{ "final_adapter": "release_work/lfm25-moe8-mac-trainer/artifacts/adapters/iter10_balanced_holdout_repair_r32", "fused_mlx": "release_work/model_upload_iter10_fused", "dequantized_hf_source": "release_work/model_upload_iter10_fused_dequantized", "bf16_gguf": "release_work/lfm25-moe8-mac-trainer/artifacts/gguf/bf16/LFM-2.5-8B-1B-hermes-ft-BF16.gguf", "gguf_quants": { "LFM-2.5-8B-1B-Hermes-Tuned-Q4KXL.gguf": { "path": "release_work/lfm25-moe8-mac-trainer/artifacts/gguf/quants/LFM-2.5-8B-1B-Hermes-Tuned-Q4KXL.gguf", "bytes": 6166588512 }, "LFM-2.5-8B-1B-Hermes-Tuned-Q5KXL.gguf": { "path": "release_work/lfm25-moe8-mac-trainer/artifacts/gguf/quants/LFM-2.5-8B-1B-Hermes-Tuned-Q5KXL.gguf", "bytes": 6928018528 }, "LFM-2.5-8B-1B-Hermes-Tuned-Q6KXL.gguf": { "path": "release_work/lfm25-moe8-mac-trainer/artifacts/gguf/quants/LFM-2.5-8B-1B-Hermes-Tuned-Q6KXL.gguf", "bytes": 7671360608 }, "LFM-2.5-8B-1B-Hermes-Tuned-Q8KXL.gguf": { "path": "release_work/lfm25-moe8-mac-trainer/artifacts/gguf/quants/LFM-2.5-8B-1B-Hermes-Tuned-Q8KXL.gguf", "bytes": 9279548512 } }, "evals": { "iter10_mlx_fused": { "passed": 43, "total": 43, "overall_rate": 1.0, "tool_cases": 28, "structured_tool_cases_passed": 28, "structured_tool_rate": 1.0, "no_tool_cases": 10, "false_positive_tool_rate": 0.0, "content_text_tool_leaks": 0, "finish_reason_tool_calls": 28 }, "gguf_q4kxl_llamacpp_64k": { "passed": 43, "total": 43, "overall_rate": 1.0, "tool_cases": 28, "structured_tool_cases_passed": 28, "structured_tool_rate": 1.0, "no_tool_cases": 10, "false_positive_tool_rate": 0.0, "content_text_tool_leaks": 0, "finish_reason_tool_calls": 28 }, "gguf_q5kxl_llamacpp_64k": { "passed": 43, "total": 43, "overall_rate": 1.0, "tool_cases": 28, "structured_tool_cases_passed": 28, "structured_tool_rate": 1.0, "no_tool_cases": 10, "false_positive_tool_rate": 0.0, "content_text_tool_leaks": 0, "finish_reason_tool_calls": 28 }, "gguf_q6kxl_llamacpp_64k": { "passed": 43, "total": 43, "overall_rate": 1.0, "tool_cases": 28, "structured_tool_cases_passed": 28, "structured_tool_rate": 1.0, "no_tool_cases": 10, "false_positive_tool_rate": 0.0, "content_text_tool_leaks": 0, "finish_reason_tool_calls": 28 }, "gguf_q8kxl_llamacpp_64k": { "passed": 43, "total": 43, "overall_rate": 1.0, "tool_cases": 28, "structured_tool_cases_passed": 28, "structured_tool_rate": 1.0, "no_tool_cases": 10, "false_positive_tool_rate": 0.0, "content_text_tool_leaks": 0, "finish_reason_tool_calls": 28 } }, "llama_cpp_patch": "tools/llama-current/conversion/lfm2.py shortconv squeeze(-1) for LFM2/LFM2MoE conv.conv weights", "notes": [ "Iter10 fixed-Hermes structured repair is the accepted adapter.", "MLX fused and all llama.cpp Hermes-tuned KXL quants passed the 43-case parser-disabled fixed-Hermes suite.", "GGUF XL quants are stock llama.cpp tensor-type-file/imatrix approximations, not byte-identical Unsloth Dynamic 2.0." ] }