Update characters documentation, taxonomy, measured progress and validation

README.md

@@ -73,99 +73,7 @@ configs:
     - data/train-g4-00004.tar
     - data/train-g4-00008.tar
     - data/train-g4-00013.tar
-    - data/train-g4-00019.tar
-    - data/train-g4-00021.tar
-    - data/train-g4-00022.tar
-    - data/train-g4-00025.tar
-    - data/train-g4-00026.tar
-    - data/train-g5-00006.tar
-    - data/train-g5-00008.tar
-    - data/train-g5-00010.tar
-    - data/train-g5-00011.tar
-    - data/train-g5-00012.tar
-    - data/train-g5-00014.tar
-    - data/train-g5-00015.tar
-    - data/train-g5-00017.tar
-    - data/train-g5-00020.tar
-    - data/train-g5-00021.tar
-    - data/train-g5-00022.tar
-    - data/train-g5-00026.tar
-    - data/train-g5-00027.tar
-    - data/train-g5-00028.tar
-    - data/train-g5-00030.tar
-    - data/train-g6-00000.tar
-    - data/train-g6-00002.tar
-    - data/train-g6-00004.tar
-    - data/train-g6-00007.tar
-    - data/train-g6-00010.tar
-    - data/train-g6-00013.tar
-    - data/train-g6-00015.tar
-    - data/train-g6-00018.tar
-    - data/train-g6-00020.tar
-    - data/train-g6-00021.tar
-    - data/train-g6-00026.tar
-    - data/train-g7-00000.tar
-    - data/train-g7-00004.tar
-    - data/train-g7-00011.tar
-    - data/train-g7-00012.tar
-    - data/train-g7-00016.tar
-    - data/train-g7-00017.tar
-    - data/train-g7-00022.tar
-- config_name: base
-  data_files:
-  - split: train
-    path:
-    - data/pilot-person-0120.tar
-    - data/pilot-person-0253.tar
-    - data/train-g0-00000.tar
-    - data/train-g0-00001.tar
-    - data/train-g0-00002.tar
-    - data/train-g0-00006.tar
-    - data/train-g0-00012.tar
-    - data/train-g0-00015.tar
-    - data/train-g0-00016.tar
-    - data/train-g0-00018.tar
-    - data/train-g0-00024.tar
-    - data/train-g0-00026.tar
-    - data/train-g0-00027.tar
-    - data/train-g0-00029.tar
-    - data/train-g1-00000.tar
-    - data/train-g1-00008.tar
-    - data/train-g1-00012.tar
-    - data/train-g1-00013.tar
-    - data/train-g1-00015.tar
-    - data/train-g1-00019.tar
-    - data/train-g1-00025.tar
-    - data/train-g1-00029.tar
-    - data/train-g2-00004.tar
-    - data/train-g2-00008.tar
-    - data/train-g2-00009.tar
-    - data/train-g2-00011.tar
-    - data/train-g2-00016.tar
-    - data/train-g2-00019.tar
-    - data/train-g2-00021.tar
-    - data/train-g2-00022.tar
-    - data/train-g2-00026.tar
-    - data/train-g2-00027.tar
-    - data/train-g2-00028.tar
-    - data/train-g2-00029.tar
-    - data/train-g2-00031.tar
-    - data/train-g2-00032.tar
-    - data/train-g3-00001.tar
-    - data/train-g3-00003.tar
-    - data/train-g3-00007.tar
-    - data/train-g3-00011.tar
-    - data/train-g3-00012.tar
-    - data/train-g3-00018.tar
-    - data/train-g3-00021.tar
-    - data/train-g3-00022.tar
-    - data/train-g3-00023.tar
-    - data/train-g3-00026.tar
-    - data/train-g3-00030.tar
-    - data/train-g3-00031.tar
-    - data/train-g4-00004.tar
-    - data/train-g4-00008.tar
-    - data/train-g4-00013.tar
+    - data/train-g4-00015.tar
     - data/train-g4-00019.tar
     - data/train-g4-00021.tar
     - data/train-g4-00022.tar
@@ -487,27 +395,10 @@ dataset_info:
     dtype: string
   - name: __url__
     dtype: string
-- config_name: base
-  features: *id001
 - config_name: jobs
   features: *id001
 ---
 
-# Complete character collection and professional outfit plan
-
-**Planned total: 840 identities, 12,140 images.** The expression/special collection contains 7,500 planned images. A further **464 adult humans × 10 professional outfits = 4,640 sprites** reuse those identities and their neutral references; they do not add new personality IDs. See [all 100 jobs and the exact outfit allocation](JOB_OUTFITS.md). Job sprites uploaded so far: **16/4,640**. The `jobs` streaming configuration becomes available when its first TAR is uploaded.
-
-The [teen/child detector recheck](SAFETY_RECHECK.md) reports actual image checksums, both LAION classifier scores, operational thresholds and any replacements. Intended ages, professions and demographic attributes describe prompting, not inferred real-world classifications.
-
-# Vivarium warm-painted greenscreen people and special characters
-
-**Combined uploaded snapshot: 4,510/7,500 images.** The collection comprises an original 500-person series, an extension of 240 adult people with the same ten emotions, and 100 fantasy / science-fiction specials with one neutral portrait each. All images are 832×1,248, in the selected Ghibli-inspired warm-painted style, with solid greenscreen backgrounds. The original collection has 4,510/5,000 images uploaded; the extension has 0/2,500.
-
-See the detailed [extension allocation and 25-class special taxonomy](EXTENSIONS.md), including all 100 variants, exact prompt plans, CSVs, inference examples and measured progress. The base model is [FLUX.2-klein-base-9B](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9B); the [rank-64 character LoRA](https://huggingface.co/laion/FLUX.2-klein-base-9B-vivarium-loras) is linked with examples and inference instructions. Native generation uses **50 steps, real CFG 4 and BF16**.
-
-Named streaming configurations separate the original `base`, additional `humans_extra`, and `specials` families as their TARs become available. `default` reads all currently uploaded families. Demographic labels are intended prompt attributes; special creatures are not assigned human ethnicities. Use identity IDs for train/evaluation splitting.
-
-
 # Complete character collection and professional outfit plan
 
 **Planned total: 840 identities, 12,140 images.** The expression/special collection contains 7,500 planned images. A further **464 adult humans × 10 professional outfits = 4,640 sprites** reuse those identities and their neutral references; they do not add new personality IDs. See [all 100 jobs and the exact outfit allocation](JOB_OUTFITS.md). Job sprites uploaded so far: **16/4,640**. The `jobs` streaming configuration becomes available when its first TAR is uploaded.
@@ -515,7 +406,7 @@ Named streaming configurations separate the original `base`, additional `humans_
 The [teen/child detector recheck](SAFETY_RECHECK.md) reports actual image checksums, both LAION classifier scores, operational thresholds and any replacements. Intended ages, professions and demographic attributes describe prompting, not inferred real-world classifications.
 
 
-# Original 500-person collection
+# Vivarium warm-painted greenscreen characters
 
 **500 fictional people ×10 natural facial expressions =5,000 portrait images**, each832×1,248 pixels. The selected aesthetic is the **ghibli-warm-painted** direction: restrained facial proportions, delicate drawn lines, warm painted shading and a solid chroma-green backdrop. Generation uses the **undistilled9B base**, the **rank64 character LoRA**, **50 steps**, real **CFG4**, and **BF16**, with no quantization or distilled checkpoint.
 
@@ -622,7 +513,7 @@ image, metadata, prompt = sample["png"], sample["json"], sample["txt"]
 print(metadata["personality_id"], metadata["emotion"], image.size)
 ```
 
-The `base` configuration selects only `data/*.tar`; the default also includes available extension TAR families. JSON indexes are excluded from training examples. An alternate standard-library TAR/HTTP reader avoids extracting image files:
+The card config selects only `data/*.tar` so index files are not mistaken for training examples. An alternate standard-library TAR/HTTP reader avoids extracting image files:
 
 ```bash
 python tools/read_webdataset.py pilot-person-0253.tar \

SAFETY_RECHECK.md

@@ -1,6 +1,6 @@
 # Teen and child classifier recheck
 
-Requested dataset scope: **276 identities × 10 expressions = 2,760 images**, covering babies, preschoolers, both school-age groups and both teen groups, including 18-year-olds in the older-teen category. **Six previously published child/teen model-gallery examples** are checked separately; their scores and any replacement commit are in the gallery reports. The published snapshot has checked **2,760 current dataset images**; **1,182 pass the operational criteria** and **1,578 require further processing**. This is an ongoing snapshot unless the linked completion report explicitly says complete.
+Requested dataset scope: **276 identities × 10 expressions = 2,760 images**, covering babies, preschoolers, both school-age groups and both teen groups, including 18-year-olds in the older-teen category. **Six previously published child/teen model-gallery examples** are checked separately; their scores and any replacement commit are in the gallery reports. The published snapshot has checked **2,760 current dataset images**; **1,192 pass the operational criteria** and **1,568 require further processing**. This is an ongoing snapshot unless the linked completion report explicitly says complete.
 
 The exact [policy](metadata/minor-safety/policy.json), [detector provenance](metadata/minor-safety/detector-provenance.json), [per-image scores](metadata/minor-safety/scores.jsonl) and [current validation](metadata/minor-safety/current-validation.json) are checksum-specific. They identify the actual PNG bytes, not only filenames. Already-public TAR contents are matched to their remote SHA256 and byte size before scoring the identical local images.
 

metadata/inference-records.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5c2d8527a04b9407e5fee871c242fc1e8792cdd087ef52fbd8c621f690e57858
-size 18376151
+oid sha256:3003657eebafeec1ef0a85f66db2c2c9812c927408cbe2890402b82f9fc9f73d
+size 18388504

metadata/integrity-validation.json

@@ -1,11 +1,11 @@
 {
   "status": "passed",
   "scope": "closed-shard snapshot",
-  "utc": "2026-10-06T21:01:36.248326+00:00",
-  "images_verified": 3900,
-  "persons_verified": 390,
-  "shards_verified": 201,
-  "bytes_verified": 4331151360,
+  "utc": "2026-10-06T23:15:11.314413+00:00",
+  "images_verified": 5000,
+  "persons_verified": 500,
+  "shards_verified": 257,
+  "bytes_verified": 5554780160,
   "checks": [
     "TAR SHA256 and byte size",
     "three adjacent unique members per sample",

metadata/minor-safety/current-validation.json

@@ -1,10 +1,10 @@
 {
   "status": "checking",
-  "utc": "2026-10-06T23:03:29.360946+00:00",
+  "utc": "2026-10-06T23:15:51.026726+00:00",
   "expected_images": 2760,
   "current_images_checked": 2760,
-  "current_images_passed": 1182,
-  "current_images_flagged": 1578,
+  "current_images_passed": 1192,
+  "current_images_flagged": 1568,
   "expected_profiles": 276,
   "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d",
   "expected_public_model_examples": 6,

metadata/minor-safety/flagged.json

@@ -30703,386 +30703,6 @@
     "source_was_uploaded": true,
     "remote_revision_checked": "ed0f9eae7e43ec1284b3d8ef326d71e123b36335"
   },
-  {
-    "id": "person-0012-neutral",
-    "personality_id": "person-0012",
-    "age_group": "baby",
-    "emotion": "neutral",
-    "image_sha256": "f83e41bb5834257178bba221e7d88d37fdb639cf922b28c412a173b4f1dfce09",
-    "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d",
-    "decision": "elevated",
-    "max_score": 0.12123696506023407,
-    "views": {
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-        "efficientnet_nsfw": 0.12123696506023407,
-        "efficientnet_classes": {
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-          "neutral": 0.2528371512889862,
-          "porn": 0.024426061660051346,
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-      "foreground": {
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-        "efficientnet_classes": {
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-    "utc": "2026-10-06T21:34:02.222352+00:00",
-    "shard": "train-g4-00015.tar",
-    "source_was_uploaded": true,
-    "remote_revision_checked": "ed0f9eae7e43ec1284b3d8ef326d71e123b36335"
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-    "id": "person-0012-joyful",
-    "personality_id": "person-0012",
-    "age_group": "baby",
-    "emotion": "joyful",
-    "image_sha256": "eae1556f102b13cd4aab756dc8e58ebd91bc64f75e9f59b98c7a7e987aa6e8f8",
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-    "decision": "elevated",
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-        "efficientnet_classes": {
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-    "personality_id": "person-0012",
-    "age_group": "baby",
-    "emotion": "grateful",
-    "image_sha256": "b77128f6ecde564635bebb1b65dfd38bde41d3869d520adeda3db95c42f19b29",
-    "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d",
-    "decision": "elevated",
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-    "id": "person-0012-playful",
-    "personality_id": "person-0012",
-    "age_group": "baby",
-    "emotion": "playful",
-    "image_sha256": "6b8f3bf5b9eefe4b13189bfd8ed9ccbc173d66cff5f8e727c26f5e83a13d52a1",
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-    "decision": "elevated",
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-    "personality_id": "person-0012",
-    "age_group": "baby",
-    "emotion": "angry",
-    "image_sha256": "a86ce78ad77d5c6adf9a72708d5dac4d7ff5c4e0858516d33df1ae3ef80ad793",
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-    "age_group": "baby",
-    "emotion": "afraid",
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-    },
-    "utc": "2026-10-06T21:34:02.222464+00:00",
-    "shard": "train-g4-00015.tar",
-    "source_was_uploaded": true,
-    "remote_revision_checked": "ed0f9eae7e43ec1284b3d8ef326d71e123b36335"
-  },
-  {
-    "id": "person-0012-annoyed",
-    "personality_id": "person-0012",
-    "age_group": "baby",
-    "emotion": "annoyed",
-    "image_sha256": "a7f396c4d03ad3f59213cf37e6b68380b6225710e5fc4b75f410e40d8d4fe6e8",
-    "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d",
-    "decision": "elevated",
-    "max_score": 0.12155972421169281,
-    "views": {
-      "original": {
-        "clip_nsfw": 0.001178138772957027,
-        "efficientnet_nsfw": 0.10634100437164307,
-        "efficientnet_classes": {
-          "drawing": 0.6802681088447571,
-          "hentai": 0.0660104751586914,
-          "neutral": 0.21339085698127747,
-          "porn": 0.023238221183419228,
-          "sexy": 0.017092308029532433
-        }
-      },
-      "foreground": {
-        "clip_nsfw": 0.004234760999679565,
-        "efficientnet_nsfw": 0.12155972421169281,
-        "efficientnet_classes": {
-          "drawing": 0.5598650574684143,
-          "hentai": 0.0832454189658165,
-          "neutral": 0.3185752332210541,
-          "porn": 0.0208003930747509,
-          "sexy": 0.017513912171125412
-        }
-      }
-    },
-    "utc": "2026-10-06T21:34:02.222047+00:00",
-    "shard": "train-g4-00015.tar",
-    "source_was_uploaded": true,
-    "remote_revision_checked": "ed0f9eae7e43ec1284b3d8ef326d71e123b36335"
-  },
-  {
-    "id": "person-0012-pain",
-    "personality_id": "person-0012",
-    "age_group": "baby",
-    "emotion": "pain",
-    "image_sha256": "f2dedaffd56e61f1448d22db8312c05d3b97d6d81a7045af100cebf92e51d459",
-    "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d",
-    "decision": "elevated",
-    "max_score": 0.12710240483283997,
-    "views": {
-      "original": {
-        "clip_nsfw": 0.003118937835097313,
-        "efficientnet_nsfw": 0.1017051413655281,
-        "efficientnet_classes": {
-          "drawing": 0.6921313405036926,
-          "hentai": 0.06216994673013687,
-          "neutral": 0.2061636596918106,
-          "porn": 0.021565809845924377,
-          "sexy": 0.01796938292682171
-        }
-      },
-      "foreground": {
-        "clip_nsfw": 0.009032251313328743,
-        "efficientnet_nsfw": 0.12710240483283997,
-        "efficientnet_classes": {
-          "drawing": 0.5245391726493835,
-          "hentai": 0.08975252509117126,
-          "neutral": 0.3483583331108093,
-          "porn": 0.01897277869284153,
-          "sexy": 0.01837710477411747
-        }
-      }
-    },
-    "utc": "2026-10-06T21:34:02.222390+00:00",
-    "shard": "train-g4-00015.tar",
-    "source_was_uploaded": true,
-    "remote_revision_checked": "ed0f9eae7e43ec1284b3d8ef326d71e123b36335"
-  },
-  {
-    "id": "person-0012-disgust",
-    "personality_id": "person-0012",
-    "age_group": "baby",
-    "emotion": "disgust",
-    "image_sha256": "ceb6ad4fec4b4291204dbd87f6c85d55bf9510541bd58681a6b1cae166be0f53",
-    "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d",
-    "decision": "elevated",
-    "max_score": 0.12384119629859924,
-    "views": {
-      "original": {
-        "clip_nsfw": 0.001675848034210503,
-        "efficientnet_nsfw": 0.11798515915870667,
-        "efficientnet_classes": {
-          "drawing": 0.6607544422149658,
-          "hentai": 0.07626042515039444,
-          "neutral": 0.22126048803329468,
-          "porn": 0.022467482835054398,
-          "sexy": 0.01925724744796753
-        }
-      },
-      "foreground": {
-        "clip_nsfw": 0.0010447531240060925,
-        "efficientnet_nsfw": 0.12384119629859924,
-        "efficientnet_classes": {
-          "drawing": 0.4624791741371155,
-          "hentai": 0.08198060095310211,
-          "neutral": 0.41367965936660767,
-          "porn": 0.021341925486922264,
-          "sexy": 0.020518669858574867
-        }
-      }
-    },
-    "utc": "2026-10-06T21:34:02.222202+00:00",
-    "shard": "train-g4-00015.tar",
-    "source_was_uploaded": true,
-    "remote_revision_checked": "ed0f9eae7e43ec1284b3d8ef326d71e123b36335"
-  },
   {
     "id": "person-0077-disgust",
     "personality_id": "person-0077",

metadata/minor-safety/progress.json

@@ -1,10 +1,10 @@
 {
   "status": "checking",
-  "utc": "2026-10-06T23:03:29.360946+00:00",
+  "utc": "2026-10-06T23:15:51.026726+00:00",
   "expected_images": 2760,
   "current_images_checked": 2760,
-  "current_images_passed": 1182,
-  "current_images_flagged": 1578,
+  "current_images_passed": 1192,
+  "current_images_flagged": 1568,
   "expected_profiles": 276,
   "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d",
   "expected_public_model_examples": 6,
@@ -15,10 +15,10 @@
     "Exact PNG SHA256",
     "Uploaded TAR SHA256/size identity"
   ],
-  "scored_image_versions": 2866,
+  "scored_image_versions": 2876,
   "decision_counts": {
-    "pass": 1182,
-    "elevated": 1578
+    "pass": 1192,
+    "elevated": 1568
   },
   "current_max_score": 0.45904630422592163
 }

metadata/minor-safety/public-reference-index-validation.json

@@ -0,0 +1,22 @@
+{
+  "status": "passed",
+  "anonymous": true,
+  "revision": "299474cb56d00dc33298257814b92d87cabd7615",
+  "range_index_checks": [
+    {
+      "id": "person-0001-neutral",
+      "image_sha256": "d79fdd3a189e2f634cbb9321d0aefea99c660c7cecf88d6a2a9fa8d2a06806a7",
+      "png_decoded": true
+    },
+    {
+      "id": "person-0033-neutral",
+      "image_sha256": "4e746aa46ed7167de1f13a1347df708b08911d354c1c291496e187415fb2ec83",
+      "png_decoded": true
+    },
+    {
+      "id": "person-0281-neutral",
+      "image_sha256": "3815c7c15a765a1d376dc2141f488a4f6d7789b54cdf1cfa1926378d630c07a1",
+      "png_decoded": true
+    }
+  ]
+}

metadata/minor-safety/public-stream-filter.json

@@ -1,10 +1,10 @@
 {
   "status": "active_while_repairing",
-  "utc": "2026-10-06T23:03:39.617040+00:00",
-  "included_shards": 89,
-  "included_base_images": 1700,
-  "withheld_shards": 143,
-  "withheld_base_images": 2810,
+  "utc": "2026-10-06T23:15:53.991519+00:00",
+  "included_shards": 90,
+  "included_base_images": 1720,
+  "withheld_shards": 142,
+  "withheld_base_images": 2790,
   "included": [
     {
       "name": "pilot-person-0120.tar",
@@ -261,6 +261,11 @@
       "count": 20,
       "sha256": "42bd0a8c13785b11c09cf3e26cd0b58336457f229f5bcb6ca5b05e564e399a54"
     },
+    {
+      "name": "train-g4-00015.tar",
+      "count": 20,
+      "sha256": "def1f39a3d35dc6715eecbd67304c4ee6b7dd3fab4fbac629ee401103ec06e87"
+    },
     {
       "name": "train-g4-00019.tar",
       "count": 20,

metadata/minor-safety/regeneration-variant-validation.json

@@ -1,11 +1,11 @@
 {
   "status": "passed",
-  "utc": "2026-10-06T23:01:07.919609+00:00",
+  "utc": "2026-10-06T23:08:58.496882+00:00",
   "prompts_checked": 11040,
   "maximum_tokens": 231,
   "limit": 256,
   "variants": 4,
   "unchanged_threshold": 0.1,
   "unchanged_style": "ghibli-warm-painted",
-  "recipe_script_sha256": "936f6a817ea8a5bd0e7a255b14ada26f43d807f06abec2c24260ea93a30efce5"
+  "recipe_script_sha256": "c686ad20a414ee951551234d7b107bc76b3bd8cef6b4ac59f31fa0797e1c4b7f"
 }

metadata/minor-safety/repair-quality-gate-passed.json

@@ -1,10 +1,11 @@
 {
   "status": "passed",
-  "utc": "2026-10-06T22:59:35.883949+00:00",
+  "utc": "2026-10-06T23:08:48.583923+00:00",
   "scope": "Initial repair style/identity pilot; subsequent representative review continues",
   "actually_reviewed_profiles": [
     "person-0001",
     "person-0004",
+    "person-0012",
     "person-0033",
     "person-0049",
     "person-0074",
@@ -16,7 +17,7 @@
     "person-0217",
     "person-0272"
   ],
-  "actually_reviewed_images": 120,
+  "actually_reviewed_images": 130,
   "image_sha256": {
     "person-0001-neutral": "d79fdd3a189e2f634cbb9321d0aefea99c660c7cecf88d6a2a9fa8d2a06806a7",
     "person-0001-joyful": "aac9def1b7b3815161dab2f5611dbd68345cb1c7c59c17e13027b01d697b32db",
@@ -137,14 +138,24 @@
     "person-0272-sad": "d7c71f5d8430aee3d07072be4b7ca6cd2b5dbde9ce2bc9a3c35aa50d5a0c98c8",
     "person-0272-annoyed": "86ef9deb5b3133437dcb5c1c6cd9e5689bbaa11c5e386bad2c90de68b1d04cc2",
     "person-0272-pain": "22e1a0bc83048a1241ed6bea30dca4d54ace43415ca687799505eb3fd1e705d0",
-    "person-0272-disgust": "f755819945803b4eb022a71dd9cecb1735e4ff3a7ff245506e3d72663bfbff51"
+    "person-0272-disgust": "f755819945803b4eb022a71dd9cecb1735e4ff3a7ff245506e3d72663bfbff51",
+    "person-0012-neutral": "635af775faa52ad6ae81b59ab929e67940c2ea301bbca8c56d5c16e5ba29fe8c",
+    "person-0012-joyful": "e782cd7eb91e0bad0630e590a58eacc50e946be84c97e8bacc8f0a97089e1772",
+    "person-0012-grateful": "53a07481daca6ff74f64c768cab99749320b0c61d8e819f6fdecc8c8fc530ef3",
+    "person-0012-playful": "df14e68537e22443e751d0b38797add296d82d181eec201213710d844a6ed15d",
+    "person-0012-angry": "8ccf1d5a3db22a5f4dab573dfe82f093ad1a41af18a8c9f33c45a2ffb562727f",
+    "person-0012-afraid": "c20d14398da87e92d53d107937724c39af7df6e78ce8795741ff9a2474282dae",
+    "person-0012-sad": "e7b2887088b1e276a93504d7765b0171c983643b9cb61ff1c283670b194352e0",
+    "person-0012-annoyed": "0b4e371f9ad86d32ebe03c7d71f508385d8bf5d682e1cb8a675eb90870f2b867",
+    "person-0012-pain": "8b45f57375ecd122256de8b7e5e2dbb220b30df43ed1f7e243d6bdefd6d2accf",
+    "person-0012-disgust": "46eadb65dc04430fd170e0c6c4fbb2589270411b9e03c90c11c41b23882605ee"
   },
   "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d",
   "criteria": [
     "Both classifiers and both views below0.10 for every exact PNG",
-    "Twelve full groups visually inspected",
     "SFW covering outfits",
     "Reference-expression identity and outfit consistency",
-    "Requested warm painted direction retained"
+    "Requested warm painted direction retained",
+    "13 full groups visually inspected"
   ]
 }

metadata/minor-safety/replacement-audit.json

@@ -939,5 +939,54 @@
       "person-0020-disgust"
     ],
     "retained_image_ids": []
+  },
+  {
+    "status": "prepared",
+    "personality_id": "person-0012",
+    "utc": "2026-10-06T23:07:28.910758+00:00",
+    "shard": "train-g4-00015.tar",
+    "bytes": 24360960,
+    "old_shard_sha256": "e7b6b7471a9f9aba578c5366c75917de2bb6bd72f3063c23a8a56c9265c95f26",
+    "new_shard_sha256": "def1f39a3d35dc6715eecbd67304c4ee6b7dd3fab4fbac629ee401103ec06e87",
+    "old_image_sha256": {
+      "person-0012-neutral": "f83e41bb5834257178bba221e7d88d37fdb639cf922b28c412a173b4f1dfce09",
+      "person-0012-joyful": "eae1556f102b13cd4aab756dc8e58ebd91bc64f75e9f59b98c7a7e987aa6e8f8",
+      "person-0012-grateful": "b77128f6ecde564635bebb1b65dfd38bde41d3869d520adeda3db95c42f19b29",
+      "person-0012-playful": "6b8f3bf5b9eefe4b13189bfd8ed9ccbc173d66cff5f8e727c26f5e83a13d52a1",
+      "person-0012-angry": "a86ce78ad77d5c6adf9a72708d5dac4d7ff5c4e0858516d33df1ae3ef80ad793",
+      "person-0012-afraid": "852bd6eb469be434460d771079e3c22fa0d9d5070ad8b418a513c274f657c651",
+      "person-0012-sad": "41deca63641535480a5c9a16aa147bfc9956f3a2dc81aca1145a1fae095daa5f",
+      "person-0012-annoyed": "a7f396c4d03ad3f59213cf37e6b68380b6225710e5fc4b75f410e40d8d4fe6e8",
+      "person-0012-pain": "f2dedaffd56e61f1448d22db8312c05d3b97d6d81a7045af100cebf92e51d459",
+      "person-0012-disgust": "ceb6ad4fec4b4291204dbd87f6c85d55bf9510541bd58681a6b1cae166be0f53"
+    },
+    "new_image_sha256": {
+      "person-0012-neutral": "635af775faa52ad6ae81b59ab929e67940c2ea301bbca8c56d5c16e5ba29fe8c",
+      "person-0012-joyful": "e782cd7eb91e0bad0630e590a58eacc50e946be84c97e8bacc8f0a97089e1772",
+      "person-0012-grateful": "53a07481daca6ff74f64c768cab99749320b0c61d8e819f6fdecc8c8fc530ef3",
+      "person-0012-playful": "df14e68537e22443e751d0b38797add296d82d181eec201213710d844a6ed15d",
+      "person-0012-angry": "8ccf1d5a3db22a5f4dab573dfe82f093ad1a41af18a8c9f33c45a2ffb562727f",
+      "person-0012-afraid": "c20d14398da87e92d53d107937724c39af7df6e78ce8795741ff9a2474282dae",
+      "person-0012-sad": "e7b2887088b1e276a93504d7765b0171c983643b9cb61ff1c283670b194352e0",
+      "person-0012-annoyed": "0b4e371f9ad86d32ebe03c7d71f508385d8bf5d682e1cb8a675eb90870f2b867",
+      "person-0012-pain": "8b45f57375ecd122256de8b7e5e2dbb220b30df43ed1f7e243d6bdefd6d2accf",
+      "person-0012-disgust": "46eadb65dc04430fd170e0c6c4fbb2589270411b9e03c90c11c41b23882605ee"
+    },
+    "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d",
+    "all10_candidates_passed": true,
+    "unchanged_other_members": true,
+    "regenerated_image_ids": [
+      "person-0012-neutral",
+      "person-0012-joyful",
+      "person-0012-grateful",
+      "person-0012-playful",
+      "person-0012-angry",
+      "person-0012-afraid",
+      "person-0012-sad",
+      "person-0012-annoyed",
+      "person-0012-pain",
+      "person-0012-disgust"
+    ],
+    "retained_image_ids": []
   }
 ]

metadata/minor-safety/replacement-remote-snapshot.json

@@ -0,0 +1,10 @@
+{
+  "status": "passed",
+  "scope": "uploaded-shard snapshot during safety replacement",
+  "utc": "2026-10-06T23:03:59.924767+00:00",
+  "anonymous": true,
+  "revision": "299474cb56d00dc33298257814b92d87cabd7615",
+  "uploaded_shards_verified": 232,
+  "uploaded_images_verified": 4510,
+  "checksum_approved_stream_images": 1700
+}

metadata/minor-safety/scores.jsonl

@@ -1318,16 +1318,16 @@
 {"id": "person-0264-annoyed", "personality_id": "person-0264", "age_group": "older_teen", "emotion": "annoyed", "image_sha256": "51f26c8574acc5aabc4e04f078f4abc3da17595420e91473cb759974b4cbb4d7", "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d", "decision": "elevated", "max_score": 0.12165600061416626, "views": {"original": {"clip_nsfw": 0.0021248911507427692, "efficientnet_nsfw": 0.07109013199806213, "efficientnet_classes": {"drawing": 0.8803197145462036, "hentai": 0.03592798113822937, "neutral": 0.04859014227986336, "porn": 0.016468944028019905, "sexy": 0.01869320496916771}}, "foreground": {"clip_nsfw": 0.0008054631762206554, "efficientnet_nsfw": 0.12165600061416626, "efficientnet_classes": {"drawing": 0.7508211135864258, "hentai": 0.07663444429636002, "neutral": 0.12752290070056915, "porn": 0.020574336871504784, "sexy": 0.024447215721011162}}}, "utc": "2026-10-06T21:39:39.059123+00:00", "shard": "train-g2-00015.tar", "source_was_uploaded": true, "remote_revision_checked": "ed0f9eae7e43ec1284b3d8ef326d71e123b36335"}
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+{"views": {"original": {"clip_nsfw": 0.002119647106155753, "efficientnet_nsfw": 0.09632354229688644, "efficientnet_classes": {"drawing": 0.6181982755661011, "hentai": 0.06390062719583511, "neutral": 0.2854782044887543, "porn": 0.017145216464996338, "sexy": 0.015277701430022717}}, "foreground": {"clip_nsfw": 0.0057517606765031815, "efficientnet_nsfw": 0.08927706629037857, "efficientnet_classes": {"drawing": 0.6052533388137817, "hentai": 0.05384531989693642, "neutral": 0.30546948313713074, "porn": 0.017428381368517876, "sexy": 0.018003366887569427}}}, "max_score": 0.09632354229688644, "attempt": 1, "recipe_variant": 0, "utc": "2026-10-06T23:07:29.000165+00:00", "id": "person-0012-pain", "passed": true, "generation_seconds": 39.87668045796454, "screening_seconds": 0.266178360208869, "positive_text_encoding_seconds": 0.03999219974502921, "image_sha256": "8b45f57375ecd122256de8b7e5e2dbb220b30df43ed1f7e243d6bdefd6d2accf", "personality_id": "person-0012", "age_group": "baby", "emotion": "pain", "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d", "decision": "pass", "shard": "train-g4-00015.tar", "source_was_uploaded": false, "remote_revision_checked": null}
+{"views": {"original": {"clip_nsfw": 0.00126946612726897, "efficientnet_nsfw": 0.0932043045759201, "efficientnet_classes": {"drawing": 0.5053337812423706, "hentai": 0.05507757514715195, "neutral": 0.4014618992805481, "porn": 0.022492505609989166, "sexy": 0.01563422381877899}}, "foreground": {"clip_nsfw": 0.004543921444565058, "efficientnet_nsfw": 0.0880642831325531, "efficientnet_classes": {"drawing": 0.4167022705078125, "hentai": 0.051068395376205444, "neutral": 0.4952333867549896, "porn": 0.01872067339718342, "sexy": 0.018275214359164238}}}, "max_score": 0.0932043045759201, "attempt": 3, "recipe_variant": 0, "utc": "2026-10-06T23:07:29.000192+00:00", "id": "person-0012-disgust", "passed": true, "generation_seconds": 39.96954056387767, "screening_seconds": 0.2507655336521566, "positive_text_encoding_seconds": 0.040364162996411324, "image_sha256": "46eadb65dc04430fd170e0c6c4fbb2589270411b9e03c90c11c41b23882605ee", "personality_id": "person-0012", "age_group": "baby", "emotion": "disgust", "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d", "decision": "pass", "shard": "train-g4-00015.tar", "source_was_uploaded": false, "remote_revision_checked": null}
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 {"views": {"original": {"clip_nsfw": 0.0012389176990836859, "efficientnet_nsfw": 0.08899017423391342, "efficientnet_classes": {"drawing": 0.7115240097045898, "hentai": 0.05258564278483391, "neutral": 0.19948577880859375, "porn": 0.01828150823712349, "sexy": 0.018123025074601173}}, "foreground": {"clip_nsfw": 0.0028075927402824163, "efficientnet_nsfw": 0.09018722176551819, "efficientnet_classes": {"drawing": 0.6932469010353088, "hentai": 0.055323753505945206, "neutral": 0.2165658324956894, "porn": 0.01665819250047207, "sexy": 0.018205277621746063}}}, "max_score": 0.09018722176551819, "attempt": 1, "utc": "2026-10-06T22:35:37.125083+00:00", "id": "person-0033-grateful", "passed": true, "generation_seconds": 39.932609224226326, "screening_seconds": 0.2419542190618813, "positive_text_encoding_seconds": 0.040975673124194145, "image_sha256": "503b11e09330e4f043194523751eeea4c61be834b7137bc3354a66ce4e351291", "personality_id": "person-0033", "age_group": "baby", "emotion": "grateful", "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d", "decision": "pass", "shard": "train-g1-00015.tar", "source_was_uploaded": false, "remote_revision_checked": null}

metadata/performance.json

@@ -1,11 +1,11 @@
 {
   "hardware": "8 × NVIDIA A100-SXM4-80GB",
   "batch_size_per_gpu": 1,
-  "steady_samples": 4851,
-  "mean_seconds": 39.40395054982031,
-  "median_seconds": 39.90199976274744,
-  "neutral_mean_seconds": 31.686695413299006,
-  "reference_edit_mean_seconds": 40.2533784035198,
+  "steady_samples": 4841,
+  "mean_seconds": 39.404648022434145,
+  "median_seconds": 39.90199594106525,
+  "neutral_mean_seconds": 31.687012287583396,
+  "reference_edit_mean_seconds": 40.25410116454108,
   "timings_include": "50 denoising steps with real CFG4, reference VAE encode when applicable, VAE decode; CUDA synchronized",
   "timings_exclude": "Positive prompt preencoding, model loading, compile warmup, PNG/TAR writes and upload",
   "pilot_excluded": "Pilot GPU7 was shared with background production and used CPU offload; it is not a dedicated-GPU benchmark"

metadata/person-plan.json

@@ -1144,92 +1144,96 @@
     "build": "a natural age-appropriate build",
     "outfit_id": "outfit-01",
     "outfit_style": "baby_sporty",
-    "outfit": "a royal blue long-sleeved sweatshirt, loose cotton trousers and soft socks",
-    "seed": 610921023,
+    "outfit": "an opaque fully covering outfit consisting of a royal blue long-sleeved sweatshirt, loose cotton trousers and soft socks",
+    "seed": 2391225380,
     "default_emotion": "neutral",
-    "description": "one fictional 15-month-old baby boy, Southeast Asian heritage, light golden brown skin, soft sparse chestnut baby hair, a natural age-appropriate build, wearing a royal blue long-sleeved sweatshirt, loose cotton trousers and soft socks, fully clothed and age-appropriate. natural infant proportions, a softly rounded face and gentle proportionate eyes",
+    "description": "one fictional 15-month-old baby boy, Southeast Asian heritage, light golden brown skin, soft sparse chestnut baby hair, a natural age-appropriate build, wearing an opaque fully covering outfit consisting of a royal blue long-sleeved sweatshirt, loose cotton trousers and soft socks, fully clothed and age-appropriate. natural infant proportions, a softly rounded face and gentle proportionate eyes",
+    "safety_regeneration_attempt": 1,
+    "safety_regeneration_policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d",
     "expressions": [
       {
         "id": "person-0012-neutral",
         "emotion": "neutral",
-        "prompt": "vvar_char, one fictional character, one fictional 15-month-old baby boy, Southeast Asian heritage, light golden brown skin, soft sparse chestnut baby hair, a natural age-appropriate build, wearing a royal blue long-sleeved sweatshirt, loose cotton trousers and soft socks, fully clothed and age-appropriate. natural infant proportions, a softly rounded face and gentle proportionate eyes. A relaxed neutral expression with a slight friendly smile, facing the viewer. Sitting upright in a safe natural infant posture, entire clothed body inside the frame with a margin around the silhouette. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Perfectly uniform solid bright chroma green background, no scenery, no props, no shadow or gradient. Clothing contains no green or teal. No text, no logo, no watermark.",
-        "negative_prompt": "extra people, changed clothing, different hairstyle, exaggerated expression, text, logo, watermark, background scenery",
-        "seed": 610921023,
+        "prompt": "vvar_char, one fictional one fictional 15-month-old baby boy, Southeast Asian heritage, light golden brown skin, soft sparse chestnut baby hair, a natural age-appropriate build, wearing an opaque fully covering outfit consisting of a royal blue long-sleeved sweatshirt, loose cotton trousers and soft socks, fully clothed and age-appropriate. natural infant proportions, a softly rounded face and gentle proportionate eyes. Sitting upright, entire clothed body visible. Relaxed neutral expression with a slight friendly smile. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Family-friendly picture-book portrait. Opaque clothing covers shoulders, torso and legs. Only face and hands show skin. Uniform bright chroma green background. No scenery or text.",
+        "negative_prompt": "nudity, naked, underwear, revealing clothing, exposed chest, exposed abdomen, exposed thighs, suggestive pose, sexualized, erotic, extra people, changed hairstyle, text, logo, watermark, scenery, exaggerated expression",
+        "seed": 2391225380,
         "reference_id": ""
       },
       {
         "id": "person-0012-joyful",
         "emotion": "joyful",
-        "prompt": "vvar_char, edit the reference portrait. Make this exact same fictional 15-month-old baby show natural joy: an open smiling mouth, raised cheeks and bright happy eyes. Change the mouth, eyebrows and eyelids so this mild natural emotion is clearly visible. Preserve exact identity, face shape, skin tone, hair, clothing, pose and framing. Keep the original light golden brown skin tone exactly, with identical exposure and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Fully clothed, age-appropriate. Perfectly uniform solid bright chroma green background. No scenery, no text, no logo, no watermark.",
-        "negative_prompt": "extra people, changed clothing, different hairstyle, text, logo, watermark, background scenery",
-        "seed": 610921023,
+        "prompt": "vvar_char, a gentle expression study of this exact same reference character: natural joyful happiness, a broad relaxed closed-mouth smile and bright happy eyes. Change only eyebrows, eyelids and mouth. Preserve exact face shape, light golden brown skin, hair, outfit, pose and framing. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Fully clothed age-appropriate character. Uniform bright chroma green background, no scenery or text.",
+        "negative_prompt": "nudity, naked, underwear, revealing clothing, exposed chest, exposed abdomen, exposed thighs, suggestive pose, sexualized, erotic, extra people, changed hairstyle, text, logo, watermark, scenery",
+        "seed": 3827460963,
         "reference_id": "person-0012-neutral"
       },
       {
         "id": "person-0012-grateful",
         "emotion": "grateful",
-        "prompt": "vvar_char, edit the reference portrait. Make this exact same fictional 15-month-old baby show warm gratitude: a gentle closed-mouth appreciative smile and softly relaxed eyelids. Change the mouth, eyebrows and eyelids so this mild natural emotion is clearly visible. Preserve exact identity, face shape, skin tone, hair, clothing, pose and framing. Keep the original light golden brown skin tone exactly, with identical exposure and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Fully clothed, age-appropriate. Perfectly uniform solid bright chroma green background. No scenery, no text, no logo, no watermark.",
-        "negative_prompt": "extra people, changed clothing, different hairstyle, text, logo, watermark, background scenery",
-        "seed": 610921023,
+        "prompt": "vvar_char, edit the reference portrait. This exact same person shows warm gratitude: a gentle closed-mouth appreciative smile and softly relaxed eyelids. Preserve face, light golden brown skin tone, hair, outfit, pose, framing and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Family-friendly picture-book portrait. Entire body remains fully covered by opaque clothing except face and hands. Uniform bright chroma green background. No scenery or text.",
+        "negative_prompt": "nudity, naked, underwear, revealing clothing, exposed chest, exposed abdomen, exposed thighs, suggestive pose, sexualized, erotic, extra people, changed hairstyle, text, logo, watermark, scenery",
+        "seed": 1818391757,
         "reference_id": "person-0012-neutral"
       },
       {
         "id": "person-0012-playful",
         "emotion": "playful",
-        "prompt": "vvar_char, edit the reference portrait. Make this exact same fictional 15-month-old baby show gentle playfulness: a small lopsided mischievous grin and one eyebrow slightly raised. Change the mouth, eyebrows and eyelids so this mild natural emotion is clearly visible. Preserve exact identity, face shape, skin tone, hair, clothing, pose and framing. Keep the original light golden brown skin tone exactly, with identical exposure and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Fully clothed, age-appropriate. Perfectly uniform solid bright chroma green background. No scenery, no text, no logo, no watermark.",
-        "negative_prompt": "extra people, changed clothing, different hairstyle, text, logo, watermark, background scenery",
-        "seed": 610921023,
+        "prompt": "vvar_char, edit the reference portrait. This exact same person shows gentle playfulness: a small lopsided mischievous grin and one eyebrow slightly raised. Preserve face, light golden brown skin tone, hair, outfit, pose, framing and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Family-friendly picture-book portrait. Entire body remains fully covered by opaque clothing except face and hands. Uniform bright chroma green background. No scenery or text.",
+        "negative_prompt": "nudity, naked, underwear, revealing clothing, exposed chest, exposed abdomen, exposed thighs, suggestive pose, sexualized, erotic, extra people, changed hairstyle, text, logo, watermark, scenery",
+        "seed": 929761042,
         "reference_id": "person-0012-neutral"
       },
       {
         "id": "person-0012-angry",
         "emotion": "angry",
-        "prompt": "vvar_char, edit the reference portrait. Make this exact same fictional 15-month-old baby show mild controlled anger: eyebrows drawn inward and lowered, lips firmly pressed together. Change the mouth, eyebrows and eyelids so this mild natural emotion is clearly visible. Preserve exact identity, face shape, skin tone, hair, clothing, pose and framing. Keep the original light golden brown skin tone exactly, with identical exposure and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Fully clothed, age-appropriate. Perfectly uniform solid bright chroma green background. No scenery, no text, no logo, no watermark.",
-        "negative_prompt": "extra people, changed clothing, different hairstyle, text, logo, watermark, background scenery",
-        "seed": 610921023,
+        "prompt": "vvar_char, edit the reference portrait. This exact same person shows mild controlled anger: eyebrows drawn inward and lowered, lips firmly pressed together. Preserve face, light golden brown skin tone, hair, outfit, pose, framing and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Family-friendly picture-book portrait. Entire body remains fully covered by opaque clothing except face and hands. Uniform bright chroma green background. No scenery or text.",
+        "negative_prompt": "nudity, naked, underwear, revealing clothing, exposed chest, exposed abdomen, exposed thighs, suggestive pose, sexualized, erotic, extra people, changed hairstyle, text, logo, watermark, scenery",
+        "seed": 3788157261,
         "reference_id": "person-0012-neutral"
       },
       {
         "id": "person-0012-afraid",
         "emotion": "afraid",
-        "prompt": "vvar_char, edit the reference portrait. Make this exact same fictional 15-month-old baby show mild apprehension: raised inner eyebrows, slightly widened eyes and gently parted lips. Change the mouth, eyebrows and eyelids so this mild natural emotion is clearly visible. Preserve exact identity, face shape, skin tone, hair, clothing, pose and framing. Keep the original light golden brown skin tone exactly, with identical exposure and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Fully clothed, age-appropriate. Perfectly uniform solid bright chroma green background. No scenery, no text, no logo, no watermark.",
-        "negative_prompt": "extra people, changed clothing, different hairstyle, text, logo, watermark, background scenery",
-        "seed": 610921023,
+        "prompt": "vvar_char, edit the reference portrait. This exact same person shows mild apprehension: raised inner eyebrows, slightly widened eyes and gently parted lips. Preserve face, light golden brown skin tone, hair, outfit, pose, framing and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Family-friendly picture-book portrait. Entire body remains fully covered by opaque clothing except face and hands. Uniform bright chroma green background. No scenery or text.",
+        "negative_prompt": "nudity, naked, underwear, revealing clothing, exposed chest, exposed abdomen, exposed thighs, suggestive pose, sexualized, erotic, extra people, changed hairstyle, text, logo, watermark, scenery",
+        "seed": 1348838096,
         "reference_id": "person-0012-neutral"
       },
       {
         "id": "person-0012-sad",
         "emotion": "sad",
-        "prompt": "vvar_char, edit the reference portrait. Make this exact same fictional 15-month-old baby show quiet mild sadness: raised inner eyebrows, softly sad eyes and downturned mouth corners. Change the mouth, eyebrows and eyelids so this mild natural emotion is clearly visible. Preserve exact identity, face shape, skin tone, hair, clothing, pose and framing. Keep the original light golden brown skin tone exactly, with identical exposure and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Fully clothed, age-appropriate. Perfectly uniform solid bright chroma green background. No scenery, no text, no logo, no watermark.",
-        "negative_prompt": "extra people, changed clothing, different hairstyle, text, logo, watermark, background scenery",
-        "seed": 610921023,
+        "prompt": "vvar_char, edit the reference portrait. This exact same person shows quiet mild sadness: raised inner eyebrows, softly sad eyes and downturned mouth corners. Preserve face, light golden brown skin tone, hair, outfit, pose, framing and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Family-friendly picture-book portrait. Entire body remains fully covered by opaque clothing except face and hands. Uniform bright chroma green background. No scenery or text.",
+        "negative_prompt": "nudity, naked, underwear, revealing clothing, exposed chest, exposed abdomen, exposed thighs, suggestive pose, sexualized, erotic, extra people, changed hairstyle, text, logo, watermark, scenery",
+        "seed": 1038303946,
         "reference_id": "person-0012-neutral"
       },
       {
         "id": "person-0012-annoyed",
         "emotion": "annoyed",
-        "prompt": "vvar_char, edit the reference portrait. Make this exact same fictional 15-month-old baby show mild annoyance: partly lowered eyelids, one brow lowered and a faint flat line of the lips. Change the mouth, eyebrows and eyelids so this mild natural emotion is clearly visible. Preserve exact identity, face shape, skin tone, hair, clothing, pose and framing. Keep the original light golden brown skin tone exactly, with identical exposure and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Fully clothed, age-appropriate. Perfectly uniform solid bright chroma green background. No scenery, no text, no logo, no watermark.",
-        "negative_prompt": "extra people, changed clothing, different hairstyle, text, logo, watermark, background scenery",
-        "seed": 610921023,
+        "prompt": "vvar_char, edit the reference portrait. This exact same person shows mild annoyance: partly lowered eyelids, one brow lowered and a faint flat line of the lips. Preserve face, light golden brown skin tone, hair, outfit, pose, framing and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Family-friendly picture-book portrait. Entire body remains fully covered by opaque clothing except face and hands. Uniform bright chroma green background. No scenery or text.",
+        "negative_prompt": "nudity, naked, underwear, revealing clothing, exposed chest, exposed abdomen, exposed thighs, suggestive pose, sexualized, erotic, extra people, changed hairstyle, text, logo, watermark, scenery",
+        "seed": 3861639757,
         "reference_id": "person-0012-neutral"
       },
       {
         "id": "person-0012-pain",
         "emotion": "pain",
-        "prompt": "vvar_char, edit the reference portrait. Make this exact same fictional 15-month-old baby show brief mild discomfort: a slight wince, gently narrowed eyes and compressed lips, with no visible injury. Change the mouth, eyebrows and eyelids so this mild natural emotion is clearly visible. Preserve exact identity, face shape, skin tone, hair, clothing, pose and framing. Keep the original light golden brown skin tone exactly, with identical exposure and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Fully clothed, age-appropriate. Perfectly uniform solid bright chroma green background. No scenery, no text, no logo, no watermark.",
-        "negative_prompt": "extra people, changed clothing, different hairstyle, text, logo, watermark, background scenery",
-        "seed": 610921023,
+        "prompt": "vvar_char, edit the reference portrait. This exact same person shows brief mild discomfort: a slight wince, gently narrowed eyes and compressed lips, with no visible injury. Preserve face, light golden brown skin tone, hair, outfit, pose, framing and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Family-friendly picture-book portrait. Entire body remains fully covered by opaque clothing except face and hands. Uniform bright chroma green background. No scenery or text.",
+        "negative_prompt": "nudity, naked, underwear, revealing clothing, exposed chest, exposed abdomen, exposed thighs, suggestive pose, sexualized, erotic, extra people, changed hairstyle, text, logo, watermark, scenery",
+        "seed": 2329908065,
         "reference_id": "person-0012-neutral"
       },
       {
         "id": "person-0012-disgust",
         "emotion": "disgust",
-        "prompt": "vvar_char, edit the reference portrait. Make this exact same fictional 15-month-old baby show mild distaste: a slight nose wrinkle, subtly raised upper lip and asymmetric downturned mouth. Change the mouth, eyebrows and eyelids so this mild natural emotion is clearly visible. Preserve exact identity, face shape, skin tone, hair, clothing, pose and framing. Keep the original light golden brown skin tone exactly, with identical exposure and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Fully clothed, age-appropriate. Perfectly uniform solid bright chroma green background. No scenery, no text, no logo, no watermark.",
-        "negative_prompt": "extra people, changed clothing, different hairstyle, text, logo, watermark, background scenery",
-        "seed": 610921023,
+        "prompt": "vvar_char, edit the reference portrait. This exact same person shows mild distaste: a slight nose wrinkle, subtly raised upper lip and asymmetric downturned mouth. Preserve face, light golden brown skin tone, hair, outfit, pose, framing and lighting. Studio Ghibli-inspired grounded coming-of-age animation, delicate expressive hand-drawn lines, rich warm watercolor-like painted shading, gentle luminous colors, restrained almond-shaped eyes and proportionate faces. Family-friendly picture-book portrait. Entire body remains fully covered by opaque clothing except face and hands. Uniform bright chroma green background. No scenery or text.",
+        "negative_prompt": "nudity, naked, underwear, revealing clothing, exposed chest, exposed abdomen, exposed thighs, suggestive pose, sexualized, erotic, extra people, changed hairstyle, text, logo, watermark, scenery",
+        "seed": 336923811,
         "reference_id": "person-0012-neutral"
       }
-    ]
+    ],
+    "seed_strategy": "safety-per-emotion-attempt",
+    "safety_reference_strategy": "regenerated-neutral"
   },
   {
     "personality_id": "person-0013",

metadata/persons.csv

@@ -10,7 +10,7 @@ person-0008,person-0008,baby,1,18,male,indian,Indian,medium brown,soft sparse bl
 person-0009,person-0009,baby,1,18,male,white_caucasian,white European-ancestry,light warm,soft sparse blond baby hair,a natural age-appropriate build,outfit-01,baby_sporty,"a royal blue long-sleeved sweatshirt, loose cotton trousers and soft socks",3694046044,neutral,,,,
 person-0010,person-0010,baby,1,21,male,japanese,Japanese,light warm,soft sparse black baby hair,a natural age-appropriate build,outfit-01,baby_everyday,an opaque fully covering outfit consisting of a fully covering ochre cotton romper with long sleeves and soft booties,4031775389,neutral,1,65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d,safety-per-emotion-attempt,regenerated-neutral
 person-0011,person-0011,baby,1,21,male,white_caucasian,white European-ancestry,light olive,soft sparse auburn baby hair,a natural age-appropriate build,outfit-01,baby_everyday,a fully covering ochre cotton romper with long sleeves and soft booties,3957333596,neutral,,,,
-person-0012,person-0012,baby,1,15,male,southeast_asian,Southeast Asian,light golden brown,soft sparse chestnut baby hair,a natural age-appropriate build,outfit-01,baby_sporty,"a royal blue long-sleeved sweatshirt, loose cotton trousers and soft socks",610921023,neutral,,,,
+person-0012,person-0012,baby,1,15,male,southeast_asian,Southeast Asian,light golden brown,soft sparse chestnut baby hair,a natural age-appropriate build,outfit-01,baby_sporty,"an opaque fully covering outfit consisting of a royal blue long-sleeved sweatshirt, loose cotton trousers and soft socks",2391225380,neutral,1,65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d,safety-per-emotion-attempt,regenerated-neutral
 person-0013,person-0013,baby,1,21,male,white_caucasian,white European-ancestry,light olive,soft sparse dark brown baby hair,a natural age-appropriate build,outfit-01,baby_everyday,an opaque fully covering outfit consisting of a fully covering plum cotton romper with long sleeves and soft booties,1507900287,neutral,1,65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d,safety-per-emotion-attempt,regenerated-neutral
 person-0014,person-0014,baby,1,12,male,indigenous_american,Indigenous American,medium brown,soft sparse dark brown baby hair,a natural age-appropriate build,outfit-01,baby_everyday,an opaque fully covering outfit consisting of a fully covering brown cotton romper with long sleeves and soft booties,1520898794,neutral,1,65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d,safety-per-emotion-attempt,regenerated-neutral
 person-0015,person-0015,baby,1,21,male,white_caucasian,white European-ancestry,fair,soft sparse auburn baby hair,a natural age-appropriate build,outfit-01,baby_layers,"a ochre knitted cardigan over a cream long-sleeved top, soft trousers and booties",3454475853,neutral,,,,

metadata/progress.json

@@ -1,5 +1,5 @@
 {
-  "utc": "2026-10-06T23:03:31.031717+00:00",
+  "utc": "2026-10-06T23:15:52.114581+00:00",
   "people": {
     "done": 500
   },
@@ -12,5 +12,5 @@
   "target_people": 500,
   "target_images": 5000,
   "images_uploaded": 4510,
-  "buffer_free_gb": 290.80664064
+  "buffer_free_gb": 290.776367104
 }

metadata/provenance.json

@@ -23,7 +23,7 @@
   ],
   "reference": "The neutral image of the same generated fictional person, resized with PIL BICUBIC",
   "seed_method": "Original groups use first32 bits of SHA256(vivarium-people-2026-10-06:<personality_id>),big-endian. Safety replacements use the actual per-expression seed in the plan and PNG JSON; seed_strategy=safety-per-emotion-attempt.",
-  "plan_sha256": "c39b92c5191bbeb8c373af8ebe0cf523744867c506c1a8f6662393c1a873af3f",
+  "plan_sha256": "5a1655d0a06cfb6c97607525903c102268c06ada2ca22a7e0692577e06b0d1b3",
   "software": {
     "torch": "2.7.1+cu126",
     "transformers": "5.18.0",

metadata/quality-review.json

@@ -30,6 +30,16 @@
     "person-0004-pain",
     "person-0004-playful",
     "person-0004-sad",
+    "person-0012-afraid",
+    "person-0012-angry",
+    "person-0012-annoyed",
+    "person-0012-disgust",
+    "person-0012-grateful",
+    "person-0012-joyful",
+    "person-0012-neutral",
+    "person-0012-pain",
+    "person-0012-playful",
+    "person-0012-sad",
     "person-0018-afraid",
     "person-0018-angry",
     "person-0018-annoyed",
@@ -1287,7 +1297,9 @@
     "Safety-score regeneration replaced 10 of ten person-0003 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
     "Safety-score regeneration replaced 10 of ten person-0016 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
     "Safety-score regeneration replaced 10 of ten person-0020 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
-    "Renewed review: all ten current images of person-0121, person-0196 and person-0272 were viewed at full-body and enlarged-face scale. Covering outfits, consistent identities, clean green backgrounds and warm painted style are retained; mild negative expressions sometimes overlap."
+    "Renewed review: all ten current images of person-0121, person-0196 and person-0272 were viewed at full-body and enlarged-face scale. Covering outfits, consistent identities, clean green backgrounds and warm painted style are retained; mild negative expressions sometimes overlap.",
+    "Safety-score regeneration replaced 10 of ten person-0012 images; prior visual review of changed pixels was invalidated. Renewed series style review is pending.",
+    "Renewed full ten-expression review of person-0012: cobalt covering sweatsuit, seated infant posture, consistent ginger-haired identity and warm painted style. Closed-mouth joyful smile is natural; mild negative emotions can overlap. All ten exact PNGs passed both detectors/views."
   ],
   "status": "ongoing stratified visual review; accepted production",
   "limitations": [
@@ -1297,67 +1309,67 @@
     "Reference edits can alter skin tone or lighting; explicit preservation wording reduces observed changes but does not guarantee identical pixels.",
     "Painted stylization can make adjacent age groups look similar,especially teens and young adults; age_years is the prompted age rather than a visual ground-truth estimate."
   ],
-  "utc": "2026-10-06T22:59:15.578613+00:00",
+  "utc": "2026-10-06T23:08:48.583923+00:00",
   "coverage": {
     "age_and_gender": {
-      "middle_adult/female": 6,
-      "older_schoolchild/female": 7,
-      "younger_schoolchild/male": 5,
-      "older_teen/male": 6,
-      "younger_teen/female": 7,
-      "young_adult/male": 5,
-      "middle_adult/male": 4,
-      "younger_schoolchild/female": 7,
-      "younger_senior/male": 5,
-      "preschool/male": 6,
-      "older_senior/male": 6,
       "older_teen/female": 7,
-      "younger_teen/male": 5,
-      "baby/female": 6,
       "older_adult/male": 5,
-      "older_adult/female": 5,
-      "older_senior/female": 6,
-      "younger_senior/female": 5,
+      "older_senior/male": 6,
+      "preschool/male": 6,
+      "middle_adult/female": 6,
+      "young_adult/male": 5,
+      "baby/male": 4,
       "young_adult/female": 5,
+      "younger_teen/male": 5,
       "older_schoolchild/male": 7,
+      "younger_senior/male": 5,
+      "younger_schoolchild/male": 5,
       "preschool/female": 6,
-      "baby/male": 4
+      "older_adult/female": 5,
+      "younger_senior/female": 5,
+      "younger_schoolchild/female": 7,
+      "older_schoolchild/female": 7,
+      "older_teen/male": 6,
+      "middle_adult/male": 4,
+      "baby/female": 6,
+      "younger_teen/female": 7,
+      "older_senior/female": 6
     },
     "intended_ethnicity": {
-      "southeast_asian": 8,
-      "white_caucasian": 60,
       "arab": 12,
-      "african_american": 9,
-      "indigenous_american": 8,
-      "indian": 11,
+      "white_caucasian": 60,
       "latino": 9,
-      "japanese": 8
+      "indian": 11,
+      "southeast_asian": 8,
+      "african_american": 9,
+      "japanese": 8,
+      "indigenous_american": 8
     },
     "outfit_style": {
-      "casual_layers": 9,
-      "child_creative": 6,
-      "child_outdoors": 7,
-      "simple_everyday": 5,
+      "rock_inspired": 11,
       "sporty": 11,
-      "outdoors": 11,
+      "formal": 4,
+      "child_formal": 7,
       "smart_casual": 9,
+      "everyday_dress": 6,
+      "outdoors": 11,
+      "workwear": 4,
+      "baby_layers": 3,
+      "child_outdoors": 7,
+      "child_creative": 6,
+      "baby_sporty": 3,
+      "casual_layers": 9,
       "child_sporty": 6,
-      "child_formal": 7,
       "child_everyday": 8,
+      "child_school": 4,
+      "crafts": 5,
       "formal_skirt": 2,
-      "rock_inspired": 11,
-      "baby_layers": 3,
-      "everyday_dress": 6,
       "baby_everyday": 4,
-      "crafts": 5,
-      "workwear": 4,
-      "formal": 4,
-      "child_school": 4,
-      "baby_sporty": 3
+      "simple_everyday": 5
     }
   },
-  "people_reviewed": 125,
-  "images_reviewed": 1250,
+  "people_reviewed": 126,
+  "images_reviewed": 1260,
   "safety_invalidated_pixels": {
     "person-0049": "c0c2314d4ab826299635fc797be2aa6edb3d42a8e0e47958575c02c9b5158cee",
     "person-0001": "13e6fb8f4f052fdab8726400d58b999981c434bad99b17fbbcdb7badc9ef7c0c",
@@ -1377,7 +1389,8 @@
     "person-0013": "ba29c27e6d28cad89d27fada0aebe258dfbe388aac69808409812e72747e00ac",
     "person-0003": "91acb9fcd6c8210570a7c951d89f3c8ca7cde774d9cda2b973cde278749b7d43",
     "person-0016": "a117e8f576a8759959348d068444d6313aeb40121d8939f9bde75c2dcc24bc8c",
-    "person-0020": "cea72100c8c85146484f0136c7fa8d43cf8e9a880206a61505ac42a16405c0c6"
+    "person-0020": "cea72100c8c85146484f0136c7fa8d43cf8e9a880206a61505ac42a16405c0c6",
+    "person-0012": "def1f39a3d35dc6715eecbd67304c4ee6b7dd3fab4fbac629ee401103ec06e87"
   },
   "reviewed_image_sha256": {
     "person-0001-neutral": "d79fdd3a189e2f634cbb9321d0aefea99c660c7cecf88d6a2a9fa8d2a06806a7",
@@ -1499,7 +1512,17 @@
     "person-0272-sad": "d7c71f5d8430aee3d07072be4b7ca6cd2b5dbde9ce2bc9a3c35aa50d5a0c98c8",
     "person-0272-annoyed": "86ef9deb5b3133437dcb5c1c6cd9e5689bbaa11c5e386bad2c90de68b1d04cc2",
     "person-0272-pain": "22e1a0bc83048a1241ed6bea30dca4d54ace43415ca687799505eb3fd1e705d0",
-    "person-0272-disgust": "f755819945803b4eb022a71dd9cecb1735e4ff3a7ff245506e3d72663bfbff51"
+    "person-0272-disgust": "f755819945803b4eb022a71dd9cecb1735e4ff3a7ff245506e3d72663bfbff51",
+    "person-0012-neutral": "635af775faa52ad6ae81b59ab929e67940c2ea301bbca8c56d5c16e5ba29fe8c",
+    "person-0012-joyful": "e782cd7eb91e0bad0630e590a58eacc50e946be84c97e8bacc8f0a97089e1772",
+    "person-0012-grateful": "53a07481daca6ff74f64c768cab99749320b0c61d8e819f6fdecc8c8fc530ef3",
+    "person-0012-playful": "df14e68537e22443e751d0b38797add296d82d181eec201213710d844a6ed15d",
+    "person-0012-angry": "8ccf1d5a3db22a5f4dab573dfe82f093ad1a41af18a8c9f33c45a2ffb562727f",
+    "person-0012-afraid": "c20d14398da87e92d53d107937724c39af7df6e78ce8795741ff9a2474282dae",
+    "person-0012-sad": "e7b2887088b1e276a93504d7765b0171c983643b9cb61ff1c283670b194352e0",
+    "person-0012-annoyed": "0b4e371f9ad86d32ebe03c7d71f508385d8bf5d682e1cb8a675eb90870f2b867",
+    "person-0012-pain": "8b45f57375ecd122256de8b7e5e2dbb220b30df43ed1f7e243d6bdefd6d2accf",
+    "person-0012-disgust": "46eadb65dc04430fd170e0c6c4fbb2589270411b9e03c90c11c41b23882605ee"
   },
-  "complete_person_groups_reviewed": 125
+  "complete_person_groups_reviewed": 126
 }

metadata/sample-index-validation.json

@@ -1,6 +1,6 @@
 {
   "status": "passed",
-  "utc": "2026-10-06T23:02:53.445498+00:00",
+  "utc": "2026-10-06T23:15:52.089849+00:00",
   "indexed_images": 5000,
   "shard_sha256": {
     "pilot-person-0002.tar": "c5e5a64531a22cddb2155ceafe7577ecc6d54c599fbad01ebf82d1970d9dde42",
@@ -150,7 +150,7 @@
     "train-g4-00012.tar": "5e56c325d99851b8776a0abf3c67b13691135cd49333925349b2cdeaabe9cfb9",
     "train-g4-00013.tar": "42bd0a8c13785b11c09cf3e26cd0b58336457f229f5bcb6ca5b05e564e399a54",
     "train-g4-00014.tar": "39a61d3e582b2bc795fda20e7d5bffd99a1f212fb330d8a76e1a9660297988fd",
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