar", "seed": 2137797920, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:01:27.065489+00:00", "image_sha256": "9068b5b9c224d6bc783068b116c7b135dbb81cbe6e0613cc7416f4c941672d5f", "reference_image_sha256": "ffab29e93692d80aabdea6e8535f00abc32b2840edfee9164a2d70167cc4bd4d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2137797920, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.92595020774752, "positive_text_encoding_seconds": 0.04030974442139268, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0313-job-019.png", "json_member": "person-0313-job-019.json", "prompt_member": "person-0313-job-019.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00019.tar", "reference_source_member": "person-0313-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:32.905454+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light olive skin, blond a cropped textured hairstyle, a sturdy build, wearing a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a sturdy build", "character_id": "person-0313", "default_emotion": "neutral", "description": "The same reference identity in the sanitation worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a cropped textured hairstyle", "id": "person-0313-job-049", "job_id": "job-049", "job_key": "sanitation_worker", "job_outfit": "a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots", "job_outfit_index": 5, "job_title_de": "Abfallwirtschaftskraft", "job_title_en": "sanitation worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots", "outfit_id": "person-0313-job-049", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0313", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional sanitation worker outfit: a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0313-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00019.tar", "seed": 2554577307, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:01:45.402506+00:00", "image_sha256": "c6fa2da325edf87addda4793dcdde32294965a989d0ddeabfb8940e042f0fefb", "reference_image_sha256": "ffab29e93692d80aabdea6e8535f00abc32b2840edfee9164a2d70167cc4bd4d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2554577307, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44846946699545, "positive_text_encoding_seconds": 0.03994629066437483, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0313-job-049.png", "json_member": "person-0313-job-049.json", "prompt_member": "person-0313-job-049.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00019.tar", "reference_source_member": "person-0313-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:32.905454+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light olive skin, blond a cropped textured hairstyle, a sturdy build, wearing a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a sturdy build", "character_id": "person-0313", "default_emotion": "neutral", "description": "The same reference identity in the municipal maintenance worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a cropped textured hairstyle", "id": "person-0313-job-057", "job_id": "job-057", "job_key": "municipal_maintenance", "job_outfit": "an orange reflective waistcoat over a burgundy work jacket, charcoal trousers and safety boots", "job_outfit_index": 6, "job_title_de": "Kommunale Instandhaltungskraft", "job_title_en": "municipal maintenance worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective waistcoat over a burgundy work jacket, charcoal trousers and safety boots", "outfit_id": "person-0313-job-057", "outfit_style": "professional_civic_transport", "personality_id": "person-0313", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional municipal maintenance worker outfit: an orange reflective waistcoat over a burgundy work jacket, charcoal trousers and safety boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0313-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00019.tar", "seed": 1986532469, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:01:50.900738+00:00", "image_sha256": "61233434a8c171c25fb82dc1a7492dcb4dceb3d10676d4978618e0f30834d632", "reference_image_sha256": "ffab29e93692d80aabdea6e8535f00abc32b2840edfee9164a2d70167cc4bd4d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1986532469, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57358341803774, "positive_text_encoding_seconds": 0.040156309958547354, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0313-job-057.png", "json_member": "person-0313-job-057.json", "prompt_member": "person-0313-job-057.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00019.tar", "reference_source_member": "person-0313-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:32.905454+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light olive skin, blond a cropped textured hairstyle, a sturdy build, wearing a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a sturdy build", "character_id": "person-0313", "default_emotion": "neutral", "description": "The same reference identity in the debt collection agent outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a cropped textured hairstyle", "id": "person-0313-job-063", "job_id": "job-063", "job_key": "debt_collector", "job_outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "job_outfit_index": 7, "job_title_de": "Geldeintreiber/in", "job_title_en": "debt collection agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "outfit_id": "person-0313-job-063", "outfit_style": "professional_office_finance", "personality_id": "person-0313", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional debt collection agent outfit: a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0313-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00019.tar", "seed": 3165007253, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:01:51.858273+00:00", "image_sha256": "40e5b773764209290ba7fa51678edfcea8e66977e8bf3b2cf4999ce3b1615862", "reference_image_sha256": "ffab29e93692d80aabdea6e8535f00abc32b2840edfee9164a2d70167cc4bd4d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3165007253, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.66953164478764, "positive_text_encoding_seconds": 0.04004907375201583, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0313-job-063.png", "json_member": "person-0313-job-063.json", "prompt_member": "person-0313-job-063.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00019.tar", "reference_source_member": "person-0313-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:32.905454+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light olive skin, blond a cropped textured hairstyle, a sturdy build, wearing a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a sturdy build", "character_id": "person-0313", "default_emotion": "neutral", "description": "The same reference identity in the farmer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a cropped textured hairstyle", "id": "person-0313-job-071", "job_id": "job-071", "job_key": "farmer", "job_outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "job_outfit_index": 8, "job_title_de": "Landwirt/in", "job_title_en": "farmer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "outfit_id": "person-0313-job-071", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0313", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional farmer outfit: brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0313-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00019.tar", "seed": 2685954152, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:01:59.889950+00:00", "image_sha256": "e2f38a4e0292825033761c6bcf1c18609470da816cd7fb2cceb9f09c57a98476", "reference_image_sha256": "ffab29e93692d80aabdea6e8535f00abc32b2840edfee9164a2d70167cc4bd4d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2685954152, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.95321965776384, "positive_text_encoding_seconds": 0.03968256805092096, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0313-job-071.png", "json_member": "person-0313-job-071.json", "prompt_member": "person-0313-job-071.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00019.tar", "reference_source_member": "person-0313-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:32.905454+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light olive skin, blond a cropped textured hairstyle, a sturdy build, wearing a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a sturdy build", "character_id": "person-0313", "default_emotion": "neutral", "description": "The same reference identity in the university lecturer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a cropped textured hairstyle", "id": "person-0313-job-082", "job_id": "job-082", "job_key": "university_lecturer", "job_outfit": "a taupe tweed blazer over a pale blue closed shirt, charcoal trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Hochschuldozent/in", "job_title_en": "university lecturer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a taupe tweed blazer over a pale blue closed shirt, charcoal trousers and brown shoes", "outfit_id": "person-0313-job-082", "outfit_style": "professional_science_education", "personality_id": "person-0313", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional university lecturer outfit: a taupe tweed blazer over a pale blue closed shirt, charcoal trousers and brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0313-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00019.tar", "seed": 109768275, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:02:02.822499+00:00", "image_sha256": "bc60b62ed3eee516632d30b7c78fded1ca8134caad89cce367315ea60f3624e1", "reference_image_sha256": "ffab29e93692d80aabdea6e8535f00abc32b2840edfee9164a2d70167cc4bd4d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 109768275, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88755028601736, "positive_text_encoding_seconds": 0.04039358301088214, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0313-job-082.png", "json_member": "person-0313-job-082.json", "prompt_member": "person-0313-job-082.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00019.tar", "reference_source_member": "person-0313-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:32.905454+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light olive skin, blond a cropped textured hairstyle, a sturdy build, wearing a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream collared shirt under a cream cardigan, navy trousers and neat closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "smart_casual", "build": "a sturdy build", "character_id": "person-0313", "default_emotion": "neutral", "description": "The same reference identity in the chef outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a cropped textured hairstyle", "id": "person-0313-job-091", "job_id": "job-091", "job_key": "chef", "job_outfit": "a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat", "job_outfit_index": 10, "job_title_de": "Koch/Köchin", "job_title_en": "chef", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat", "outfit_id": "person-0313-job-091", "outfit_style": "professional_creative_culture", "personality_id": "person-0313", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional chef outfit: a closed white double-breasted chef jacket with burgundy piping, charcoal trousers and black kitchen shoes, no hat. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0313-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00019.tar", "seed": 3777238363, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:02:07.182791+00:00", "image_sha256": "db48d4d771ac9c60e1bff5f5bdc10244c6e30de1c6b29dc03777b71e4000a745", "reference_image_sha256": "ffab29e93692d80aabdea6e8535f00abc32b2840edfee9164a2d70167cc4bd4d", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3777238363, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.94308326020837, "positive_text_encoding_seconds": 0.039881751872599125, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0313-job-091.png", "json_member": "person-0313-job-091.json", "prompt_member": "person-0313-job-091.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00019.tar", "reference_source_member": "person-0313-neutral.png", "reference_source_generated_utc": "2026-10-06T19:33:32.905454+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Latino heritage, olive skin, black a cropped textured hairstyle, a slim build, wearing a dark cream denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark cream denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0314", "default_emotion": "neutral", "description": "The same reference identity in the supermarket worker outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0314-job-022", "job_id": "job-022", "job_key": "supermarket_worker", "job_outfit": "an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge", "job_outfit_index": 3, "job_title_de": "Supermarktmitarbeiter/in", "job_title_en": "supermarket worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge", "outfit_id": "person-0314-job-022", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0314", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional supermarket worker outfit: an orange supermarket waistcoat over a navy long-sleeved shirt, charcoal work trousers and black shoes, blank badge. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0314-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00017.tar", "seed": 3281766552, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:02:26.064093+00:00", "image_sha256": "fa9019d4b72686c76509c03b6e2e17af3248e9c55e52a8608a1fa82979e23242", "reference_image_sha256": "cca48a832098c8ae8a10dbc9df9078ce0bcf1c4ccc8ba43b6d72c81baba3bc21", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3281766552, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44843937084079, "positive_text_encoding_seconds": 0.040398981887847185, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0314-job-022.png", "json_member": "person-0314-job-022.json", "prompt_member": "person-0314-job-022.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00017.tar", "reference_source_member": "person-0314-neutral.png", "reference_source_generated_utc": "2026-10-06T19:15:43.232964+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Latino heritage, olive skin, black a cropped textured hairstyle, a slim build, wearing a dark cream denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark cream denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0314", "default_emotion": "neutral", "description": "The same reference identity in the electrician outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0314-job-031", "job_id": "job-031", "job_key": "electrician", "job_outfit": "a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots", "job_outfit_index": 4, "job_title_de": "Elektriker/in", "job_title_en": "electrician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots", "outfit_id": "person-0314-job-031", "outfit_style": "professional_construction", "personality_id": "person-0314", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional electrician outfit: a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0314-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00017.tar", "seed": 3983602940, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:02:30.686258+00:00", "image_sha256": "69d4f394365874d4b4824ee253f8ed18204d39fefabae09730fe293adde30d20", "reference_image_sha256": "cca48a832098c8ae8a10dbc9df9078ce0bcf1c4ccc8ba43b6d72c81baba3bc21", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3983602940, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.574424866586924, "positive_text_encoding_seconds": 0.03932591015473008, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0314-job-031.png", "json_member": "person-0314-job-031.json", "prompt_member": "person-0314-job-031.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00017.tar", "reference_source_member": "person-0314-neutral.png", "reference_source_generated_utc": "2026-10-06T19:15:43.232964+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Latino heritage, olive skin, black a cropped textured hairstyle, a slim build, wearing a dark cream denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark cream denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0314", "default_emotion": "neutral", "description": "The same reference identity in the warehouse worker outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0314-job-045", "job_id": "job-045", "job_key": "warehouse_worker", "job_outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "job_outfit_index": 5, "job_title_de": "Lagerfachkraft", "job_title_en": "warehouse worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "outfit_id": "person-0314-job-045", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0314", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional warehouse worker outfit: an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0314-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00017.tar", "seed": 2529605165, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:02:31.753463+00:00", "image_sha256": "30ca200f122719328757e2bb0ec7c85441db1b3e55fb42a82f2ad6ae83202f76", "reference_image_sha256": "cca48a832098c8ae8a10dbc9df9078ce0bcf1c4ccc8ba43b6d72c81baba3bc21", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2529605165, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.67988705774769, "positive_text_encoding_seconds": 0.04019175097346306, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0314-job-045.png", "json_member": "person-0314-job-045.json", "prompt_member": "person-0314-job-045.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00017.tar", "reference_source_member": "person-0314-neutral.png", "reference_source_generated_utc": "2026-10-06T19:15:43.232964+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Latino heritage, olive skin, black a cropped textured hairstyle, a slim build, wearing a dark cream denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark cream denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0314", "default_emotion": "neutral", "description": "The same reference identity in the train driver outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0314-job-053", "job_id": "job-053", "job_key": "train_driver", "job_outfit": "a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes", "job_outfit_index": 6, "job_title_de": "Lokführer/in", "job_title_en": "train driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes", "outfit_id": "person-0314-job-053", "outfit_style": "professional_civic_transport", "personality_id": "person-0314", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional train driver outfit: a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0314-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00017.tar", "seed": 2101566965, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:02:39.994416+00:00", "image_sha256": "bbaad7424d3ea880e748ab73688ddaf6e849bea631b765bda6c935ef6e6a6258", "reference_image_sha256": "cca48a832098c8ae8a10dbc9df9078ce0bcf1c4ccc8ba43b6d72c81baba3bc21", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2101566965, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.89166899397969, "positive_text_encoding_seconds": 0.040511463303118944, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0314-job-053.png", "json_member": "person-0314-job-053.json", "prompt_member": "person-0314-job-053.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00017.tar", "reference_source_member": "person-0314-neutral.png", "reference_source_generated_utc": "2026-10-06T19:15:43.232964+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Latino heritage, olive skin, black a cropped textured hairstyle, a slim build, wearing a dark cream denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark cream denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0314", "default_emotion": "neutral", "description": "The same reference identity in the insurance agent outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0314-job-064", "job_id": "job-064", "job_key": "insurance_agent", "job_outfit": "a burgundy business blazer over a cream closed shirt, charcoal trousers and polished black shoes", "job_outfit_index": 7, "job_title_de": "Versicherungsberater/in", "job_title_en": "insurance agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy business blazer over a cream closed shirt, charcoal trousers and polished black shoes", "outfit_id": "person-0314-job-064", "outfit_style": "professional_office_finance", "personality_id": "person-0314", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional insurance agent outfit: a burgundy business blazer over a cream closed shirt, charcoal trousers and polished black shoes. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0314-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00017.tar", "seed": 1271617336, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:02:42.923370+00:00", "image_sha256": "ab4be051d7553879169137b6815bea01b6b0a56a01a7475326248a3fe80abbf6", "reference_image_sha256": "cca48a832098c8ae8a10dbc9df9078ce0bcf1c4ccc8ba43b6d72c81baba3bc21", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1271617336, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.89024900877848, "positive_text_encoding_seconds": 0.03977261809632182, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0314-job-064.png", "json_member": "person-0314-job-064.json", "prompt_member": "person-0314-job-064.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00017.tar", "reference_source_member": "person-0314-neutral.png", "reference_source_generated_utc": "2026-10-06T19:15:43.232964+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 25, "base_description": "one fictional 25-year-old woman, Latino heritage, olive skin, black a cropped textured hairstyle, a slim build, wearing a dark cream denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark cream denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0314", "default_emotion": "neutral", "description": "The same reference identity in the animal caretaker outfit.", "emotion": "neutral", "ethnicity": "latino", "ethnicity_prompt_label": "Latino", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0314-job-075", "job_id": "job-075", "job_key": "animal_caretaker", "job_outfit": "a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes", "job_outfit_index": 8, "job_title_de": "Tierpfleger/in", "job_title_en": "animal caretaker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes", "outfit_id": "person-0314-job-075", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0314", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 25-year-old adult. Change only the clothing to a fully clothed professional animal caretaker outfit: a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes. Keep the exact face, olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0314-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00017.tar", "seed": 1868242525, "skin_tone": "olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:02:47.341204+00:00", "image_sha256": "7cbc143ea968f26529dd348ad5aca405c058f9b59291f1c096ebd6e1c8817c83", "reference_image_sha256": "cca48a832098c8ae8a10dbc9df9078ce0bcf1c4ccc8ba43b6d72c81baba3bc21", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1868242525, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.94493869692087, "positive_text_encoding_seconds": 0.04063022695481777, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0314-job-075.png", "json_member": "person-0314-job-075.json", "prompt_member": "person-0314-job-075.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00017.tar", "reference_source_member": "person-0314-neutral.png", "reference_source_generated_utc": "2026-10-06T19:15:43.232964+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, fair skin, dark brown short naturally curly hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0315", "default_emotion": "neutral", "description": "The same reference identity in the radiographer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0315-job-008", "job_id": "job-008", "job_key": "radiographer", "job_outfit": "a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes", "job_outfit_index": 1, "job_title_de": "Radiologie-Fachkraft", "job_title_en": "radiographer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes", "outfit_id": "person-0315-job-008", "outfit_style": "professional_health", "personality_id": "person-0315", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional radiographer outfit: a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0315-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00022.tar", "seed": 2768163312, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:03:06.721457+00:00", "image_sha256": "e27ada7e8d8c3e808153804db38a6fafa0bf49fb4e352f46898091a58ee6f0dc", "reference_image_sha256": "e6327ffa34b940afed7f51f0ed5ec9e9422e9ee53797bdb5a1cd40ce9fc11803", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2768163312, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.444765218067914, "positive_text_encoding_seconds": 0.04050680482760072, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0315-job-008.png", "json_member": "person-0315-job-008.json", "prompt_member": "person-0315-job-008.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00022.tar", "reference_source_member": "person-0315-neutral.png", "reference_source_generated_utc": "2026-10-06T20:10:27.890972+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, fair skin, dark brown short naturally curly hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0315", "default_emotion": "neutral", "description": "The same reference identity in the lifeguard outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0315-job-016", "job_id": "job-016", "job_key": "lifeguard", "job_outfit": "a red long-sleeved rescue top and full-length navy rescue trousers, white closed shoes", "job_outfit_index": 2, "job_title_de": "Rettungsschwimmer/in", "job_title_en": "lifeguard", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a red long-sleeved rescue top and full-length navy rescue trousers, white closed shoes", "outfit_id": "person-0315-job-016", "outfit_style": "professional_emergency", "personality_id": "person-0315", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional lifeguard outfit: a red long-sleeved rescue top and full-length navy rescue trousers, white closed shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0315-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00022.tar", "seed": 376684175, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:03:10.484576+00:00", "image_sha256": "e1908694f2284265bb765d441afaa23a69425e96f0213017cbf4b10ee1c51b2c", "reference_image_sha256": "e6327ffa34b940afed7f51f0ed5ec9e9422e9ee53797bdb5a1cd40ce9fc11803", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 376684175, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58539153728634, "positive_text_encoding_seconds": 0.03933927696198225, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0315-job-016.png", "json_member": "person-0315-job-016.json", "prompt_member": "person-0315-job-016.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00022.tar", "reference_source_member": "person-0315-neutral.png", "reference_source_generated_utc": "2026-10-06T20:10:27.890972+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, fair skin, dark brown short naturally curly hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0315", "default_emotion": "neutral", "description": "The same reference identity in the baker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0315-job-023", "job_id": "job-023", "job_key": "baker", "job_outfit": "a closed white bakery jacket and white apron over navy trousers, white closed shoes", "job_outfit_index": 3, "job_title_de": "Bäcker/in", "job_title_en": "baker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed white bakery jacket and white apron over navy trousers, white closed shoes", "outfit_id": "person-0315-job-023", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0315", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional baker outfit: a closed white bakery jacket and white apron over navy trousers, white closed shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0315-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00022.tar", "seed": 4062108266, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:03:11.592515+00:00", "image_sha256": "47c97a67a7108a7121b7a02a932ad4708a1da12df34d6f0f48d18203200f03e4", "reference_image_sha256": "e6327ffa34b940afed7f51f0ed5ec9e9422e9ee53797bdb5a1cd40ce9fc11803", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4062108266, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.63293999386951, "positive_text_encoding_seconds": 0.03939445177093148, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0315-job-023.png", "json_member": "person-0315-job-023.json", "prompt_member": "person-0315-job-023.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00022.tar", "reference_source_member": "person-0315-neutral.png", "reference_source_generated_utc": "2026-10-06T20:10:27.890972+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, fair skin, dark brown short naturally curly hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0315", "default_emotion": "neutral", "description": "The same reference identity in the locksmith outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0315-job-039", "job_id": "job-039", "job_key": "locksmith", "job_outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "job_outfit_index": 4, "job_title_de": "Schlosser/in", "job_title_en": "locksmith", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "outfit_id": "person-0315-job-039", "outfit_style": "professional_construction", "personality_id": "person-0315", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional locksmith outfit: a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0315-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00022.tar", "seed": 2734657057, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:03:20.099761+00:00", "image_sha256": "15ef0fecdee5281ee463cfa52179039c12c3e70087286bcf1761429929718a59", "reference_image_sha256": "e6327ffa34b940afed7f51f0ed5ec9e9422e9ee53797bdb5a1cd40ce9fc11803", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2734657057, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.89258953323588, "positive_text_encoding_seconds": 0.04009916493669152, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0315-job-039.png", "json_member": "person-0315-job-039.json", "prompt_member": "person-0315-job-039.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00022.tar", "reference_source_member": "person-0315-neutral.png", "reference_source_generated_utc": "2026-10-06T20:10:27.890972+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, fair skin, dark brown short naturally curly hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0315", "default_emotion": "neutral", "description": "The same reference identity in the sanitation worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0315-job-049", "job_id": "job-049", "job_key": "sanitation_worker", "job_outfit": "a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots", "job_outfit_index": 5, "job_title_de": "Abfallwirtschaftskraft", "job_title_en": "sanitation worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots", "outfit_id": "person-0315-job-049", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0315", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional sanitation worker outfit: a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0315-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00022.tar", "seed": 3483525156, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:03:23.019888+00:00", "image_sha256": "57f54d586ca7b29e876f504867671bf368ab7029f9fa205418dfadea36f4e8cf", "reference_image_sha256": "e6327ffa34b940afed7f51f0ed5ec9e9422e9ee53797bdb5a1cd40ce9fc11803", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3483525156, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.885042645037174, "positive_text_encoding_seconds": 0.0403296179138124, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0315-job-049.png", "json_member": "person-0315-job-049.json", "prompt_member": "person-0315-job-049.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00022.tar", "reference_source_member": "person-0315-neutral.png", "reference_source_generated_utc": "2026-10-06T20:10:27.890972+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, fair skin, dark brown short naturally curly hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0315", "default_emotion": "neutral", "description": "The same reference identity in the municipal clerk outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0315-job-060", "job_id": "job-060", "job_key": "municipal_clerk", "job_outfit": "a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Verwaltungsangestellte/r", "job_title_en": "municipal clerk", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes", "outfit_id": "person-0315-job-060", "outfit_style": "professional_civic_transport", "personality_id": "person-0315", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional municipal clerk outfit: a navy cardigan over a cream closed shirt, charcoal tailored trousers and black shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0315-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00022.tar", "seed": 4172705138, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:03:27.496240+00:00", "image_sha256": "136d4fa18d8b5dbf5abe3df46084d1b1b85411cd818ea9a4daa7850cc30a84c7", "reference_image_sha256": "e6327ffa34b940afed7f51f0ed5ec9e9422e9ee53797bdb5a1cd40ce9fc11803", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4172705138, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.94350308505818, "positive_text_encoding_seconds": 0.04045804310590029, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0315-job-060.png", "json_member": "person-0315-job-060.json", "prompt_member": "person-0315-job-060.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00022.tar", "reference_source_member": "person-0315-neutral.png", "reference_source_generated_utc": "2026-10-06T20:10:27.890972+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, fair skin, dark brown short naturally curly hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0315", "default_emotion": "neutral", "description": "The same reference identity in the software developer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0315-job-088", "job_id": "job-088", "job_key": "software_developer", "job_outfit": "a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers", "job_outfit_index": 9, "job_title_de": "Softwareentwickler/in", "job_title_en": "software developer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers", "outfit_id": "person-0315-job-088", "outfit_style": "professional_science_education", "personality_id": "person-0315", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional software developer outfit: a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0315-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00022.tar", "seed": 4096320121, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:03:47.344897+00:00", "image_sha256": "66c7d64e39b88670a645e4bf5ae53351472c60af28fc47fe15ce7073e97bf7b4", "reference_image_sha256": "e6327ffa34b940afed7f51f0ed5ec9e9422e9ee53797bdb5a1cd40ce9fc11803", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4096320121, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.450876196846366, "positive_text_encoding_seconds": 0.039913622196763754, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0315-job-088.png", "json_member": "person-0315-job-088.json", "prompt_member": "person-0315-job-088.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00022.tar", "reference_source_member": "person-0315-neutral.png", "reference_source_generated_utc": "2026-10-06T20:10:27.890972+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, fair skin, dark brown short naturally curly hair, a slim build, wearing a brown cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a slim build", "character_id": "person-0315", "default_emotion": "neutral", "description": "The same reference identity in the stage technician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "dark brown short naturally curly hair", "id": "person-0315-job-098", "job_id": "job-098", "job_key": "stage_technician", "job_outfit": "a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots", "job_outfit_index": 10, "job_title_de": "Bühnentechniker/in", "job_title_en": "stage technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots", "outfit_id": "person-0315-job-098", "outfit_style": "professional_creative_culture", "personality_id": "person-0315", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional stage technician outfit: a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0315-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00022.tar", "seed": 2956923086, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:03:50.244375+00:00", "image_sha256": "f2f3a5b7a238d26c32493d174ed2e45b61ff1d9e489bc49c2ea4c36f32f14a35", "reference_image_sha256": "e6327ffa34b940afed7f51f0ed5ec9e9422e9ee53797bdb5a1cd40ce9fc11803", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2956923086, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.5834108479321, "positive_text_encoding_seconds": 0.040306245908141136, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0315-job-098.png", "json_member": "person-0315-job-098.json", "prompt_member": "person-0315-job-098.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00022.tar", "reference_source_member": "person-0315-neutral.png", "reference_source_generated_utc": "2026-10-06T20:10:27.890972+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, Indian heritage, deep brown skin, black a short practical bob, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0316", "default_emotion": "neutral", "description": "The same reference identity in the physician outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "black a short practical bob", "id": "person-0316-job-001", "job_id": "job-001", "job_key": "physician", "job_outfit": "a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes", "job_outfit_index": 1, "job_title_de": "Arzt/Ärztin", "job_title_en": "physician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes", "outfit_id": "person-0316-job-001", "outfit_style": "professional_health", "personality_id": "person-0316", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional physician outfit: a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0316-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00020.tar", "seed": 600525679, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:03:51.475997+00:00", "image_sha256": "e4e86b019587539f5b1863769029de0374bde7d6675e5da620028c666aa231b9", "reference_image_sha256": "e13fe3b006b71d8f533daecb2a3f920afe10fec87860a2172219c3b93b100131", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 600525679, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.6761337951757, "positive_text_encoding_seconds": 0.0393835362046957, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0316-job-001.png", "json_member": "person-0316-job-001.json", "prompt_member": "person-0316-job-001.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00020.tar", "reference_source_member": "person-0316-neutral.png", "reference_source_generated_utc": "2026-10-06T19:52:42.194628+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, Indian heritage, deep brown skin, black a short practical bob, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0316", "default_emotion": "neutral", "description": "The same reference identity in the lifeguard outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "black a short practical bob", "id": "person-0316-job-016", "job_id": "job-016", "job_key": "lifeguard", "job_outfit": "a red long-sleeved rescue top and full-length navy rescue trousers, white closed shoes", "job_outfit_index": 2, "job_title_de": "Rettungsschwimmer/in", "job_title_en": "lifeguard", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a red long-sleeved rescue top and full-length navy rescue trousers, white closed shoes", "outfit_id": "person-0316-job-016", "outfit_style": "professional_emergency", "personality_id": "person-0316", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional lifeguard outfit: a red long-sleeved rescue top and full-length navy rescue trousers, white closed shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0316-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00020.tar", "seed": 3224971054, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:04:00.201438+00:00", "image_sha256": "9ac4f637c6dbcae4a44c3677b7edafaeed122afa5966a841236fa3a492faf239", "reference_image_sha256": "e13fe3b006b71d8f533daecb2a3f920afe10fec87860a2172219c3b93b100131", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3224971054, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.88824211899191, "positive_text_encoding_seconds": 0.0397481988184154, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0316-job-016.png", "json_member": "person-0316-job-016.json", "prompt_member": "person-0316-job-016.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00020.tar", "reference_source_member": "person-0316-neutral.png", "reference_source_generated_utc": "2026-10-06T19:52:42.194628+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, Indian heritage, deep brown skin, black a short practical bob, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0316", "default_emotion": "neutral", "description": "The same reference identity in the florist outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "black a short practical bob", "id": "person-0316-job-026", "job_id": "job-026", "job_key": "florist", "job_outfit": "an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes", "job_outfit_index": 3, "job_title_de": "Florist/in", "job_title_en": "florist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes", "outfit_id": "person-0316-job-026", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0316", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional florist outfit: an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0316-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00020.tar", "seed": 1068754725, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:04:03.124063+00:00", "image_sha256": "ecaf67a77528e045e63079396def6c4ee98741a79fb63a818d0aba632ab6bcf0", "reference_image_sha256": "e13fe3b006b71d8f533daecb2a3f920afe10fec87860a2172219c3b93b100131", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1068754725, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88374818209559, "positive_text_encoding_seconds": 0.04035631474107504, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0316-job-026.png", "json_member": "person-0316-job-026.json", "prompt_member": "person-0316-job-026.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00020.tar", "reference_source_member": "person-0316-neutral.png", "reference_source_generated_utc": "2026-10-06T19:52:42.194628+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, Indian heritage, deep brown skin, black a short practical bob, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0316", "default_emotion": "neutral", "description": "The same reference identity in the glazier outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "black a short practical bob", "id": "person-0316-job-038", "job_id": "job-038", "job_key": "glazier", "job_outfit": "a blue-gray protective work jacket over a white closed shirt, charcoal trousers and black safety shoes", "job_outfit_index": 4, "job_title_de": "Glaser/in", "job_title_en": "glazier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a blue-gray protective work jacket over a white closed shirt, charcoal trousers and black safety shoes", "outfit_id": "person-0316-job-038", "outfit_style": "professional_construction", "personality_id": "person-0316", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional glazier outfit: a blue-gray protective work jacket over a white closed shirt, charcoal trousers and black safety shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0316-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00020.tar", "seed": 2543806554, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:04:07.657934+00:00", "image_sha256": "5ff06be13b8c945d64fb90baeb553d8834091d3607c7efae21b011c8eba3a937", "reference_image_sha256": "e13fe3b006b71d8f533daecb2a3f920afe10fec87860a2172219c3b93b100131", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2543806554, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.94522140780464, "positive_text_encoding_seconds": 0.0401943982578814, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0316-job-038.png", "json_member": "person-0316-job-038.json", "prompt_member": "person-0316-job-038.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00020.tar", "reference_source_member": "person-0316-neutral.png", "reference_source_generated_utc": "2026-10-06T19:52:42.194628+00:00"}
 {"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, Indian heritage, deep brown skin, black a short practical bob, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0316", "default_emotion": "neutral", "description": "The same reference identity in the welder outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "black a short practical bob", "id": "person-0316-job-042", "job_id": "job-042", "job_key": "welder", "job_outfit": "a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet", "job_outfit_index": 5, "job_title_de": "Schweißer/in", "job_title_en": "welder", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet", "outfit_id": "person-0316-job-042", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0316", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional welder outfit: a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0316-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00020.tar", "seed": 2566890710, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-06T21:47:03.102835+00:00", "image_sha256": "c88fb613d05fcf3c553096becf79157ded07791da522a9d301ece9e3201ba8d7", "reference_image_sha256": "e13fe3b006b71d8f533daecb2a3f920afe10fec87860a2172219c3b93b100131", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2566890710, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "shared-GPU-CPU-offload-job-pilot", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 100.96767031028867, "positive_text_encoding_seconds": 2.1848662532866, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": true, "gpu_shared_with_character_production": true}, "storage": {"shard": "jobs-g7-00001.tar", "image_member": "person-0316-job-042.png", "json_member": "person-0316-job-042.json", "prompt_member": "person-0316-job-042.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00020.tar", "reference_source_member": "person-0316-neutral.png", "reference_source_generated_utc": "2026-10-06T19:52:42.194628+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, Indian heritage, deep brown skin, black a short practical bob, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0316", "default_emotion": "neutral", "description": "The same reference identity in the marine biologist outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "black a short practical bob", "id": "person-0316-job-080", "job_id": "job-080", "job_key": "marine_biologist", "job_outfit": "a navy field jacket over a pale blue closed shirt, tan utility trousers and sturdy brown shoes", "job_outfit_index": 8, "job_title_de": "Meeresbiologe/Meeresbiologin", "job_title_en": "marine biologist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy field jacket over a pale blue closed shirt, tan utility trousers and sturdy brown shoes", "outfit_id": "person-0316-job-080", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0316", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional marine biologist outfit: a navy field jacket over a pale blue closed shirt, tan utility trousers and sturdy brown shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0316-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00020.tar", "seed": 1834657822, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:04:28.011202+00:00", "image_sha256": "f8b8c1cc1d32dbafd3d837740c495e78acc85449594c2b4afadea9dc2c96d338", "reference_image_sha256": "e13fe3b006b71d8f533daecb2a3f920afe10fec87860a2172219c3b93b100131", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1834657822, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.453084715176374, "positive_text_encoding_seconds": 0.03992019593715668, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0316-job-080.png", "json_member": "person-0316-job-080.json", "prompt_member": "person-0316-job-080.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00020.tar", "reference_source_member": "person-0316-neutral.png", "reference_source_generated_utc": "2026-10-06T19:52:42.194628+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, Indian heritage, deep brown skin, black a short practical bob, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0316", "default_emotion": "neutral", "description": "The same reference identity in the librarian outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "black a short practical bob", "id": "person-0316-job-090", "job_id": "job-090", "job_key": "librarian", "job_outfit": "a plum cardigan over a cream closed shirt, charcoal straight trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Bibliothekar/in", "job_title_en": "librarian", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum cardigan over a cream closed shirt, charcoal straight trousers and brown shoes", "outfit_id": "person-0316-job-090", "outfit_style": "professional_science_education", "personality_id": "person-0316", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional librarian outfit: a plum cardigan over a cream closed shirt, charcoal straight trousers and brown shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0316-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00020.tar", "seed": 3394267668, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:04:30.044138+00:00", "image_sha256": "b467a74e38ac5ae5741e44bbdad4c858dd6a2cb14eb0d06cb3c7dbdaa8b4605e", "reference_image_sha256": "e13fe3b006b71d8f533daecb2a3f920afe10fec87860a2172219c3b93b100131", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3394267668, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58087681187317, "positive_text_encoding_seconds": 0.041200040839612484, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0316-job-090.png", "json_member": "person-0316-job-090.json", "prompt_member": "person-0316-job-090.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00020.tar", "reference_source_member": "person-0316-neutral.png", "reference_source_generated_utc": "2026-10-06T19:52:42.194628+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 26, "base_description": "one fictional 26-year-old woman, Indian heritage, deep brown skin, black a short practical bob, a sturdy build, wearing a charcoal sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a sturdy build", "character_id": "person-0316", "default_emotion": "neutral", "description": "The same reference identity in the sound technician outfit.", "emotion": "neutral", "ethnicity": "indian", "ethnicity_prompt_label": "Indian", "gender": "female", "hair": "black a short practical bob", "id": "person-0316-job-097", "job_id": "job-097", "job_key": "sound_technician", "job_outfit": "a navy technical jacket over a charcoal closed shirt, black utility trousers and dark work shoes", "job_outfit_index": 10, "job_title_de": "Tontechniker/in", "job_title_en": "sound technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy technical jacket over a charcoal closed shirt, black utility trousers and dark work shoes", "outfit_id": "person-0316-job-097", "outfit_style": "professional_creative_culture", "personality_id": "person-0316", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 26-year-old adult. Change only the clothing to a fully clothed professional sound technician outfit: a navy technical jacket over a charcoal closed shirt, black utility trousers and dark work shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0316-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00020.tar", "seed": 2104984979, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:04:31.312611+00:00", "image_sha256": "dba33a22587f6458c6406add49201ca04166257fc553693f43885940656eb05d", "reference_image_sha256": "e13fe3b006b71d8f533daecb2a3f920afe10fec87860a2172219c3b93b100131", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2104984979, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.66221726126969, "positive_text_encoding_seconds": 0.040087679866701365, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0316-job-097.png", "json_member": "person-0316-job-097.json", "prompt_member": "person-0316-job-097.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00020.tar", "reference_source_member": "person-0316-neutral.png", "reference_source_generated_utc": "2026-10-06T19:52:42.194628+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, light olive skin, black a cropped textured hairstyle, a compact build, wearing a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0317", "default_emotion": "neutral", "description": "The same reference identity in the radiographer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0317-job-008", "job_id": "job-008", "job_key": "radiographer", "job_outfit": "a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes", "job_outfit_index": 1, "job_title_de": "Radiologie-Fachkraft", "job_title_en": "radiographer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes", "outfit_id": "person-0317-job-008", "outfit_style": "professional_health", "personality_id": "person-0317", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional radiographer outfit: a navy clinical tunic with plain pale blue trim, full-length navy trousers and white medical shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0317-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00024.tar", "seed": 3742674831, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:04:40.301646+00:00", "image_sha256": "57c10b28c7a7f15f8add0f6d3d86e148a46008ebd18eb032359eec42f74d93f3", "reference_image_sha256": "900924034297c74d3edfb594ecbab2907d17bd768aba8e13790355e775cc648b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3742674831, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.886843792162836, "positive_text_encoding_seconds": 0.040399480145424604, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0317-job-008.png", "json_member": "person-0317-job-008.json", "prompt_member": "person-0317-job-008.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00024.tar", "reference_source_member": "person-0317-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:32.454533+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, light olive skin, black a cropped textured hairstyle, a compact build, wearing a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0317", "default_emotion": "neutral", "description": "The same reference identity in the firefighter outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0317-job-011", "job_id": "job-011", "job_key": "firefighter", "job_outfit": "a closed charcoal fire-service coat and full-length protective trousers with yellow and silver reflective bands, black protective boots, no helmet", "job_outfit_index": 2, "job_title_de": "Feuerwehrkraft", "job_title_en": "firefighter", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed charcoal fire-service coat and full-length protective trousers with yellow and silver reflective bands, black protective boots, no helmet", "outfit_id": "person-0317-job-011", "outfit_style": "professional_emergency", "personality_id": "person-0317", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional firefighter outfit: a closed charcoal fire-service coat and full-length protective trousers with yellow and silver reflective bands, black protective boots, no helmet. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0317-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00024.tar", "seed": 2070160877, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:04:43.221636+00:00", "image_sha256": "03444f8e268a4e653ad17608d29b361591c39d4ddee3d08ed1b2fa91c0bdff06", "reference_image_sha256": "900924034297c74d3edfb594ecbab2907d17bd768aba8e13790355e775cc648b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2070160877, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.884215033147484, "positive_text_encoding_seconds": 0.03980294708162546, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0317-job-011.png", "json_member": "person-0317-job-011.json", "prompt_member": "person-0317-job-011.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00024.tar", "reference_source_member": "person-0317-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:32.454533+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, light olive skin, black a cropped textured hairstyle, a compact build, wearing a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0317", "default_emotion": "neutral", "description": "The same reference identity in the butcher outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0317-job-024", "job_id": "job-024", "job_key": "butcher", "job_outfit": "a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes", "job_outfit_index": 3, "job_title_de": "Fleischer/in", "job_title_en": "butcher", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes", "outfit_id": "person-0317-job-024", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0317", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional butcher outfit: a clean burgundy-and-white striped apron over a white long-sleeved coat, charcoal trousers and black shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0317-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00024.tar", "seed": 3094940695, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:04:47.804521+00:00", "image_sha256": "3796949a03957128d65abbf0bd448ede22b2f2133737df057128a5044419785d", "reference_image_sha256": "900924034297c74d3edfb594ecbab2907d17bd768aba8e13790355e775cc648b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3094940695, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93681198824197, "positive_text_encoding_seconds": 0.04038551077246666, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0317-job-024.png", "json_member": "person-0317-job-024.json", "prompt_member": "person-0317-job-024.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00024.tar", "reference_source_member": "person-0317-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:32.454533+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, light olive skin, black a cropped textured hairstyle, a compact build, wearing a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0317", "default_emotion": "neutral", "description": "The same reference identity in the traffic warden outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0317-job-059", "job_id": "job-059", "job_key": "traffic_warden", "job_outfit": "a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge", "job_outfit_index": 6, "job_title_de": "Verkehrsüberwachungskraft", "job_title_en": "traffic warden", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge", "outfit_id": "person-0317-job-059", "outfit_style": "professional_civic_transport", "personality_id": "person-0317", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional traffic warden outfit: a royal-blue uniform jacket with plain silver trim, navy trousers and black shoes, blank badge. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0317-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00024.tar", "seed": 503173304, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:05:08.664221+00:00", "image_sha256": "dc082f07a66d98cbe32b13358d59cee51c80a0c341492e004898293123b0c5fb", "reference_image_sha256": "900924034297c74d3edfb594ecbab2907d17bd768aba8e13790355e775cc648b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 503173304, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.442102960310876, "positive_text_encoding_seconds": 0.03920113993808627, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0317-job-059.png", "json_member": "person-0317-job-059.json", "prompt_member": "person-0317-job-059.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00024.tar", "reference_source_member": "person-0317-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:32.454533+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, light olive skin, black a cropped textured hairstyle, a compact build, wearing a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0317", "default_emotion": "neutral", "description": "The same reference identity in the bank teller outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0317-job-061", "job_id": "job-061", "job_key": "bank_teller", "job_outfit": "a navy tailored waistcoat over a white closed shirt, charcoal trousers and black shoes, blank name badge", "job_outfit_index": 7, "job_title_de": "Bankangestellte/r", "job_title_en": "bank teller", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy tailored waistcoat over a white closed shirt, charcoal trousers and black shoes, blank name badge", "outfit_id": "person-0317-job-061", "outfit_style": "professional_office_finance", "personality_id": "person-0317", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional bank teller outfit: a navy tailored waistcoat over a white closed shirt, charcoal trousers and black shoes, blank name badge. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0317-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00024.tar", "seed": 682192714, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:05:09.829225+00:00", "image_sha256": "4ba8f39a6ab9486a2472b236e56ba67caa0f0b35737194515d28f96dabc0824f", "reference_image_sha256": "900924034297c74d3edfb594ecbab2907d17bd768aba8e13790355e775cc648b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 682192714, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.5748128388077, "positive_text_encoding_seconds": 0.04065237008035183, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0317-job-061.png", "json_member": "person-0317-job-061.json", "prompt_member": "person-0317-job-061.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00024.tar", "reference_source_member": "person-0317-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:32.454533+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, light olive skin, black a cropped textured hairstyle, a compact build, wearing a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0317", "default_emotion": "neutral", "description": "The same reference identity in the veterinarian outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0317-job-076", "job_id": "job-076", "job_key": "veterinarian", "job_outfit": "a white veterinary coat over a burgundy scrub top and full-length navy scrub trousers, white shoes", "job_outfit_index": 8, "job_title_de": "Tierarzt/Tierärztin", "job_title_en": "veterinarian", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white veterinary coat over a burgundy scrub top and full-length navy scrub trousers, white shoes", "outfit_id": "person-0317-job-076", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0317", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional veterinarian outfit: a white veterinary coat over a burgundy scrub top and full-length navy scrub trousers, white shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0317-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00024.tar", "seed": 4136151952, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:05:11.187536+00:00", "image_sha256": "72aaf71ba380962c6c454a1013c7bd6bd31ee7605c272178fd1ef84d89fc6fb1", "reference_image_sha256": "900924034297c74d3edfb594ecbab2907d17bd768aba8e13790355e775cc648b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4136151952, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.6618734030053, "positive_text_encoding_seconds": 0.04043037677183747, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0317-job-076.png", "json_member": "person-0317-job-076.json", "prompt_member": "person-0317-job-076.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00024.tar", "reference_source_member": "person-0317-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:32.454533+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, light olive skin, black a cropped textured hairstyle, a compact build, wearing a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0317", "default_emotion": "neutral", "description": "The same reference identity in the research scientist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0317-job-083", "job_id": "job-083", "job_key": "research_scientist", "job_outfit": "a white research lab coat over a lavender closed shirt and navy trousers, dark closed shoes", "job_outfit_index": 9, "job_title_de": "Forschungswissenschaftler/in", "job_title_en": "research scientist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white research lab coat over a lavender closed shirt and navy trousers, dark closed shoes", "outfit_id": "person-0317-job-083", "outfit_style": "professional_science_education", "personality_id": "person-0317", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional research scientist outfit: a white research lab coat over a lavender closed shirt and navy trousers, dark closed shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0317-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00024.tar", "seed": 3271036838, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:05:20.355744+00:00", "image_sha256": "819dfc7ac6d7965860e889d3ee51c8b55cfe068520be00483a39c0c7b2acb2f0", "reference_image_sha256": "900924034297c74d3edfb594ecbab2907d17bd768aba8e13790355e775cc648b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3271036838, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.885084450710565, "positive_text_encoding_seconds": 0.04023600509390235, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0317-job-083.png", "json_member": "person-0317-job-083.json", "prompt_member": "person-0317-job-083.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00024.tar", "reference_source_member": "person-0317-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:32.454533+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, light olive skin, black a cropped textured hairstyle, a compact build, wearing a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a burgundy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a compact build", "character_id": "person-0317", "default_emotion": "neutral", "description": "The same reference identity in the museum curator outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "black a cropped textured hairstyle", "id": "person-0317-job-099", "job_id": "job-099", "job_key": "museum_curator", "job_outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "job_outfit_index": 10, "job_title_de": "Museumskurator/in", "job_title_en": "museum curator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "outfit_id": "person-0317-job-099", "outfit_style": "professional_creative_culture", "personality_id": "person-0317", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional museum curator outfit: a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0317-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00024.tar", "seed": 3905113540, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:05:23.275192+00:00", "image_sha256": "4aa545ec861b59519c7c10c844b2540a7e3af72545e8a1c033584d9fd0e556d9", "reference_image_sha256": "900924034297c74d3edfb594ecbab2907d17bd768aba8e13790355e775cc648b", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3905113540, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88062789384276, "positive_text_encoding_seconds": 0.04011893970891833, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0317-job-099.png", "json_member": "person-0317-job-099.json", "prompt_member": "person-0317-job-099.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00024.tar", "reference_source_member": "person-0317-neutral.png", "reference_source_generated_utc": "2026-10-06T20:45:32.454533+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Japanese heritage, light warm skin, dark brown a neatly tied ponytail, a slim build, wearing a royal blue knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0318", "default_emotion": "neutral", "description": "The same reference identity in the paramedic outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0318-job-004", "job_id": "job-004", "job_key": "paramedic", "job_outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "job_outfit_index": 1, "job_title_de": "Rettungssanitäter/in", "job_title_en": "paramedic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots", "outfit_id": "person-0318-job-004", "outfit_style": "professional_health", "personality_id": "person-0318", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional paramedic outfit: a burgundy emergency-service jacket with silver reflective bands and matching trousers, black boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0318-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00023.tar", "seed": 1133062166, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:05:27.947711+00:00", "image_sha256": "72c8f220195bf2eaff04f555c2d6d9803e136ebf468aaf953aae70794ea11c4d", "reference_image_sha256": "e453d06378a5ede8b9362cd46cc478140536186a4ebb5cb7ead8334c9a8fcd93", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1133062166, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93141846219078, "positive_text_encoding_seconds": 0.03981081210076809, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0318-job-004.png", "json_member": "person-0318-job-004.json", "prompt_member": "person-0318-job-004.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00023.tar", "reference_source_member": "person-0318-neutral.png", "reference_source_generated_utc": "2026-10-06T20:28:18.171957+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Japanese heritage, light warm skin, dark brown a neatly tied ponytail, a slim build, wearing a royal blue knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0318", "default_emotion": "neutral", "description": "The same reference identity in the construction foreman outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0318-job-040", "job_id": "job-040", "job_key": "construction_foreman", "job_outfit": "an orange reflective waistcoat over a pale blue closed shirt, navy work trousers and brown safety boots, no helmet", "job_outfit_index": 4, "job_title_de": "Bauleiter/in", "job_title_en": "construction foreman", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective waistcoat over a pale blue closed shirt, navy work trousers and brown safety boots, no helmet", "outfit_id": "person-0318-job-040", "outfit_style": "professional_construction", "personality_id": "person-0318", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional construction foreman outfit: an orange reflective waistcoat over a pale blue closed shirt, navy work trousers and brown safety boots, no helmet. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0318-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00023.tar", "seed": 1420024420, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:05:49.318608+00:00", "image_sha256": "66a249c7a518846e7c7e2c3bea21621216494940228d998bf1e7122ab90257ac", "reference_image_sha256": "e453d06378a5ede8b9362cd46cc478140536186a4ebb5cb7ead8334c9a8fcd93", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1420024420, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.4462193348445, "positive_text_encoding_seconds": 0.039684631396085024, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0318-job-040.png", "json_member": "person-0318-job-040.json", "prompt_member": "person-0318-job-040.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00023.tar", "reference_source_member": "person-0318-neutral.png", "reference_source_generated_utc": "2026-10-06T20:28:18.171957+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Japanese heritage, light warm skin, dark brown a neatly tied ponytail, a slim build, wearing a royal blue knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0318", "default_emotion": "neutral", "description": "The same reference identity in the truck driver outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0318-job-047", "job_id": "job-047", "job_key": "truck_driver", "job_outfit": "a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots", "job_outfit_index": 5, "job_title_de": "Lkw-Fahrer/in", "job_title_en": "truck driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots", "outfit_id": "person-0318-job-047", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0318", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional truck driver outfit: a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0318-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00023.tar", "seed": 6654794, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:05:49.610039+00:00", "image_sha256": "fc9f4a4f2711d488602f56e841b3fae084442b11ba25219bcef38e6164026520", "reference_image_sha256": "e453d06378a5ede8b9362cd46cc478140536186a4ebb5cb7ead8334c9a8fcd93", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 6654794, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.56906923092902, "positive_text_encoding_seconds": 0.03991141216829419, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0318-job-047.png", "json_member": "person-0318-job-047.json", "prompt_member": "person-0318-job-047.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00023.tar", "reference_source_member": "person-0318-neutral.png", "reference_source_generated_utc": "2026-10-06T20:28:18.171957+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Japanese heritage, light warm skin, dark brown a neatly tied ponytail, a slim build, wearing a royal blue knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0318", "default_emotion": "neutral", "description": "The same reference identity in the bus driver outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0318-job-052", "job_id": "job-052", "job_key": "bus_driver", "job_outfit": "a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Busfahrer/in", "job_title_en": "bus driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes", "outfit_id": "person-0318-job-052", "outfit_style": "professional_civic_transport", "personality_id": "person-0318", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional bus driver outfit: a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0318-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00023.tar", "seed": 3001443376, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:05:51.052846+00:00", "image_sha256": "edcf6bf27d9e3978624ecd0838fba1987daabb2b4c478368988185efb519c76c", "reference_image_sha256": "e453d06378a5ede8b9362cd46cc478140536186a4ebb5cb7ead8334c9a8fcd93", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3001443376, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.6594412708655, "positive_text_encoding_seconds": 0.04025189997628331, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0318-job-052.png", "json_member": "person-0318-job-052.json", "prompt_member": "person-0318-job-052.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00023.tar", "reference_source_member": "person-0318-neutral.png", "reference_source_generated_utc": "2026-10-06T20:28:18.171957+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Japanese heritage, light warm skin, dark brown a neatly tied ponytail, a slim build, wearing a royal blue knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0318", "default_emotion": "neutral", "description": "The same reference identity in the debt collection agent outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0318-job-063", "job_id": "job-063", "job_key": "debt_collector", "job_outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "job_outfit_index": 7, "job_title_de": "Geldeintreiber/in", "job_title_en": "debt collection agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance", "outfit_id": "person-0318-job-063", "outfit_style": "professional_office_finance", "personality_id": "person-0318", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional debt collection agent outfit: a brown leather jacket over a charcoal closed shirt, dark navy trousers and brown shoes, calm professional appearance. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0318-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00023.tar", "seed": 2456011352, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:06:00.445996+00:00", "image_sha256": "6f22843b1952ba252a5bdb208db56454f16be919a9fabe36a43a90d956c972c6", "reference_image_sha256": "e453d06378a5ede8b9362cd46cc478140536186a4ebb5cb7ead8334c9a8fcd93", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2456011352, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.88159526558593, "positive_text_encoding_seconds": 0.03967406041920185, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0318-job-063.png", "json_member": "person-0318-job-063.json", "prompt_member": "person-0318-job-063.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00023.tar", "reference_source_member": "person-0318-neutral.png", "reference_source_generated_utc": "2026-10-06T20:28:18.171957+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Japanese heritage, light warm skin, dark brown a neatly tied ponytail, a slim build, wearing a royal blue knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0318", "default_emotion": "neutral", "description": "The same reference identity in the fishery worker outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0318-job-074", "job_id": "job-074", "job_key": "fishery_worker", "job_outfit": "an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots", "job_outfit_index": 8, "job_title_de": "Fischereifachkraft", "job_title_en": "fishery worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots", "outfit_id": "person-0318-job-074", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0318", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional fishery worker outfit: an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0318-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00023.tar", "seed": 961473653, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:06:03.364110+00:00", "image_sha256": "fc6e402eadc708633992449755b7857bcbc27fa7cf926ee12d32a4c6ea8ccf52", "reference_image_sha256": "e453d06378a5ede8b9362cd46cc478140536186a4ebb5cb7ead8334c9a8fcd93", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 961473653, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.87856756011024, "positive_text_encoding_seconds": 0.039595243986696005, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0318-job-074.png", "json_member": "person-0318-job-074.json", "prompt_member": "person-0318-job-074.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00023.tar", "reference_source_member": "person-0318-neutral.png", "reference_source_generated_utc": "2026-10-06T20:28:18.171957+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 29, "base_description": "one fictional 29-year-old woman, Japanese heritage, light warm skin, dark brown a neatly tied ponytail, a slim build, wearing a royal blue knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a royal blue knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a slim build", "character_id": "person-0318", "default_emotion": "neutral", "description": "The same reference identity in the archaeologist outfit.", "emotion": "neutral", "ethnicity": "japanese", "ethnicity_prompt_label": "Japanese", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0318-job-085", "job_id": "job-085", "job_key": "archaeologist", "job_outfit": "a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots", "job_outfit_index": 9, "job_title_de": "Archäologe/Archäologin", "job_title_en": "archaeologist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots", "outfit_id": "person-0318-job-085", "outfit_style": "professional_science_education", "personality_id": "person-0318", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 29-year-old adult. Change only the clothing to a fully clothed professional archaeologist outfit: a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0318-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00023.tar", "seed": 1167964363, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:06:08.061537+00:00", "image_sha256": "8f0fc6b651b00864df123ce8cda54b69e5d01e0a4cb14273648c679c4081b1ae", "reference_image_sha256": "e453d06378a5ede8b9362cd46cc478140536186a4ebb5cb7ead8334c9a8fcd93", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1167964363, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.94331123912707, "positive_text_encoding_seconds": 0.04058830998837948, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0318-job-085.png", "json_member": "person-0318-job-085.json", "prompt_member": "person-0318-job-085.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00023.tar", "reference_source_member": "person-0318-neutral.png", "reference_source_generated_utc": "2026-10-06T20:28:18.171957+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light warm skin, light brown a loose braid over one shoulder, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0319", "default_emotion": "neutral", "description": "The same reference identity in the security guard outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a loose braid over one shoulder", "id": "person-0319-job-014", "job_id": "job-014", "job_key": "security_guard", "job_outfit": "a charcoal security jacket with an unlettered white badge patch, navy trousers and black shoes, empty belt", "job_outfit_index": 2, "job_title_de": "Sicherheitskraft", "job_title_en": "security guard", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal security jacket with an unlettered white badge patch, navy trousers and black shoes, empty belt", "outfit_id": "person-0319-job-014", "outfit_style": "professional_emergency", "personality_id": "person-0319", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional security guard outfit: a charcoal security jacket with an unlettered white badge patch, navy trousers and black shoes, empty belt. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0319-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00027.tar", "seed": 356815769, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:06:29.978646+00:00", "image_sha256": "d9b9bb5246b76234dd187c82fc2c2dce71d492cb9a890d1243fc260eee8364ab", "reference_image_sha256": "4962076859d2b4d19575dd2f6324f4dbcfd2bbaae989483dc0ed459b67813e87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 356815769, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45103146787733, "positive_text_encoding_seconds": 0.04013360803946853, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0319-job-014.png", "json_member": "person-0319-job-014.json", "prompt_member": "person-0319-job-014.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00027.tar", "reference_source_member": "person-0319-neutral.png", "reference_source_generated_utc": "2026-10-06T21:22:11.253031+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light warm skin, light brown a loose braid over one shoulder, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0319", "default_emotion": "neutral", "description": "The same reference identity in the florist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a loose braid over one shoulder", "id": "person-0319-job-026", "job_id": "job-026", "job_key": "florist", "job_outfit": "an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes", "job_outfit_index": 3, "job_title_de": "Florist/in", "job_title_en": "florist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes", "outfit_id": "person-0319-job-026", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0319", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional florist outfit: an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0319-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00027.tar", "seed": 4206519291, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:06:29.386209+00:00", "image_sha256": "33aca948b2f3e906e87b0d5fba70104f59217acff80b73ccc5678e158d17e598", "reference_image_sha256": "4962076859d2b4d19575dd2f6324f4dbcfd2bbaae989483dc0ed459b67813e87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4206519291, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.567258280701935, "positive_text_encoding_seconds": 0.039926934987306595, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0319-job-026.png", "json_member": "person-0319-job-026.json", "prompt_member": "person-0319-job-026.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00027.tar", "reference_source_member": "person-0319-neutral.png", "reference_source_generated_utc": "2026-10-06T21:22:11.253031+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light warm skin, light brown a loose braid over one shoulder, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0319", "default_emotion": "neutral", "description": "The same reference identity in the electrician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a loose braid over one shoulder", "id": "person-0319-job-031", "job_id": "job-031", "job_key": "electrician", "job_outfit": "a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots", "job_outfit_index": 4, "job_title_de": "Elektriker/in", "job_title_en": "electrician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots", "outfit_id": "person-0319-job-031", "outfit_style": "professional_construction", "personality_id": "person-0319", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional electrician outfit: a royal-blue utility jacket with orange piping, charcoal work trousers with reinforced knees and sturdy black boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0319-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00027.tar", "seed": 1383239718, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:06:30.931440+00:00", "image_sha256": "e6f0e31ccb5c7fce9b1c65782895347cdb27de6cc61e2b7b8b3be1267398d854", "reference_image_sha256": "4962076859d2b4d19575dd2f6324f4dbcfd2bbaae989483dc0ed459b67813e87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1383239718, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.669494525995106, "positive_text_encoding_seconds": 0.03991939313709736, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0319-job-031.png", "json_member": "person-0319-job-031.json", "prompt_member": "person-0319-job-031.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00027.tar", "reference_source_member": "person-0319-neutral.png", "reference_source_generated_utc": "2026-10-06T21:22:11.253031+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light warm skin, light brown a loose braid over one shoulder, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0319", "default_emotion": "neutral", "description": "The same reference identity in the welder outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a loose braid over one shoulder", "id": "person-0319-job-042", "job_id": "job-042", "job_key": "welder", "job_outfit": "a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet", "job_outfit_index": 5, "job_title_de": "Schweißer/in", "job_title_en": "welder", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet", "outfit_id": "person-0319-job-042", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0319", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional welder outfit: a heavy brown leather welding jacket, navy work trousers and black boots, face uncovered, no helmet. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0319-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00027.tar", "seed": 1546094174, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:06:40.540628+00:00", "image_sha256": "7f15e88554cad9a043b92233885e9a8eca13dd7a25224d79972748a75cc3f0e1", "reference_image_sha256": "4962076859d2b4d19575dd2f6324f4dbcfd2bbaae989483dc0ed459b67813e87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1546094174, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.8847202709876, "positive_text_encoding_seconds": 0.04043391812592745, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0319-job-042.png", "json_member": "person-0319-job-042.json", "prompt_member": "person-0319-job-042.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00027.tar", "reference_source_member": "person-0319-neutral.png", "reference_source_generated_utc": "2026-10-06T21:22:11.253031+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light warm skin, light brown a loose braid over one shoulder, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0319", "default_emotion": "neutral", "description": "The same reference identity in the airline pilot outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a loose braid over one shoulder", "id": "person-0319-job-056", "job_id": "job-056", "job_key": "airline_pilot", "job_outfit": "a navy double-breasted pilot jacket with plain gold sleeve bands over a white shirt, navy trousers and black shoes, no hat", "job_outfit_index": 6, "job_title_de": "Linienpilot/in", "job_title_en": "airline pilot", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy double-breasted pilot jacket with plain gold sleeve bands over a white shirt, navy trousers and black shoes, no hat", "outfit_id": "person-0319-job-056", "outfit_style": "professional_civic_transport", "personality_id": "person-0319", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional airline pilot outfit: a navy double-breasted pilot jacket with plain gold sleeve bands over a white shirt, navy trousers and black shoes, no hat. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0319-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00027.tar", "seed": 675209098, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:06:43.468019+00:00", "image_sha256": "2257b283bdb4caa23b0e2aca3c29c9c4ce575674b39b0265744717e3d8d6855b", "reference_image_sha256": "4962076859d2b4d19575dd2f6324f4dbcfd2bbaae989483dc0ed459b67813e87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 675209098, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88890916109085, "positive_text_encoding_seconds": 0.039939370937645435, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0319-job-056.png", "json_member": "person-0319-job-056.json", "prompt_member": "person-0319-job-056.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00027.tar", "reference_source_member": "person-0319-neutral.png", "reference_source_generated_utc": "2026-10-06T21:22:11.253031+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light warm skin, light brown a loose braid over one shoulder, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0319", "default_emotion": "neutral", "description": "The same reference identity in the bank teller outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a loose braid over one shoulder", "id": "person-0319-job-061", "job_id": "job-061", "job_key": "bank_teller", "job_outfit": "a navy tailored waistcoat over a white closed shirt, charcoal trousers and black shoes, blank name badge", "job_outfit_index": 7, "job_title_de": "Bankangestellte/r", "job_title_en": "bank teller", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy tailored waistcoat over a white closed shirt, charcoal trousers and black shoes, blank name badge", "outfit_id": "person-0319-job-061", "outfit_style": "professional_office_finance", "personality_id": "person-0319", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional bank teller outfit: a navy tailored waistcoat over a white closed shirt, charcoal trousers and black shoes, blank name badge. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0319-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00027.tar", "seed": 2132930318, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:06:48.211668+00:00", "image_sha256": "a9f0381d677457d54bee32c6277a091a0db669313a285240a9724a3a0bbbcf63", "reference_image_sha256": "4962076859d2b4d19575dd2f6324f4dbcfd2bbaae989483dc0ed459b67813e87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2132930318, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.94365747179836, "positive_text_encoding_seconds": 0.040224884171038866, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0319-job-061.png", "json_member": "person-0319-job-061.json", "prompt_member": "person-0319-job-061.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00027.tar", "reference_source_member": "person-0319-neutral.png", "reference_source_generated_utc": "2026-10-06T21:22:11.253031+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 23, "base_description": "one fictional 23-year-old woman, white European-ancestry heritage, light warm skin, light brown a loose braid over one shoulder, a sturdy build, wearing a cream practical jacket, charcoal hiking trousers and closed walking shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a cream practical jacket, charcoal hiking trousers and closed walking shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "outdoors", "build": "a sturdy build", "character_id": "person-0319", "default_emotion": "neutral", "description": "The same reference identity in the sound technician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a loose braid over one shoulder", "id": "person-0319-job-097", "job_id": "job-097", "job_key": "sound_technician", "job_outfit": "a navy technical jacket over a charcoal closed shirt, black utility trousers and dark work shoes", "job_outfit_index": 10, "job_title_de": "Tontechniker/in", "job_title_en": "sound technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy technical jacket over a charcoal closed shirt, black utility trousers and dark work shoes", "outfit_id": "person-0319-job-097", "outfit_style": "professional_creative_culture", "personality_id": "person-0319", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 23-year-old adult. Change only the clothing to a fully clothed professional sound technician outfit: a navy technical jacket over a charcoal closed shirt, black utility trousers and dark work shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0319-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00027.tar", "seed": 1248454697, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:07:09.157660+00:00", "image_sha256": "0d03d06237c54a80af3d940d72669a356ced8ead82bf0d5293b44a424105ee1d", "reference_image_sha256": "4962076859d2b4d19575dd2f6324f4dbcfd2bbaae989483dc0ed459b67813e87", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1248454697, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.593598905950785, "positive_text_encoding_seconds": 0.04027617210522294, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0319-job-097.png", "json_member": "person-0319-job-097.json", "prompt_member": "person-0319-job-097.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00027.tar", "reference_source_member": "person-0319-neutral.png", "reference_source_generated_utc": "2026-10-06T21:22:11.253031+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Southeast Asian heritage, light golden brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0320", "default_emotion": "neutral", "description": "The same reference identity in the psychologist outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0320-job-010", "job_id": "job-010", "job_key": "psychologist", "job_outfit": "a soft taupe blazer over a cream closed shirt, charcoal tailored trousers and brown shoes", "job_outfit_index": 1, "job_title_de": "Psychologe/Psychologin", "job_title_en": "psychologist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a soft taupe blazer over a cream closed shirt, charcoal tailored trousers and brown shoes", "outfit_id": "person-0320-job-010", "outfit_style": "professional_health", "personality_id": "person-0320", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional psychologist outfit: a soft taupe blazer over a cream closed shirt, charcoal tailored trousers and brown shoes. Keep the exact face, light golden brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0320-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00026.tar", "seed": 1539093405, "skin_tone": "light golden brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:07:10.650439+00:00", "image_sha256": "61353e895fd07f719f3bf3e7debe39dbeea6d86173462def959665c2adbb944b", "reference_image_sha256": "efc3052ef9ea1683082d6b99fc88b1b2209dd1c0547f215a5821eb56b673cd2f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1539093405, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.458587921224535, "positive_text_encoding_seconds": 0.0396902859210968, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0320-job-010.png", "json_member": "person-0320-job-010.json", "prompt_member": "person-0320-job-010.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00026.tar", "reference_source_member": "person-0320-neutral.png", "reference_source_generated_utc": "2026-10-06T21:04:35.447834+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Southeast Asian heritage, light golden brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0320", "default_emotion": "neutral", "description": "The same reference identity in the civil defense worker outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0320-job-018", "job_id": "job-018", "job_key": "civil_defense", "job_outfit": "a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots", "job_outfit_index": 2, "job_title_de": "Katastrophenschutzkraft", "job_title_en": "civil defense worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots", "outfit_id": "person-0320-job-018", "outfit_style": "professional_emergency", "personality_id": "person-0320", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional civil defense worker outfit: a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots. Keep the exact face, light golden brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0320-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00026.tar", "seed": 4148974001, "skin_tone": "light golden brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:07:10.819396+00:00", "image_sha256": "e6bf92684a495bdefe9d14a909220cdecb09bd4e510aca34a11c27e8d8c8ec37", "reference_image_sha256": "efc3052ef9ea1683082d6b99fc88b1b2209dd1c0547f215a5821eb56b673cd2f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4148974001, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.67226311797276, "positive_text_encoding_seconds": 0.04014322627335787, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0320-job-018.png", "json_member": "person-0320-job-018.json", "prompt_member": "person-0320-job-018.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00026.tar", "reference_source_member": "person-0320-neutral.png", "reference_source_generated_utc": "2026-10-06T21:04:35.447834+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Southeast Asian heritage, light golden brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0320", "default_emotion": "neutral", "description": "The same reference identity in the baker outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0320-job-023", "job_id": "job-023", "job_key": "baker", "job_outfit": "a closed white bakery jacket and white apron over navy trousers, white closed shoes", "job_outfit_index": 3, "job_title_de": "Bäcker/in", "job_title_en": "baker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed white bakery jacket and white apron over navy trousers, white closed shoes", "outfit_id": "person-0320-job-023", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0320", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional baker outfit: a closed white bakery jacket and white apron over navy trousers, white closed shoes. Keep the exact face, light golden brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0320-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00026.tar", "seed": 2447850375, "skin_tone": "light golden brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:07:20.633570+00:00", "image_sha256": "07ec4896478fe8f7559a62c121aeb31d8820207805e06923f1dd6f909b6fd121", "reference_image_sha256": "efc3052ef9ea1683082d6b99fc88b1b2209dd1c0547f215a5821eb56b673cd2f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2447850375, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.88693539286032, "positive_text_encoding_seconds": 0.04005278320983052, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0320-job-023.png", "json_member": "person-0320-job-023.json", "prompt_member": "person-0320-job-023.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00026.tar", "reference_source_member": "person-0320-neutral.png", "reference_source_generated_utc": "2026-10-06T21:04:35.447834+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Southeast Asian heritage, light golden brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0320", "default_emotion": "neutral", "description": "The same reference identity in the bricklayer outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0320-job-034", "job_id": "job-034", "job_key": "bricklayer", "job_outfit": "an orange high-visibility vest over a navy long-sleeved shirt, charcoal reinforced trousers and sturdy boots", "job_outfit_index": 4, "job_title_de": "Maurer/in", "job_title_en": "bricklayer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange high-visibility vest over a navy long-sleeved shirt, charcoal reinforced trousers and sturdy boots", "outfit_id": "person-0320-job-034", "outfit_style": "professional_construction", "personality_id": "person-0320", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional bricklayer outfit: an orange high-visibility vest over a navy long-sleeved shirt, charcoal reinforced trousers and sturdy boots. Keep the exact face, light golden brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0320-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00026.tar", "seed": 126543569, "skin_tone": "light golden brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:07:23.570034+00:00", "image_sha256": "d9be03c4498912e99ca38791409b488051ef409da8d0b296d6054bfe1b890573", "reference_image_sha256": "efc3052ef9ea1683082d6b99fc88b1b2209dd1c0547f215a5821eb56b673cd2f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 126543569, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88710878882557, "positive_text_encoding_seconds": 0.04009708110243082, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0320-job-034.png", "json_member": "person-0320-job-034.json", "prompt_member": "person-0320-job-034.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00026.tar", "reference_source_member": "person-0320-neutral.png", "reference_source_generated_utc": "2026-10-06T21:04:35.447834+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Southeast Asian heritage, light golden brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0320", "default_emotion": "neutral", "description": "The same reference identity in the auto mechanic outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0320-job-043", "job_id": "job-043", "job_key": "auto_mechanic", "job_outfit": "navy zip-front mechanic coveralls with red shoulder panels, black work boots", "job_outfit_index": 5, "job_title_de": "Kfz-Mechaniker/in", "job_title_en": "auto mechanic", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "navy zip-front mechanic coveralls with red shoulder panels, black work boots", "outfit_id": "person-0320-job-043", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0320", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional auto mechanic outfit: navy zip-front mechanic coveralls with red shoulder panels, black work boots. Keep the exact face, light golden brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0320-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00026.tar", "seed": 3989262442, "skin_tone": "light golden brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:07:28.368178+00:00", "image_sha256": "e6de8a0dc2183288838a2d22da3ee7ccef4c9dc045a699e031ba58b696139005", "reference_image_sha256": "efc3052ef9ea1683082d6b99fc88b1b2209dd1c0547f215a5821eb56b673cd2f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3989262442, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.93887164723128, "positive_text_encoding_seconds": 0.0398654299788177, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0320-job-043.png", "json_member": "person-0320-job-043.json", "prompt_member": "person-0320-job-043.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00026.tar", "reference_source_member": "person-0320-neutral.png", "reference_source_generated_utc": "2026-10-06T21:04:35.447834+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Southeast Asian heritage, light golden brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0320", "default_emotion": "neutral", "description": "The same reference identity in the farmer outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0320-job-071", "job_id": "job-071", "job_key": "farmer", "job_outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "job_outfit_index": 8, "job_title_de": "Landwirt/in", "job_title_en": "farmer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "outfit_id": "person-0320-job-071", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0320", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional farmer outfit: brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots. Keep the exact face, light golden brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0320-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00026.tar", "seed": 1437581405, "skin_tone": "light golden brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:07:48.959739+00:00", "image_sha256": "8e9179fb220641daa1198f9a89ebd03deebc2876e316163a6207663046659af2", "reference_image_sha256": "efc3052ef9ea1683082d6b99fc88b1b2209dd1c0547f215a5821eb56b673cd2f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1437581405, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.5890554850921, "positive_text_encoding_seconds": 0.040682896971702576, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0320-job-071.png", "json_member": "person-0320-job-071.json", "prompt_member": "person-0320-job-071.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00026.tar", "reference_source_member": "person-0320-neutral.png", "reference_source_generated_utc": "2026-10-06T21:04:35.447834+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Southeast Asian heritage, light golden brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0320", "default_emotion": "neutral", "description": "The same reference identity in the software developer outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0320-job-088", "job_id": "job-088", "job_key": "software_developer", "job_outfit": "a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers", "job_outfit_index": 9, "job_title_de": "Softwareentwickler/in", "job_title_en": "software developer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers", "outfit_id": "person-0320-job-088", "outfit_style": "professional_science_education", "personality_id": "person-0320", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional software developer outfit: a navy zip-front hoodie over a burgundy closed shirt, charcoal trousers and clean dark sneakers. Keep the exact face, light golden brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0320-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00026.tar", "seed": 3750154016, "skin_tone": "light golden brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:07:51.284069+00:00", "image_sha256": "16c11b9fd647a42875df0489d9f55deaa2b6fb27f9dfd464954e4f96f75372ee", "reference_image_sha256": "efc3052ef9ea1683082d6b99fc88b1b2209dd1c0547f215a5821eb56b673cd2f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3750154016, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.45795693108812, "positive_text_encoding_seconds": 0.040035110898315907, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0320-job-088.png", "json_member": "person-0320-job-088.json", "prompt_member": "person-0320-job-088.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00026.tar", "reference_source_member": "person-0320-neutral.png", "reference_source_generated_utc": "2026-10-06T21:04:35.447834+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 20, "base_description": "one fictional 20-year-old woman, Southeast Asian heritage, light golden brown skin, chestnut shoulder-length naturally wavy hair, a sturdy build, wearing a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a sturdy build", "character_id": "person-0320", "default_emotion": "neutral", "description": "The same reference identity in the barber outfit.", "emotion": "neutral", "ethnicity": "southeast_asian", "ethnicity_prompt_label": "Southeast Asian", "gender": "female", "hair": "chestnut shoulder-length naturally wavy hair", "id": "person-0320-job-093", "job_id": "job-093", "job_key": "barber", "job_outfit": "a burgundy barber waistcoat over a white long-sleeved shirt, charcoal trousers and black shoes", "job_outfit_index": 10, "job_title_de": "Barbier/in", "job_title_en": "barber", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy barber waistcoat over a white long-sleeved shirt, charcoal trousers and black shoes", "outfit_id": "person-0320-job-093", "outfit_style": "professional_creative_culture", "personality_id": "person-0320", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 20-year-old adult. Change only the clothing to a fully clothed professional barber outfit: a burgundy barber waistcoat over a white long-sleeved shirt, charcoal trousers and black shoes. Keep the exact face, light golden brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0320-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g6-00026.tar", "seed": 832162543, "skin_tone": "light golden brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:07:50.639776+00:00", "image_sha256": "a3d9a9b502bd338104b3df18e4bb18f38791093c949d4d60f1171e42b9ea4363", "reference_image_sha256": "efc3052ef9ea1683082d6b99fc88b1b2209dd1c0547f215a5821eb56b673cd2f", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 832162543, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.64290351327509, "positive_text_encoding_seconds": 0.040039246901869774, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0320-job-093.png", "json_member": "person-0320-job-093.json", "prompt_member": "person-0320-job-093.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g6-00026.tar", "reference_source_member": "person-0320-neutral.png", "reference_source_generated_utc": "2026-10-06T21:04:35.447834+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, fair skin, light brown a short practical bob, a sturdy build, wearing a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "everyday_dress", "build": "a sturdy build", "character_id": "person-0321", "default_emotion": "neutral", "description": "The same reference identity in the medical laboratory technician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a short practical bob", "id": "person-0321-job-007", "job_id": "job-007", "job_key": "laboratory_technician", "job_outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "job_outfit_index": 1, "job_title_de": "Medizinische Laborfachkraft", "job_title_en": "medical laboratory technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes", "outfit_id": "person-0321-job-007", "outfit_style": "professional_health", "personality_id": "person-0321", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional medical laboratory technician outfit: a knee-length white laboratory coat over a burgundy closed shirt and charcoal trousers, dark shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0321-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00030.tar", "seed": 1119787099, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:08:00.720073+00:00", "image_sha256": "5fc2a8943fe2a9834d16db01551d9fc5725d794a676e71ddb315b9619071e4f2", "reference_image_sha256": "8ef8cec90523d99fc9085cd5ddf056fbc2c4f1aa205db6061062a711fc2597b4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1119787099, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.88318427093327, "positive_text_encoding_seconds": 0.039688327349722385, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0321-job-007.png", "json_member": "person-0321-job-007.json", "prompt_member": "person-0321-job-007.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00030.tar", "reference_source_member": "person-0321-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:46.386777+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, fair skin, light brown a short practical bob, a sturdy build, wearing a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "everyday_dress", "build": "a sturdy build", "character_id": "person-0321", "default_emotion": "neutral", "description": "The same reference identity in the search and rescue worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a short practical bob", "id": "person-0321-job-017", "job_id": "job-017", "job_key": "search_rescue", "job_outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "job_outfit_index": 2, "job_title_de": "Bergungs- und Suchrettungskraft", "job_title_en": "search and rescue worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots", "outfit_id": "person-0321-job-017", "outfit_style": "professional_emergency", "personality_id": "person-0321", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional search and rescue worker outfit: an orange rescue jacket with silver reflective bands, charcoal cargo trousers and sturdy black boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0321-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00030.tar", "seed": 949106697, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:08:03.652780+00:00", "image_sha256": "0563f00c21fe7c313652196bbc9afab53a0bd56e409816b76dc4149eedcfeb54", "reference_image_sha256": "8ef8cec90523d99fc9085cd5ddf056fbc2c4f1aa205db6061062a711fc2597b4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 949106697, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.87590987281874, "positive_text_encoding_seconds": 0.03984422096982598, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0321-job-017.png", "json_member": "person-0321-job-017.json", "prompt_member": "person-0321-job-017.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00030.tar", "reference_source_member": "person-0321-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:46.386777+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, fair skin, light brown a short practical bob, a sturdy build, wearing a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "everyday_dress", "build": "a sturdy build", "character_id": "person-0321", "default_emotion": "neutral", "description": "The same reference identity in the cashier outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a short practical bob", "id": "person-0321-job-021", "job_id": "job-021", "job_key": "cashier", "job_outfit": "a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge", "job_outfit_index": 3, "job_title_de": "Kassierer/in", "job_title_en": "cashier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge", "outfit_id": "person-0321-job-021", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0321", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional cashier outfit: a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0321-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00030.tar", "seed": 2198026847, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:08:08.515261+00:00", "image_sha256": "0cc924ad41e32abc45802c1d4eaa0fb99ccdaef19558c63c26aa9124ef279e4b", "reference_image_sha256": "8ef8cec90523d99fc9085cd5ddf056fbc2c4f1aa205db6061062a711fc2597b4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2198026847, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.935768427327275, "positive_text_encoding_seconds": 0.040547789074480534, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0321-job-021.png", "json_member": "person-0321-job-021.json", "prompt_member": "person-0321-job-021.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00030.tar", "reference_source_member": "person-0321-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:46.386777+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, fair skin, light brown a short practical bob, a sturdy build, wearing a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "everyday_dress", "build": "a sturdy build", "character_id": "person-0321", "default_emotion": "neutral", "description": "The same reference identity in the truck driver outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a short practical bob", "id": "person-0321-job-047", "job_id": "job-047", "job_key": "truck_driver", "job_outfit": "a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots", "job_outfit_index": 5, "job_title_de": "Lkw-Fahrer/in", "job_title_en": "truck driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots", "outfit_id": "person-0321-job-047", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0321", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional truck driver outfit: a burgundy utility jacket over a charcoal closed shirt, navy work trousers and brown work boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0321-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00030.tar", "seed": 2583161360, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:08:28.757703+00:00", "image_sha256": "d515d6f033c3f97338fef82e8c12a680bc645e1e0f73fd2dfc86f4abd8028f19", "reference_image_sha256": "8ef8cec90523d99fc9085cd5ddf056fbc2c4f1aa205db6061062a711fc2597b4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2583161360, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58204123703763, "positive_text_encoding_seconds": 0.040944420732557774, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0321-job-047.png", "json_member": "person-0321-job-047.json", "prompt_member": "person-0321-job-047.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00030.tar", "reference_source_member": "person-0321-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:46.386777+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, fair skin, light brown a short practical bob, a sturdy build, wearing a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "everyday_dress", "build": "a sturdy build", "character_id": "person-0321", "default_emotion": "neutral", "description": "The same reference identity in the judge outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a short practical bob", "id": "person-0321-job-067", "job_id": "job-067", "job_key": "judge", "job_outfit": "an opaque full-length black judicial robe with a plain cream collar over full formal clothing, black shoes", "job_outfit_index": 7, "job_title_de": "Richter/in", "job_title_en": "judge", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an opaque full-length black judicial robe with a plain cream collar over full formal clothing, black shoes", "outfit_id": "person-0321-job-067", "outfit_style": "professional_office_finance", "personality_id": "person-0321", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional judge outfit: an opaque full-length black judicial robe with a plain cream collar over full formal clothing, black shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0321-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00030.tar", "seed": 3894297008, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:08:30.484456+00:00", "image_sha256": "b32e31f7ed750355563fd58b027d95e8e9687e1847395b1c5ac3727f411f9f33", "reference_image_sha256": "8ef8cec90523d99fc9085cd5ddf056fbc2c4f1aa205db6061062a711fc2597b4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3894297008, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.63013712083921, "positive_text_encoding_seconds": 0.04043977987021208, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0321-job-067.png", "json_member": "person-0321-job-067.json", "prompt_member": "person-0321-job-067.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00030.tar", "reference_source_member": "person-0321-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:46.386777+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, fair skin, light brown a short practical bob, a sturdy build, wearing a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "everyday_dress", "build": "a sturdy build", "character_id": "person-0321", "default_emotion": "neutral", "description": "The same reference identity in the viticulturist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a short practical bob", "id": "person-0321-job-078", "job_id": "job-078", "job_key": "viticulturist", "job_outfit": "a tan field waistcoat over a cream long-sleeved shirt, burgundy work trousers and brown sturdy boots", "job_outfit_index": 8, "job_title_de": "Winzer/in", "job_title_en": "viticulturist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan field waistcoat over a cream long-sleeved shirt, burgundy work trousers and brown sturdy boots", "outfit_id": "person-0321-job-078", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0321", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional viticulturist outfit: a tan field waistcoat over a cream long-sleeved shirt, burgundy work trousers and brown sturdy boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0321-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00030.tar", "seed": 4031400161, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:08:31.936801+00:00", "image_sha256": "34306b9658243ee7ded53079391c7636c5ad8e79428cbadf2a6eae8c9c83c414", "reference_image_sha256": "8ef8cec90523d99fc9085cd5ddf056fbc2c4f1aa205db6061062a711fc2597b4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4031400161, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44679106306285, "positive_text_encoding_seconds": 0.03916624607518315, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0321-job-078.png", "json_member": "person-0321-job-078.json", "prompt_member": "person-0321-job-078.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00030.tar", "reference_source_member": "person-0321-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:46.386777+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, fair skin, light brown a short practical bob, a sturdy build, wearing a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "everyday_dress", "build": "a sturdy build", "character_id": "person-0321", "default_emotion": "neutral", "description": "The same reference identity in the architect outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a short practical bob", "id": "person-0321-job-087", "job_id": "job-087", "job_key": "architect", "job_outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "job_outfit_index": 9, "job_title_de": "Architekt/in", "job_title_en": "architect", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "outfit_id": "person-0321-job-087", "outfit_style": "professional_science_education", "personality_id": "person-0321", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional architect outfit: a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0321-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00030.tar", "seed": 3641345526, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:08:40.788120+00:00", "image_sha256": "5c3c774a6aa7344eb50aec2fd5fd25ac3ff9718ba00880a94b1ddf5cd5d36fb4", "reference_image_sha256": "8ef8cec90523d99fc9085cd5ddf056fbc2c4f1aa205db6061062a711fc2597b4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3641345526, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.8902419176884, "positive_text_encoding_seconds": 0.04046679520979524, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0321-job-087.png", "json_member": "person-0321-job-087.json", "prompt_member": "person-0321-job-087.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00030.tar", "reference_source_member": "person-0321-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:46.386777+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 27, "base_description": "one fictional 27-year-old woman, white European-ancestry heritage, fair skin, light brown a short practical bob, a sturdy build, wearing a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum long-sleeved knee-length day dress over opaque dark leggings with closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "everyday_dress", "build": "a sturdy build", "character_id": "person-0321", "default_emotion": "neutral", "description": "The same reference identity in the stage technician outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "light brown a short practical bob", "id": "person-0321-job-098", "job_id": "job-098", "job_key": "stage_technician", "job_outfit": "a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots", "job_outfit_index": 10, "job_title_de": "Bühnentechniker/in", "job_title_en": "stage technician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots", "outfit_id": "person-0321-job-098", "outfit_style": "professional_creative_culture", "personality_id": "person-0321", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 27-year-old adult. Change only the clothing to a fully clothed professional stage technician outfit: a black long-sleeved crew jacket and black reinforced utility trousers, sturdy black boots. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0321-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00030.tar", "seed": 636626315, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-07T10:08:43.701216+00:00", "image_sha256": "46896a269333470f3ccbde0b4dc3a6f52a3f9925b8e7b8271990f3c92f9646cd", "reference_image_sha256": "8ef8cec90523d99fc9085cd5ddf056fbc2c4f1aa205db6061062a711fc2597b4", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 636626315, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.8752388083376, "positive_text_encoding_seconds": 0.04010084364563227, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0321-job-098.png", "json_member": "person-0321-job-098.json", "prompt_member": "person-0321-job-098.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00030.tar", "reference_source_member": "person-0321-neutral.png", "reference_source_generated_utc": "2026-10-06T22:00:46.386777+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old woman, Indigenous American heritage, medium brown skin, chestnut a cropped textured hairstyle, a slim build, wearing a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0322", "default_emotion": "neutral", "description": "The same reference identity in the physician outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "chestnut a cropped textured hairstyle", "id": "person-0322-job-001", "job_id": "job-001", "job_key": "physician", "job_outfit": "a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes", "job_outfit_index": 1, "job_title_de": "Arzt/Ärztin", "job_title_en": "physician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes", "outfit_id": "person-0322-job-001", "outfit_style": "professional_health", "personality_id": "person-0322", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional physician outfit: a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0322-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00029.tar", "seed": 1981523188, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:08:48.681559+00:00", "image_sha256": "9df91d54862923a65dd199bd0ca88798ba8e5a76bfff2ce3a1f41a3e14a0677b", "reference_image_sha256": "a6839c71cb33288169194807d74441bb3460480bf10ed132273c7e1b69c8097e", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1981523188, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.95181928901002, "positive_text_encoding_seconds": 0.04026831919327378, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0322-job-001.png", "json_member": "person-0322-job-001.json", "prompt_member": "person-0322-job-001.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00029.tar", "reference_source_member": "person-0322-neutral.png", "reference_source_generated_utc": "2026-10-06T21:41:18.244065+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old woman, Indigenous American heritage, medium brown skin, chestnut a cropped textured hairstyle, a slim build, wearing a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0322", "default_emotion": "neutral", "description": "The same reference identity in the fishmonger outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "chestnut a cropped textured hairstyle", "id": "person-0322-job-025", "job_id": "job-025", "job_key": "fishmonger", "job_outfit": "a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots", "job_outfit_index": 3, "job_title_de": "Fischhändler/in", "job_title_en": "fishmonger", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots", "outfit_id": "person-0322-job-025", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0322", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional fishmonger outfit: a navy waterproof apron over a pale blue long-sleeved shirt, navy trousers and clean white rubber boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0322-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00029.tar", "seed": 1447977061, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:09:08.559324+00:00", "image_sha256": "bd2c5ecdb5ee6ba95ee4a8ee727f0b000e4789bb8abed26e00a1c9519f21caae", "reference_image_sha256": "a6839c71cb33288169194807d74441bb3460480bf10ed132273c7e1b69c8097e", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1447977061, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.58375717699528, "positive_text_encoding_seconds": 0.03977001504972577, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0322-job-025.png", "json_member": "person-0322-job-025.json", "prompt_member": "person-0322-job-025.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00029.tar", "reference_source_member": "person-0322-neutral.png", "reference_source_generated_utc": "2026-10-06T21:41:18.244065+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old woman, Indigenous American heritage, medium brown skin, chestnut a cropped textured hairstyle, a slim build, wearing a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0322", "default_emotion": "neutral", "description": "The same reference identity in the warehouse worker outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "chestnut a cropped textured hairstyle", "id": "person-0322-job-045", "job_id": "job-045", "job_key": "warehouse_worker", "job_outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "job_outfit_index": 5, "job_title_de": "Lagerfachkraft", "job_title_en": "warehouse worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots", "outfit_id": "person-0322-job-045", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0322", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional warehouse worker outfit: an orange reflective vest over a cream long-sleeved shirt, charcoal cargo trousers and sturdy boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0322-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00029.tar", "seed": 1058694628, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:09:10.351692+00:00", "image_sha256": "86132bb88a9322a6e19777c6660cd1a84d1025ed9c36a11bdb1db9bd132da887", "reference_image_sha256": "a6839c71cb33288169194807d74441bb3460480bf10ed132273c7e1b69c8097e", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1058694628, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.65119283599779, "positive_text_encoding_seconds": 0.04011946311220527, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0322-job-045.png", "json_member": "person-0322-job-045.json", "prompt_member": "person-0322-job-045.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00029.tar", "reference_source_member": "person-0322-neutral.png", "reference_source_generated_utc": "2026-10-06T21:41:18.244065+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old woman, Indigenous American heritage, medium brown skin, chestnut a cropped textured hairstyle, a slim build, wearing a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0322", "default_emotion": "neutral", "description": "The same reference identity in the municipal maintenance worker outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "chestnut a cropped textured hairstyle", "id": "person-0322-job-057", "job_id": "job-057", "job_key": "municipal_maintenance", "job_outfit": "an orange reflective waistcoat over a burgundy work jacket, charcoal trousers and safety boots", "job_outfit_index": 6, "job_title_de": "Kommunale Instandhaltungskraft", "job_title_en": "municipal maintenance worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective waistcoat over a burgundy work jacket, charcoal trousers and safety boots", "outfit_id": "person-0322-job-057", "outfit_style": "professional_civic_transport", "personality_id": "person-0322", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional municipal maintenance worker outfit: an orange reflective waistcoat over a burgundy work jacket, charcoal trousers and safety boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0322-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00029.tar", "seed": 4155526826, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:09:12.613308+00:00", "image_sha256": "72144f5591e8988e9b1c261bb2e14c5c097605030380c51afe4a6fb927367a9e", "reference_image_sha256": "a6839c71cb33288169194807d74441bb3460480bf10ed132273c7e1b69c8097e", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4155526826, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.46008748328313, "positive_text_encoding_seconds": 0.03917563520371914, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0322-job-057.png", "json_member": "person-0322-job-057.json", "prompt_member": "person-0322-job-057.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00029.tar", "reference_source_member": "person-0322-neutral.png", "reference_source_generated_utc": "2026-10-06T21:41:18.244065+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old woman, Indigenous American heritage, medium brown skin, chestnut a cropped textured hairstyle, a slim build, wearing a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0322", "default_emotion": "neutral", "description": "The same reference identity in the insurance agent outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "chestnut a cropped textured hairstyle", "id": "person-0322-job-064", "job_id": "job-064", "job_key": "insurance_agent", "job_outfit": "a burgundy business blazer over a cream closed shirt, charcoal trousers and polished black shoes", "job_outfit_index": 7, "job_title_de": "Versicherungsberater/in", "job_title_en": "insurance agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy business blazer over a cream closed shirt, charcoal trousers and polished black shoes", "outfit_id": "person-0322-job-064", "outfit_style": "professional_office_finance", "personality_id": "person-0322", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional insurance agent outfit: a burgundy business blazer over a cream closed shirt, charcoal trousers and polished black shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0322-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00029.tar", "seed": 240804030, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:09:20.904826+00:00", "image_sha256": "88ac181a4a6ad7b5b6cdb0b69c856a26cf7b9c39295163047107251deb436d68", "reference_image_sha256": "a6839c71cb33288169194807d74441bb3460480bf10ed132273c7e1b69c8097e", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 240804030, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.90083090821281, "positive_text_encoding_seconds": 0.040150756016373634, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0322-job-064.png", "json_member": "person-0322-job-064.json", "prompt_member": "person-0322-job-064.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00029.tar", "reference_source_member": "person-0322-neutral.png", "reference_source_generated_utc": "2026-10-06T21:41:18.244065+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old woman, Indigenous American heritage, medium brown skin, chestnut a cropped textured hairstyle, a slim build, wearing a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0322", "default_emotion": "neutral", "description": "The same reference identity in the animal caretaker outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "chestnut a cropped textured hairstyle", "id": "person-0322-job-075", "job_id": "job-075", "job_key": "animal_caretaker", "job_outfit": "a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes", "job_outfit_index": 8, "job_title_de": "Tierpfleger/in", "job_title_en": "animal caretaker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes", "outfit_id": "person-0322-job-075", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0322", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional animal caretaker outfit: a cream utility jacket over a lavender closed shirt, brown cargo trousers and sturdy shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0322-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00029.tar", "seed": 1394414609, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:09:23.803596+00:00", "image_sha256": "05ea538cf49ec119df8b78ff4b39fc97e929b936cbda38a88594edf80576d7fd", "reference_image_sha256": "a6839c71cb33288169194807d74441bb3460480bf10ed132273c7e1b69c8097e", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1394414609, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88787963707, "positive_text_encoding_seconds": 0.040578220039606094, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0322-job-075.png", "json_member": "person-0322-job-075.json", "prompt_member": "person-0322-job-075.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00029.tar", "reference_source_member": "person-0322-neutral.png", "reference_source_generated_utc": "2026-10-06T21:41:18.244065+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 22, "base_description": "one fictional 22-year-old woman, Indigenous American heritage, medium brown skin, chestnut a cropped textured hairstyle, a slim build, wearing a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a dark royal blue denim jacket over a cream crew-neck T-shirt, loose dark trousers and closed boots", "base_outfit_id": "outfit-01", "base_outfit_style": "rock_inspired", "build": "a slim build", "character_id": "person-0322", "default_emotion": "neutral", "description": "The same reference identity in the architect outfit.", "emotion": "neutral", "ethnicity": "indigenous_american", "ethnicity_prompt_label": "Indigenous American", "gender": "female", "hair": "chestnut a cropped textured hairstyle", "id": "person-0322-job-087", "job_id": "job-087", "job_key": "architect", "job_outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "job_outfit_index": 9, "job_title_de": "Architekt/in", "job_title_en": "architect", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes", "outfit_id": "person-0322-job-087", "outfit_style": "professional_science_education", "personality_id": "person-0322", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 22-year-old adult. Change only the clothing to a fully clothed professional architect outfit: a charcoal tailored jacket over a black closed shirt, navy straight trousers and dark shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0322-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g2-00029.tar", "seed": 1023010876, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:09:28.801118+00:00", "image_sha256": "57672a8f73786e4d396ef3a991df1ceb6306f7c29cb0f7688746961ae7814a7a", "reference_image_sha256": "a6839c71cb33288169194807d74441bb3460480bf10ed132273c7e1b69c8097e", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1023010876, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.9456397742033, "positive_text_encoding_seconds": 0.040035963989794254, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0322-job-087.png", "json_member": "person-0322-job-087.json", "prompt_member": "person-0322-job-087.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g2-00029.tar", "reference_source_member": "person-0322-neutral.png", "reference_source_generated_utc": "2026-10-06T21:41:18.244065+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, blond a loose braid over one shoulder, a slim build, wearing a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a slim build", "character_id": "person-0323", "default_emotion": "neutral", "description": "The same reference identity in the dentist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a loose braid over one shoulder", "id": "person-0323-job-006", "job_id": "job-006", "job_key": "dentist", "job_outfit": "a white dental tunic over a pale blue long-sleeved undershirt and navy trousers, white shoes, no mask", "job_outfit_index": 1, "job_title_de": "Zahnarzt/Zahnärztin", "job_title_en": "dentist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white dental tunic over a pale blue long-sleeved undershirt and navy trousers, white shoes, no mask", "outfit_id": "person-0323-job-006", "outfit_style": "professional_health", "personality_id": "person-0323", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional dentist outfit: a white dental tunic over a pale blue long-sleeved undershirt and navy trousers, white shoes, no mask. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0323-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 3460836615, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:09:48.356289+00:00", "image_sha256": "a6af1ab99157ef8a931e7162821b6fb22e9ab10811a30bcc4f09879f2c0695c7", "reference_image_sha256": "5dbb68b2bf1433ca1460c5c432e3ef426fb7be921da41cfa9d6a684faab455a7", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3460836615, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.586987720336765, "positive_text_encoding_seconds": 0.04013426322489977, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0323-job-006.png", "json_member": "person-0323-job-006.json", "prompt_member": "person-0323-job-006.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0323-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:26.989401+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, blond a loose braid over one shoulder, a slim build, wearing a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a slim build", "character_id": "person-0323", "default_emotion": "neutral", "description": "The same reference identity in the firefighter outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a loose braid over one shoulder", "id": "person-0323-job-011", "job_id": "job-011", "job_key": "firefighter", "job_outfit": "a closed charcoal fire-service coat and full-length protective trousers with yellow and silver reflective bands, black protective boots, no helmet", "job_outfit_index": 2, "job_title_de": "Feuerwehrkraft", "job_title_en": "firefighter", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed charcoal fire-service coat and full-length protective trousers with yellow and silver reflective bands, black protective boots, no helmet", "outfit_id": "person-0323-job-011", "outfit_style": "professional_emergency", "personality_id": "person-0323", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional firefighter outfit: a closed charcoal fire-service coat and full-length protective trousers with yellow and silver reflective bands, black protective boots, no helmet. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0323-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 2535687398, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:09:50.205269+00:00", "image_sha256": "9d171a506501499792073c2a2b5b10493bf0988f34f777d66a3de8a5fd39a068", "reference_image_sha256": "5dbb68b2bf1433ca1460c5c432e3ef426fb7be921da41cfa9d6a684faab455a7", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2535687398, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.6470298608765, "positive_text_encoding_seconds": 0.03994328202679753, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0323-job-011.png", "json_member": "person-0323-job-011.json", "prompt_member": "person-0323-job-011.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0323-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:26.989401+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, blond a loose braid over one shoulder, a slim build, wearing a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a slim build", "character_id": "person-0323", "default_emotion": "neutral", "description": "The same reference identity in the construction foreman outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a loose braid over one shoulder", "id": "person-0323-job-040", "job_id": "job-040", "job_key": "construction_foreman", "job_outfit": "an orange reflective waistcoat over a pale blue closed shirt, navy work trousers and brown safety boots, no helmet", "job_outfit_index": 4, "job_title_de": "Bauleiter/in", "job_title_en": "construction foreman", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective waistcoat over a pale blue closed shirt, navy work trousers and brown safety boots, no helmet", "outfit_id": "person-0323-job-040", "outfit_style": "professional_construction", "personality_id": "person-0323", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional construction foreman outfit: an orange reflective waistcoat over a pale blue closed shirt, navy work trousers and brown safety boots, no helmet. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0323-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 3545950311, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:09:53.265616+00:00", "image_sha256": "94666f928e7353e78f36731558f10522e0007fd8c772ecacc48ff2c2fee48771", "reference_image_sha256": "5dbb68b2bf1433ca1460c5c432e3ef426fb7be921da41cfa9d6a684faab455a7", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3545950311, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.44353541918099, "positive_text_encoding_seconds": 0.03922183671966195, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0323-job-040.png", "json_member": "person-0323-job-040.json", "prompt_member": "person-0323-job-040.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0323-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:26.989401+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, blond a loose braid over one shoulder, a slim build, wearing a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a slim build", "character_id": "person-0323", "default_emotion": "neutral", "description": "The same reference identity in the sanitation worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a loose braid over one shoulder", "id": "person-0323-job-049", "job_id": "job-049", "job_key": "sanitation_worker", "job_outfit": "a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots", "job_outfit_index": 5, "job_title_de": "Abfallwirtschaftskraft", "job_title_en": "sanitation worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots", "outfit_id": "person-0323-job-049", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0323", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional sanitation worker outfit: a closed orange high-visibility jacket and matching full-length trousers with silver reflective bands, black work boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0323-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 2877987512, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:10:01.005466+00:00", "image_sha256": "9d07ed5c1f13ae4b90e3e326fa66a5cf93cb254a31a4d9efc32cd30e41bcf645", "reference_image_sha256": "5dbb68b2bf1433ca1460c5c432e3ef426fb7be921da41cfa9d6a684faab455a7", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2877987512, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.89110003923997, "positive_text_encoding_seconds": 0.039641174022108316, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0323-job-049.png", "json_member": "person-0323-job-049.json", "prompt_member": "person-0323-job-049.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0323-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:26.989401+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, blond a loose braid over one shoulder, a slim build, wearing a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a slim build", "character_id": "person-0323", "default_emotion": "neutral", "description": "The same reference identity in the train driver outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a loose braid over one shoulder", "id": "person-0323-job-053", "job_id": "job-053", "job_key": "train_driver", "job_outfit": "a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes", "job_outfit_index": 6, "job_title_de": "Lokführer/in", "job_title_en": "train driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes", "outfit_id": "person-0323-job-053", "outfit_style": "professional_civic_transport", "personality_id": "person-0323", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional train driver outfit: a navy uniform blazer over a white closed shirt and dark tie, navy trousers and polished black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0323-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 2245894731, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:10:03.899588+00:00", "image_sha256": "ad902941a7bb5dbc8ce4cb52d6d75ecb03ec08bd0cb295c724b01a1c52a55f0f", "reference_image_sha256": "5dbb68b2bf1433ca1460c5c432e3ef426fb7be921da41cfa9d6a684faab455a7", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2245894731, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.8852250459604, "positive_text_encoding_seconds": 0.040305818896740675, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0323-job-053.png", "json_member": "person-0323-job-053.json", "prompt_member": "person-0323-job-053.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0323-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:26.989401+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, blond a loose braid over one shoulder, a slim build, wearing a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a slim build", "character_id": "person-0323", "default_emotion": "neutral", "description": "The same reference identity in the real estate agent outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a loose braid over one shoulder", "id": "person-0323-job-065", "job_id": "job-065", "job_key": "real_estate_agent", "job_outfit": "a taupe tailored blazer over a white closed shirt, navy trousers and brown shoes", "job_outfit_index": 7, "job_title_de": "Immobilienmakler/in", "job_title_en": "real estate agent", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a taupe tailored blazer over a white closed shirt, navy trousers and brown shoes", "outfit_id": "person-0323-job-065", "outfit_style": "professional_office_finance", "personality_id": "person-0323", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional real estate agent outfit: a taupe tailored blazer over a white closed shirt, navy trousers and brown shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0323-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 1267232598, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:10:08.947072+00:00", "image_sha256": "63a1f847f407ae8b69ccf3dcb36d69081be45ad7d5397f2ff111b4286a5aafd9", "reference_image_sha256": "5dbb68b2bf1433ca1460c5c432e3ef426fb7be921da41cfa9d6a684faab455a7", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1267232598, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.938872505910695, "positive_text_encoding_seconds": 0.040629923809319735, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0323-job-065.png", "json_member": "person-0323-job-065.json", "prompt_member": "person-0323-job-065.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0323-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:26.989401+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, blond a loose braid over one shoulder, a slim build, wearing a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a slim build", "character_id": "person-0323", "default_emotion": "neutral", "description": "The same reference identity in the archaeologist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a loose braid over one shoulder", "id": "person-0323-job-085", "job_id": "job-085", "job_key": "archaeologist", "job_outfit": "a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots", "job_outfit_index": 9, "job_title_de": "Archäologe/Archäologin", "job_title_en": "archaeologist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots", "outfit_id": "person-0323-job-085", "outfit_style": "professional_science_education", "personality_id": "person-0323", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional archaeologist outfit: a tan field vest over a cream long-sleeved shirt, brown cargo trousers and sturdy brown boots. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0323-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 1738209106, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:10:28.108642+00:00", "image_sha256": "a95ec6e9d9a146263d021c8d935211d278ec170fff6eac97dca7a530889064e5", "reference_image_sha256": "5dbb68b2bf1433ca1460c5c432e3ef426fb7be921da41cfa9d6a684faab455a7", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1738209106, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57964784512296, "positive_text_encoding_seconds": 0.03994035627692938, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0323-job-085.png", "json_member": "person-0323-job-085.json", "prompt_member": "person-0323-job-085.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0323-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:26.989401+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 28, "base_description": "one fictional 28-year-old woman, white European-ancestry heritage, light warm skin, blond a loose braid over one shoulder, a slim build, wearing a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown long-sleeved work shirt, practical brown carpenter trousers and closed work boots", "base_outfit_id": "outfit-01", "base_outfit_style": "workwear", "build": "a slim build", "character_id": "person-0323", "default_emotion": "neutral", "description": "The same reference identity in the photographer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "blond a loose braid over one shoulder", "id": "person-0323-job-096", "job_id": "job-096", "job_key": "photographer", "job_outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "job_outfit_index": 10, "job_title_de": "Fotograf/in", "job_title_en": "photographer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes", "outfit_id": "person-0323-job-096", "outfit_style": "professional_creative_culture", "personality_id": "person-0323", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 28-year-old adult. Change only the clothing to a fully clothed professional photographer outfit: a charcoal photographer vest over a pale blue closed shirt, navy trousers and sturdy black shoes. Keep the exact face, light warm skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0323-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 510670594, "skin_tone": "light warm", "schema_version": "1.0", "generated_utc": "2026-10-07T10:10:30.031236+00:00", "image_sha256": "efb4e9cad628680712fcab323ea823bb2d198f18a303d7dd4b91f2a419dd98fc", "reference_image_sha256": "5dbb68b2bf1433ca1460c5c432e3ef426fb7be921da41cfa9d6a684faab455a7", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 510670594, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.65536019904539, "positive_text_encoding_seconds": 0.040639813989400864, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0323-job-096.png", "json_member": "person-0323-job-096.json", "prompt_member": "person-0323-job-096.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0323-neutral.png", "reference_source_generated_utc": "2026-10-06T22:20:26.989401+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, African-American heritage, deep brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a navy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0324", "default_emotion": "neutral", "description": "The same reference identity in the civil defense worker outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0324-job-018", "job_id": "job-018", "job_key": "civil_defense", "job_outfit": "a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots", "job_outfit_index": 2, "job_title_de": "Katastrophenschutzkraft", "job_title_en": "civil defense worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots", "outfit_id": "person-0324-job-018", "outfit_style": "professional_emergency", "personality_id": "person-0324", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional civil defense worker outfit: a royal-blue utility jacket and matching full-length trousers with silver reflective bands, sturdy black boots. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0324-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 3412540848, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:10:33.930944+00:00", "image_sha256": "756f820089e00cf51cac727bc443e8f497d336f80600a50ac6633b0d6652943b", "reference_image_sha256": "b40dc285291d074ffa989cd47b502f2c7f7934675d8bb099d8f2489cedabda74", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3412540848, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.451371716335416, "positive_text_encoding_seconds": 0.03915777523070574, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0324-job-018.png", "json_member": "person-0324-job-018.json", "prompt_member": "person-0324-job-018.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0324-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:51.319901+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, African-American heritage, deep brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a navy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0324", "default_emotion": "neutral", "description": "The same reference identity in the florist outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0324-job-026", "job_id": "job-026", "job_key": "florist", "job_outfit": "an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes", "job_outfit_index": 3, "job_title_de": "Florist/in", "job_title_en": "florist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes", "outfit_id": "person-0324-job-026", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0324", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional florist outfit: an ochre canvas apron over a plum long-sleeved shirt, navy trousers and brown closed shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0324-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 982040325, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:10:41.101548+00:00", "image_sha256": "ef2074b4f57edf33786df099bc3911095d1da92abf6e262c5642ffcdd8fbfea1", "reference_image_sha256": "b40dc285291d074ffa989cd47b502f2c7f7934675d8bb099d8f2489cedabda74", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 982040325, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.881858435925096, "positive_text_encoding_seconds": 0.04035966796800494, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0324-job-026.png", "json_member": "person-0324-job-026.json", "prompt_member": "person-0324-job-026.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0324-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:51.319901+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, African-American heritage, deep brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a navy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0324", "default_emotion": "neutral", "description": "The same reference identity in the tiler outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0324-job-037", "job_id": "job-037", "job_key": "tiler", "job_outfit": "navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots", "job_outfit_index": 4, "job_title_de": "Fliesenleger/in", "job_title_en": "tiler", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots", "outfit_id": "person-0324-job-037", "outfit_style": "professional_construction", "personality_id": "person-0324", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional tiler outfit: navy canvas overalls over a cream long-sleeved shirt, padded knees and dark work boots. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0324-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 421220756, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:10:43.990645+00:00", "image_sha256": "7d876596736948784f51dbe5693016ae87dbf40e62f22e5f13d459754b43a6ea", "reference_image_sha256": "b40dc285291d074ffa989cd47b502f2c7f7934675d8bb099d8f2489cedabda74", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 421220756, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.88346973620355, "positive_text_encoding_seconds": 0.04024391807615757, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0324-job-037.png", "json_member": "person-0324-job-037.json", "prompt_member": "person-0324-job-037.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0324-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:51.319901+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, African-American heritage, deep brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a navy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0324", "default_emotion": "neutral", "description": "The same reference identity in the forklift operator outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0324-job-046", "job_id": "job-046", "job_key": "forklift_operator", "job_outfit": "an orange reflective vest over navy long sleeves, brown reinforced work trousers and black safety shoes", "job_outfit_index": 5, "job_title_de": "Gabelstaplerfahrer/in", "job_title_en": "forklift operator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective vest over navy long sleeves, brown reinforced work trousers and black safety shoes", "outfit_id": "person-0324-job-046", "outfit_style": "professional_industrial_logistics", "personality_id": "person-0324", "production_phase": "job_outfits", "profession_family": "industrial_logistics", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional forklift operator outfit: an orange reflective vest over navy long sleeves, brown reinforced work trousers and black safety shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0324-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 1146892855, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:10:49.103335+00:00", "image_sha256": "601468862a074601953b4d4a0db708a109ce4b01cfb218922758cc735ca27b3c", "reference_image_sha256": "b40dc285291d074ffa989cd47b502f2c7f7934675d8bb099d8f2489cedabda74", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1146892855, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.94302050769329, "positive_text_encoding_seconds": 0.04054124187678099, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0324-job-046.png", "json_member": "person-0324-job-046.json", "prompt_member": "person-0324-job-046.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0324-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:51.319901+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, African-American heritage, deep brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a navy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0324", "default_emotion": "neutral", "description": "The same reference identity in the translator outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0324-job-070", "job_id": "job-070", "job_key": "translator", "job_outfit": "a brown knit cardigan over a pale blue closed shirt, navy tailored trousers and brown shoes", "job_outfit_index": 7, "job_title_de": "Übersetzer/in", "job_title_en": "translator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown knit cardigan over a pale blue closed shirt, navy tailored trousers and brown shoes", "outfit_id": "person-0324-job-070", "outfit_style": "professional_office_finance", "personality_id": "person-0324", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional translator outfit: a brown knit cardigan over a pale blue closed shirt, navy tailored trousers and brown shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0324-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 1752100960, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:11:07.900328+00:00", "image_sha256": "8fcc1304bcb0f874ff4bc6fdbc0bcec0ccff1e38e8b7f309c4e7a34725157835", "reference_image_sha256": "b40dc285291d074ffa989cd47b502f2c7f7934675d8bb099d8f2489cedabda74", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1752100960, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57852936396375, "positive_text_encoding_seconds": 0.04084037384018302, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0324-job-070.png", "json_member": "person-0324-job-070.json", "prompt_member": "person-0324-job-070.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0324-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:51.319901+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, African-American heritage, deep brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a navy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0324", "default_emotion": "neutral", "description": "The same reference identity in the farmer outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0324-job-071", "job_id": "job-071", "job_key": "farmer", "job_outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "job_outfit_index": 8, "job_title_de": "Landwirt/in", "job_title_en": "farmer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "outfit_id": "person-0324-job-071", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0324", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional farmer outfit: brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0324-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 4178494867, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:11:09.920502+00:00", "image_sha256": "2eabf1bcf3ecc792b69c880e57a322cfd22cdef5e4301b30eb437d64e1fef90d", "reference_image_sha256": "b40dc285291d074ffa989cd47b502f2c7f7934675d8bb099d8f2489cedabda74", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 4178494867, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.674490937031806, "positive_text_encoding_seconds": 0.040185730904340744, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0324-job-071.png", "json_member": "person-0324-job-071.json", "prompt_member": "person-0324-job-071.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0324-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:51.319901+00:00"}
+{"age_group": "young_adult", "age_months": 0, "age_years": 24, "base_description": "one fictional 24-year-old woman, African-American heritage, deep brown skin, dark brown a neatly tied ponytail, a sturdy build, wearing a navy cardigan over a cream crew-neck top, brown trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy cardigan over a cream crew-neck top, brown trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "casual_layers", "build": "a sturdy build", "character_id": "person-0324", "default_emotion": "neutral", "description": "The same reference identity in the museum curator outfit.", "emotion": "neutral", "ethnicity": "african_american", "ethnicity_prompt_label": "African-American", "gender": "female", "hair": "dark brown a neatly tied ponytail", "id": "person-0324-job-099", "job_id": "job-099", "job_key": "museum_curator", "job_outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "job_outfit_index": 10, "job_title_de": "Museumskurator/in", "job_title_en": "museum curator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes", "outfit_id": "person-0324-job-099", "outfit_style": "professional_creative_culture", "personality_id": "person-0324", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 24-year-old adult. Change only the clothing to a fully clothed professional museum curator outfit: a plum tailored blazer over a cream closed shirt, navy trousers and brown shoes. Keep the exact face, deep brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0324-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00031.tar", "seed": 2447958689, "skin_tone": "deep brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:11:14.558542+00:00", "image_sha256": "34f4811177adf19a6dd2897757f5bc8371e73daa73323e229388cd0c4e376977", "reference_image_sha256": "b40dc285291d074ffa989cd47b502f2c7f7934675d8bb099d8f2489cedabda74", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2447958689, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.453156241215765, "positive_text_encoding_seconds": 0.03975907200947404, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0324-job-099.png", "json_member": "person-0324-job-099.json", "prompt_member": "person-0324-job-099.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00031.tar", "reference_source_member": "person-0324-neutral.png", "reference_source_generated_utc": "2026-10-06T22:13:51.319901+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 48, "base_description": "one fictional 48-year-old man, white European-ancestry heritage, light olive skin, dark brown soft wavy hair swept to one side, a slim build, wearing a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0325", "default_emotion": "neutral", "description": "The same reference identity in the physiotherapist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0325-job-009", "job_id": "job-009", "job_key": "physiotherapist", "job_outfit": "a pale blue professional polo over white long sleeves, navy straight trousers and supportive white shoes", "job_outfit_index": 1, "job_title_de": "Physiotherapeut/in", "job_title_en": "physiotherapist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a pale blue professional polo over white long sleeves, navy straight trousers and supportive white shoes", "outfit_id": "person-0325-job-009", "outfit_style": "professional_health", "personality_id": "person-0325", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 48-year-old adult. Change only the clothing to a fully clothed professional physiotherapist outfit: a pale blue professional polo over white long sleeves, navy straight trousers and supportive white shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0325-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00001.tar", "seed": 1485969071, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:11:21.185751+00:00", "image_sha256": "5d5317d437c3fe55c4fe3cf4d9f7287cbf068e1b899b4f31359261fff56f75eb", "reference_image_sha256": "8c8cc28dd208413aa5b39fdeea5281b5f14d98187bd930c38f9cb07bbf8ec1e0", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1485969071, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.87741717789322, "positive_text_encoding_seconds": 0.0400278358720243, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0325-job-009.png", "json_member": "person-0325-job-009.json", "prompt_member": "person-0325-job-009.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00001.tar", "reference_source_member": "person-0325-neutral.png", "reference_source_generated_utc": "2026-10-06T15:44:21.025680+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 48, "base_description": "one fictional 48-year-old man, white European-ancestry heritage, light olive skin, dark brown soft wavy hair swept to one side, a slim build, wearing a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0325", "default_emotion": "neutral", "description": "The same reference identity in the security guard outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0325-job-014", "job_id": "job-014", "job_key": "security_guard", "job_outfit": "a charcoal security jacket with an unlettered white badge patch, navy trousers and black shoes, empty belt", "job_outfit_index": 2, "job_title_de": "Sicherheitskraft", "job_title_en": "security guard", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a charcoal security jacket with an unlettered white badge patch, navy trousers and black shoes, empty belt", "outfit_id": "person-0325-job-014", "outfit_style": "professional_emergency", "personality_id": "person-0325", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 48-year-old adult. Change only the clothing to a fully clothed professional security guard outfit: a charcoal security jacket with an unlettered white badge patch, navy trousers and black shoes, empty belt. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0325-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00001.tar", "seed": 2643910760, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:11:24.083446+00:00", "image_sha256": "bf9e3934839c2fa22eb23354325c3393433738c8bdfd66253d51dd10c0f635a0", "reference_image_sha256": "8c8cc28dd208413aa5b39fdeea5281b5f14d98187bd930c38f9cb07bbf8ec1e0", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2643910760, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.883139797020704, "positive_text_encoding_seconds": 0.03975599631667137, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0325-job-014.png", "json_member": "person-0325-job-014.json", "prompt_member": "person-0325-job-014.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00001.tar", "reference_source_member": "person-0325-neutral.png", "reference_source_generated_utc": "2026-10-06T15:44:21.025680+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 48, "base_description": "one fictional 48-year-old man, white European-ancestry heritage, light olive skin, dark brown soft wavy hair swept to one side, a slim build, wearing a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0325", "default_emotion": "neutral", "description": "The same reference identity in the hotel receptionist outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0325-job-030", "job_id": "job-030", "job_key": "hotel_receptionist", "job_outfit": "a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge", "job_outfit_index": 3, "job_title_de": "Hotel-Rezeptionist/in", "job_title_en": "hotel receptionist", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge", "outfit_id": "person-0325-job-030", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0325", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 48-year-old adult. Change only the clothing to a fully clothed professional hotel receptionist outfit: a navy tailored blazer over a cream closed shirt, navy trousers and black shoes, blank brass name badge. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0325-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00001.tar", "seed": 1453409063, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:11:29.271735+00:00", "image_sha256": "227effa67a0c931738997bd2639e1bcae0f678345fe63401c28d170c13ad3029", "reference_image_sha256": "8c8cc28dd208413aa5b39fdeea5281b5f14d98187bd930c38f9cb07bbf8ec1e0", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1453409063, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.946638795081526, "positive_text_encoding_seconds": 0.03989875130355358, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0325-job-030.png", "json_member": "person-0325-job-030.json", "prompt_member": "person-0325-job-030.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00001.tar", "reference_source_member": "person-0325-neutral.png", "reference_source_generated_utc": "2026-10-06T15:44:21.025680+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 48, "base_description": "one fictional 48-year-old man, white European-ancestry heritage, light olive skin, dark brown soft wavy hair swept to one side, a slim build, wearing a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0325", "default_emotion": "neutral", "description": "The same reference identity in the carpenter outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0325-job-033", "job_id": "job-033", "job_key": "carpenter", "job_outfit": "brown canvas overalls over a cream long-sleeved shirt, sturdy brown boots", "job_outfit_index": 4, "job_title_de": "Zimmerer/Zimmerin", "job_title_en": "carpenter", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "brown canvas overalls over a cream long-sleeved shirt, sturdy brown boots", "outfit_id": "person-0325-job-033", "outfit_style": "professional_construction", "personality_id": "person-0325", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 48-year-old adult. Change only the clothing to a fully clothed professional carpenter outfit: brown canvas overalls over a cream long-sleeved shirt, sturdy brown boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0325-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00001.tar", "seed": 440924290, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:11:47.693638+00:00", "image_sha256": "2c77cffb883a16e3c0a1c81b2cc2c3eaf9d0ad0c16610bbd2ce3fc4c04103f12", "reference_image_sha256": "8c8cc28dd208413aa5b39fdeea5281b5f14d98187bd930c38f9cb07bbf8ec1e0", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 440924290, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.582152037881315, "positive_text_encoding_seconds": 0.039912533946335316, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0325-job-033.png", "json_member": "person-0325-job-033.json", "prompt_member": "person-0325-job-033.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00001.tar", "reference_source_member": "person-0325-neutral.png", "reference_source_generated_utc": "2026-10-06T15:44:21.025680+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 48, "base_description": "one fictional 48-year-old man, white European-ancestry heritage, light olive skin, dark brown soft wavy hair swept to one side, a slim build, wearing a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0325", "default_emotion": "neutral", "description": "The same reference identity in the bus driver outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0325-job-052", "job_id": "job-052", "job_key": "bus_driver", "job_outfit": "a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes", "job_outfit_index": 6, "job_title_de": "Busfahrer/in", "job_title_en": "bus driver", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes", "outfit_id": "person-0325-job-052", "outfit_style": "professional_civic_transport", "personality_id": "person-0325", "production_phase": "job_outfits", "profession_family": "civic_transport", "prompt": "vvar_char, edit the reference portrait of this same 48-year-old adult. Change only the clothing to a fully clothed professional bus driver outfit: a pale blue long-sleeved uniform shirt with a burgundy tie, navy trousers and black shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0325-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00001.tar", "seed": 2023652615, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:11:49.790929+00:00", "image_sha256": "2becbb00077fcdecefb0ffce1a5289d276dba6623e3ce673f079f14389d09a87", "reference_image_sha256": "8c8cc28dd208413aa5b39fdeea5281b5f14d98187bd930c38f9cb07bbf8ec1e0", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2023652615, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.6581842796877, "positive_text_encoding_seconds": 0.03982441034168005, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0325-job-052.png", "json_member": "person-0325-job-052.json", "prompt_member": "person-0325-job-052.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00001.tar", "reference_source_member": "person-0325-neutral.png", "reference_source_generated_utc": "2026-10-06T15:44:21.025680+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 48, "base_description": "one fictional 48-year-old man, white European-ancestry heritage, light olive skin, dark brown soft wavy hair swept to one side, a slim build, wearing a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0325", "default_emotion": "neutral", "description": "The same reference identity in the fishery worker outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0325-job-074", "job_id": "job-074", "job_key": "fishery_worker", "job_outfit": "an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots", "job_outfit_index": 8, "job_title_de": "Fischereifachkraft", "job_title_en": "fishery worker", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots", "outfit_id": "person-0325-job-074", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0325", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 48-year-old adult. Change only the clothing to a fully clothed professional fishery worker outfit: an ochre waterproof fishing jacket and full-length navy waterproof trousers, clean white rubber boots. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0325-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00001.tar", "seed": 3357998844, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:11:55.217454+00:00", "image_sha256": "9ff629796496117da16fbbb1d819c938281de9a6f5d203aeb8545fc5fd30f84e", "reference_image_sha256": "8c8cc28dd208413aa5b39fdeea5281b5f14d98187bd930c38f9cb07bbf8ec1e0", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3357998844, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 40.449723538942635, "positive_text_encoding_seconds": 0.0403063939884305, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g7-00004.tar", "image_member": "person-0325-job-074.png", "json_member": "person-0325-job-074.json", "prompt_member": "person-0325-job-074.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00001.tar", "reference_source_member": "person-0325-neutral.png", "reference_source_generated_utc": "2026-10-06T15:44:21.025680+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 48, "base_description": "one fictional 48-year-old man, white European-ancestry heritage, light olive skin, dark brown soft wavy hair swept to one side, a slim build, wearing a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0325", "default_emotion": "neutral", "description": "The same reference identity in the librarian outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0325-job-090", "job_id": "job-090", "job_key": "librarian", "job_outfit": "a plum cardigan over a cream closed shirt, charcoal straight trousers and brown shoes", "job_outfit_index": 9, "job_title_de": "Bibliothekar/in", "job_title_en": "librarian", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a plum cardigan over a cream closed shirt, charcoal straight trousers and brown shoes", "outfit_id": "person-0325-job-090", "outfit_style": "professional_science_education", "personality_id": "person-0325", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 48-year-old adult. Change only the clothing to a fully clothed professional librarian outfit: a plum cardigan over a cream closed shirt, charcoal straight trousers and brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0325-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00001.tar", "seed": 3558565515, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:12:01.239995+00:00", "image_sha256": "30736222a03e1a9a5065451dfb887cd7aedcb9437498051ef2d1d7a8165559b5", "reference_image_sha256": "8c8cc28dd208413aa5b39fdeea5281b5f14d98187bd930c38f9cb07bbf8ec1e0", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3558565515, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.886913433671, "positive_text_encoding_seconds": 0.039861708879470825, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0325-job-090.png", "json_member": "person-0325-job-090.json", "prompt_member": "person-0325-job-090.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00001.tar", "reference_source_member": "person-0325-neutral.png", "reference_source_generated_utc": "2026-10-06T15:44:21.025680+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 48, "base_description": "one fictional 48-year-old man, white European-ancestry heritage, light olive skin, dark brown soft wavy hair swept to one side, a slim build, wearing a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a soft lavender sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a slim build", "character_id": "person-0325", "default_emotion": "neutral", "description": "The same reference identity in the shoe repairer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown soft wavy hair swept to one side", "id": "person-0325-job-095", "job_id": "job-095", "job_key": "shoe_repairer", "job_outfit": "a tan leather craft apron over a burgundy long-sleeved shirt, charcoal trousers and brown shoes", "job_outfit_index": 10, "job_title_de": "Schuhmacher/in", "job_title_en": "shoe repairer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a tan leather craft apron over a burgundy long-sleeved shirt, charcoal trousers and brown shoes", "outfit_id": "person-0325-job-095", "outfit_style": "professional_creative_culture", "personality_id": "person-0325", "production_phase": "job_outfits", "profession_family": "creative_culture", "prompt": "vvar_char, edit the reference portrait of this same 48-year-old adult. Change only the clothing to a fully clothed professional shoe repairer outfit: a tan leather craft apron over a burgundy long-sleeved shirt, charcoal trousers and brown shoes. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0325-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g5-00001.tar", "seed": 2536832214, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-07T10:12:04.137314+00:00", "image_sha256": "8983206de318bcff7b16e62041320866e322acba968066b1111faeccf2f77036", "reference_image_sha256": "8c8cc28dd208413aa5b39fdeea5281b5f14d98187bd930c38f9cb07bbf8ec1e0", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2536832214, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.87920759199187, "positive_text_encoding_seconds": 0.04007860133424401, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0325-job-095.png", "json_member": "person-0325-job-095.json", "prompt_member": "person-0325-job-095.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g5-00001.tar", "reference_source_member": "person-0325-neutral.png", "reference_source_generated_utc": "2026-10-06T15:44:21.025680+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 47, "base_description": "one fictional 47-year-old man, Arab heritage, medium brown skin, chestnut close-cropped textured hair, a compact build, wearing a plum sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a compact build", "character_id": "person-0326", "default_emotion": "neutral", "description": "The same reference identity in the physician outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "chestnut close-cropped textured hair", "id": "person-0326-job-001", "job_id": "job-001", "job_key": "physician", "job_outfit": "a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes", "job_outfit_index": 1, "job_title_de": "Arzt/Ärztin", "job_title_en": "physician", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes", "outfit_id": "person-0326-job-001", "outfit_style": "professional_health", "personality_id": "person-0326", "production_phase": "job_outfits", "profession_family": "health", "prompt": "vvar_char, edit the reference portrait of this same 47-year-old adult. Change only the clothing to a fully clothed professional physician outfit: a white medical coat over a pale blue closed shirt and navy trousers, plain dark shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0326-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00002.tar", "seed": 3513396439, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:12:09.439904+00:00", "image_sha256": "f5da718e1748948cd2a91c35d05b9ea169600699099992d87639128e3b14dcb1", "reference_image_sha256": "c2f8668cd34b96c60e1cc0bc49b146f3c54aeb3375201a8a3c805c32072f0cb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3513396439, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.95237338077277, "positive_text_encoding_seconds": 0.04076967807486653, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0326-job-001.png", "json_member": "person-0326-job-001.json", "prompt_member": "person-0326-job-001.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00002.tar", "reference_source_member": "person-0326-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:32.643931+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 47, "base_description": "one fictional 47-year-old man, Arab heritage, medium brown skin, chestnut close-cropped textured hair, a compact build, wearing a plum sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a compact build", "character_id": "person-0326", "default_emotion": "neutral", "description": "The same reference identity in the corrections officer outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "chestnut close-cropped textured hair", "id": "person-0326-job-020", "job_id": "job-020", "job_key": "corrections_officer", "job_outfit": "a slate-blue long-sleeved uniform shirt, charcoal straight trousers and black shoes, plain unlettered badge, empty belt", "job_outfit_index": 2, "job_title_de": "Justizvollzugskraft", "job_title_en": "corrections officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a slate-blue long-sleeved uniform shirt, charcoal straight trousers and black shoes, plain unlettered badge, empty belt", "outfit_id": "person-0326-job-020", "outfit_style": "professional_emergency", "personality_id": "person-0326", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 47-year-old adult. Change only the clothing to a fully clothed professional corrections officer outfit: a slate-blue long-sleeved uniform shirt, charcoal straight trousers and black shoes, plain unlettered badge, empty belt. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0326-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00002.tar", "seed": 1072454214, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:12:27.488048+00:00", "image_sha256": "8240b4583953417f2fc43033eb98910ef11812124c213e44e8640a8f03e361f0", "reference_image_sha256": "c2f8668cd34b96c60e1cc0bc49b146f3c54aeb3375201a8a3c805c32072f0cb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1072454214, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 2, "batch_size": 1, "generation_seconds": 39.57925549102947, "positive_text_encoding_seconds": 0.040004488080739975, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g2-00003.tar", "image_member": "person-0326-job-020.png", "json_member": "person-0326-job-020.json", "prompt_member": "person-0326-job-020.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00002.tar", "reference_source_member": "person-0326-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:32.643931+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 47, "base_description": "one fictional 47-year-old man, Arab heritage, medium brown skin, chestnut close-cropped textured hair, a compact build, wearing a plum sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a compact build", "character_id": "person-0326", "default_emotion": "neutral", "description": "The same reference identity in the locksmith outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "chestnut close-cropped textured hair", "id": "person-0326-job-039", "job_id": "job-039", "job_key": "locksmith", "job_outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "job_outfit_index": 4, "job_title_de": "Schlosser/in", "job_title_en": "locksmith", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes", "outfit_id": "person-0326-job-039", "outfit_style": "professional_construction", "personality_id": "person-0326", "production_phase": "job_outfits", "profession_family": "construction", "prompt": "vvar_char, edit the reference portrait of this same 47-year-old adult. Change only the clothing to a fully clothed professional locksmith outfit: a burgundy shop coat over a navy closed shirt, charcoal utility trousers and black work shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0326-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00002.tar", "seed": 2293619021, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:12:29.666898+00:00", "image_sha256": "e01e24e497099ecdf9c41c649cf2ce8910e954b1fae0dd84113338723cb6b6b7", "reference_image_sha256": "c2f8668cd34b96c60e1cc0bc49b146f3c54aeb3375201a8a3c805c32072f0cb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2293619021, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 5, "batch_size": 1, "generation_seconds": 39.6620879615657, "positive_text_encoding_seconds": 0.040502944961190224, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g5-00003.tar", "image_member": "person-0326-job-039.png", "json_member": "person-0326-job-039.json", "prompt_member": "person-0326-job-039.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00002.tar", "reference_source_member": "person-0326-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:32.643931+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 47, "base_description": "one fictional 47-year-old man, Arab heritage, medium brown skin, chestnut close-cropped textured hair, a compact build, wearing a plum sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a compact build", "character_id": "person-0326", "default_emotion": "neutral", "description": "The same reference identity in the translator outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "chestnut close-cropped textured hair", "id": "person-0326-job-070", "job_id": "job-070", "job_key": "translator", "job_outfit": "a brown knit cardigan over a pale blue closed shirt, navy tailored trousers and brown shoes", "job_outfit_index": 7, "job_title_de": "Übersetzer/in", "job_title_en": "translator", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a brown knit cardigan over a pale blue closed shirt, navy tailored trousers and brown shoes", "outfit_id": "person-0326-job-070", "outfit_style": "professional_office_finance", "personality_id": "person-0326", "production_phase": "job_outfits", "profession_family": "office_finance", "prompt": "vvar_char, edit the reference portrait of this same 47-year-old adult. Change only the clothing to a fully clothed professional translator outfit: a brown knit cardigan over a pale blue closed shirt, navy tailored trousers and brown shoes. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0326-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00002.tar", "seed": 2708749041, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:12:41.345973+00:00", "image_sha256": "08f9e32e1ea4491ff284bbc54c9401252b90ba0bf568c84c44dafa0eae4cea6e", "reference_image_sha256": "c2f8668cd34b96c60e1cc0bc49b146f3c54aeb3375201a8a3c805c32072f0cb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2708749041, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 4, "batch_size": 1, "generation_seconds": 39.8938097236678, "positive_text_encoding_seconds": 0.04048073012381792, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g4-00003.tar", "image_member": "person-0326-job-070.png", "json_member": "person-0326-job-070.json", "prompt_member": "person-0326-job-070.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00002.tar", "reference_source_member": "person-0326-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:32.643931+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 47, "base_description": "one fictional 47-year-old man, Arab heritage, medium brown skin, chestnut close-cropped textured hair, a compact build, wearing a plum sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a compact build", "character_id": "person-0326", "default_emotion": "neutral", "description": "The same reference identity in the farmer outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "chestnut close-cropped textured hair", "id": "person-0326-job-071", "job_id": "job-071", "job_key": "farmer", "job_outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "job_outfit_index": 8, "job_title_de": "Landwirt/in", "job_title_en": "farmer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots", "outfit_id": "person-0326-job-071", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0326", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 47-year-old adult. Change only the clothing to a fully clothed professional farmer outfit: brown canvas overalls over a burgundy long-sleeved shirt, sturdy brown boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0326-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00002.tar", "seed": 3775039410, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:12:44.238369+00:00", "image_sha256": "78eacb84f44fc15ca5e9e0e549bc23f0fd62aad314596a4fd8e7365c6390b167", "reference_image_sha256": "c2f8668cd34b96c60e1cc0bc49b146f3c54aeb3375201a8a3c805c32072f0cb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3775039410, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 6, "batch_size": 1, "generation_seconds": 39.883667843881994, "positive_text_encoding_seconds": 0.03932954091578722, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g6-00003.tar", "image_member": "person-0326-job-071.png", "json_member": "person-0326-job-071.json", "prompt_member": "person-0326-job-071.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00002.tar", "reference_source_member": "person-0326-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:32.643931+00:00"}
+{"age_group": "middle_adult", "age_months": 0, "age_years": 47, "base_description": "one fictional 47-year-old man, Arab heritage, medium brown skin, chestnut close-cropped textured hair, a compact build, wearing a plum sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a plum sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "a compact build", "character_id": "person-0326", "default_emotion": "neutral", "description": "The same reference identity in the surveyor outfit.", "emotion": "neutral", "ethnicity": "arab", "ethnicity_prompt_label": "Arab", "gender": "male", "hair": "chestnut close-cropped textured hair", "id": "person-0326-job-086", "job_id": "job-086", "job_key": "surveyor", "job_outfit": "an orange reflective field vest over a pale blue long-sleeved shirt, charcoal work trousers and brown boots", "job_outfit_index": 9, "job_title_de": "Vermessungstechniker/in", "job_title_en": "surveyor", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "an orange reflective field vest over a pale blue long-sleeved shirt, charcoal work trousers and brown boots", "outfit_id": "person-0326-job-086", "outfit_style": "professional_science_education", "personality_id": "person-0326", "production_phase": "job_outfits", "profession_family": "science_education", "prompt": "vvar_char, edit the reference portrait of this same 47-year-old adult. Change only the clothing to a fully clothed professional surveyor outfit: an orange reflective field vest over a pale blue long-sleeved shirt, charcoal work trousers and brown boots. Keep the exact face, medium brown skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0326-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g1-00002.tar", "seed": 3787421193, "skin_tone": "medium brown", "schema_version": "1.0", "generated_utc": "2026-10-07T10:12:49.569506+00:00", "image_sha256": "650ad3e4ab1282a8386aaf2038a64d104a510c646e03c6689e1732f3acbb13f3", "reference_image_sha256": "c2f8668cd34b96c60e1cc0bc49b146f3c54aeb3375201a8a3c805c32072f0cb5", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 3787421193, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "dedicated-GPU-reference-job-outfits", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 1, "batch_size": 1, "generation_seconds": 39.954277037642896, "positive_text_encoding_seconds": 0.040362956933677197, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": false, "gpu_shared_with_character_production": false}, "storage": {"shard": "jobs-g1-00003.tar", "image_member": "person-0326-job-086.png", "json_member": "person-0326-job-086.json", "prompt_member": "person-0326-job-086.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g1-00002.tar", "reference_source_member": "person-0326-neutral.png", "reference_source_generated_utc": "2026-10-06T15:57:32.643931+00:00"}
 {"age_group": "middle_adult", "age_months": 0, "age_years": 47, "base_description": "one fictional 47-year-old man, white European-ancestry heritage, fair skin, light brown close-cropped textured hair, an average build, wearing a brown sweatshirt, loose navy athletic trousers and closed sneakers, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a brown sweatshirt, loose navy athletic trousers and closed sneakers", "base_outfit_id": "outfit-01", "base_outfit_style": "sporty", "build": "an average build", "character_id": "person-0327", "default_emotion": "neutral", "description": "The same reference identity in the police officer outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "light brown close-cropped textured hair", "id": "person-0327-job-012", "job_id": "job-012", "job_key": "police_officer", "job_outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "job_outfit_index": 2, "job_title_de": "Polizeikraft", "job_title_en": "police officer", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt", "outfit_id": "person-0327-job-012", "outfit_style": "professional_emergency", "personality_id": "person-0327", "production_phase": "job_outfits", "profession_family": "emergency", "prompt": "vvar_char, edit the reference portrait of this same 47-year-old adult. Change only the clothing to a fully clothed professional police officer outfit: a navy police-style long-sleeved uniform with plain shoulder tabs and an unlettered silver badge, navy trousers and black shoes, empty belt. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0327-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g4-00004.tar", "seed": 1816809515, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-06T21:34:58.214944+00:00", "image_sha256": "73e55b74e60519f8acb47f7bbbb3ac3e30c2f0eec9647f005d65ca1b1e104111", "reference_image_sha256": "1fabe331c31c119a7ad436e14a4d44f58538d2f45c31e17f9c161b2713360ccf", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1816809515, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "shared-GPU-CPU-offload-job-pilot", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 101.52752610016614, "positive_text_encoding_seconds": 2.046132621821016, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": true, "gpu_shared_with_character_production": true}, "storage": {"shard": "jobs-g7-00001.tar", "image_member": "person-0327-job-012.png", "json_member": "person-0327-job-012.json", "prompt_member": "person-0327-job-012.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g4-00004.tar", "reference_source_member": "person-0327-neutral.png", "reference_source_generated_utc": "2026-10-06T16:17:03.289552+00:00"}
 {"age_group": "middle_adult", "age_months": 0, "age_years": 38, "base_description": "one fictional 38-year-old man, white European-ancestry heritage, light olive skin, dark brown short naturally curly hair, a slim build, wearing a charcoal cotton overshirt over a cream top, navy canvas trousers and closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a charcoal cotton overshirt over a cream top, navy canvas trousers and closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "crafts", "build": "a slim build", "character_id": "person-0333", "default_emotion": "neutral", "description": "The same reference identity in the beekeeper outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "male", "hair": "dark brown short naturally curly hair", "id": "person-0333-job-079", "job_id": "job-079", "job_key": "beekeeper", "job_outfit": "a fully closed cream protective beekeeper coverall and white boots, no veil or hood, face and hair visible", "job_outfit_index": 8, "job_title_de": "Imker/in", "job_title_en": "beekeeper", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a fully closed cream protective beekeeper coverall and white boots, no veil or hood, face and hair visible", "outfit_id": "person-0333-job-079", "outfit_style": "professional_outdoors_animals", "personality_id": "person-0333", "production_phase": "job_outfits", "profession_family": "outdoors_animals", "prompt": "vvar_char, edit the reference portrait of this same 38-year-old adult. Change only the clothing to a fully clothed professional beekeeper outfit: a fully closed cream protective beekeeper coverall and white boots, no veil or hood, face and hair visible. Keep the exact face, light olive skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0333-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g0-00012.tar", "seed": 2673171539, "skin_tone": "light olive", "schema_version": "1.0", "generated_utc": "2026-10-06T21:48:46.290952+00:00", "image_sha256": "21ff55c39415d8541c14032b518740d60ab2e11ccb1d8a6eeeb4efd8e2ae8319", "reference_image_sha256": "9686c759c2cdade8a6a5ab09e03c51808606273afe4e54ad4ceeb470ffaf931a", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 2673171539, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "shared-GPU-CPU-offload-job-pilot", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 100.817095620092, "positive_text_encoding_seconds": 2.195032896939665, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": true, "gpu_shared_with_character_production": true}, "storage": {"shard": "jobs-g7-00001.tar", "image_member": "person-0333-job-079.png", "json_member": "person-0333-job-079.json", "prompt_member": "person-0333-job-079.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g0-00012.tar", "reference_source_member": "person-0333-neutral.png", "reference_source_generated_utc": "2026-10-06T18:03:38.272763+00:00"}
 {"age_group": "middle_adult", "age_months": 0, "age_years": 47, "base_description": "one fictional 47-year-old woman, white European-ancestry heritage, fair skin, black a neatly tied ponytail, a compact build, wearing a navy knitted pullover, full-length brown trousers and plain closed shoes, fully clothed and age-appropriate. natural adult proportions and a proportionate face", "base_outfit": "a navy knitted pullover, full-length brown trousers and plain closed shoes", "base_outfit_id": "outfit-01", "base_outfit_style": "simple_everyday", "build": "a compact build", "character_id": "person-0359", "default_emotion": "neutral", "description": "The same reference identity in the cashier outfit.", "emotion": "neutral", "ethnicity": "white_caucasian", "ethnicity_prompt_label": "white European-ancestry", "gender": "female", "hair": "black a neatly tied ponytail", "id": "person-0359-job-021", "job_id": "job-021", "job_key": "cashier", "job_outfit": "a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge", "job_outfit_index": 3, "job_title_de": "Kassierer/in", "job_title_en": "cashier", "lora_scale": 1.0, "negative_prompt": "extra people, changed face, changed hairstyle, changed skin tone, infant, child, text, logos, scenery, weapons, blood, injury, nudity, revealing clothing, green clothing, teal clothing", "outfit": "a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge", "outfit_id": "person-0359-job-021", "outfit_style": "professional_retail_hospitality", "personality_id": "person-0359", "production_phase": "job_outfits", "profession_family": "retail_hospitality", "prompt": "vvar_char, edit the reference portrait of this same 47-year-old adult. Change only the clothing to a fully clothed professional cashier outfit: a burgundy retail vest over a white long-sleeved shirt, charcoal trousers and black shoes, blank name badge. Keep the exact face, fair skin tone, hairstyle, body proportions, pose, framing and lighting. Relaxed neutral expression with a slight friendly smile. Face and hair clearly visible, hands empty. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Uniform bright chroma green background. No scenery, text or logos. No green or teal clothing.", "record_type": "job_outfit", "reference_id": "person-0359-neutral", "reference_source_phase": "character-production", "reference_source_repo_path": "data/train-g3-00019.tar", "seed": 1088830745, "skin_tone": "fair", "schema_version": "1.0", "generated_utc": "2026-10-06T21:36:41.972416+00:00", "image_sha256": "4ccee6c67dd46da5d189a27dc452c027f9c7e4cc8a52ba65c84f94c93f774c62", "reference_image_sha256": "2aff23f82f66a1ea06b49ee0961bb8e1310162f24f3c655836a8b9a330564788", "reference_resize": {"width": 416, "height": 624, "resample": "PIL BICUBIC"}, "inference": {"model": "black-forest-labs/FLUX.2-klein-base-9B", "revision": "32773329fbe7e81a90ef971740e8ba4b0364ecf3", "lora": "laion/FLUX.2-klein-base-9B-vivarium-loras", "lora_revision": "5bd654514cc35a1c0d0de878c3a514019896a44e", "lora_subfolder": "characters", "lora_sha256": "977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451", "lora_rank": 64, "lora_alpha": 64, "lora_training_step": 1500, "lora_scale": 1.0, "steps": 50, "guidance_scale": 4.0, "seed": 1088830745, "width": 832, "height": 1248, "dtype": "bfloat16", "quantization": false, "distillation": false, "max_sequence_length": 256, "cfg_mode": "batched", "lora_fused": true, "qkv_fused": true, "compile_mode": "default", "negative_embedding_cached": true, "positive_embedding_cached": true}, "runtime": {"profile": "shared-GPU-CPU-offload-job-pilot", "gpu": "NVIDIA A100-SXM4-80GB", "physical_gpu": 7, "batch_size": 1, "generation_seconds": 101.4548651217483, "positive_text_encoding_seconds": 2.127837365027517, "torch": "2.7.1+cu126", "cuda": "12.6", "includes_compile_warmup": false, "gpu_shared_with_backgrounds": false, "model_cpu_offload": true, "gpu_shared_with_character_production": true}, "storage": {"shard": "jobs-g7-00001.tar", "image_member": "person-0359-job-021.png", "json_member": "person-0359-job-021.json", "prompt_member": "person-0359-job-021.txt", "encoding": "PNG RGB"}, "reference_source_shard": "train-g3-00019.tar", "reference_source_member": "person-0359-neutral.png", "reference_source_generated_utc": "2026-10-06T19:35:31.156499+00:00"}