{
  "blessed": true,
  "blockers": [],
  "expected_runtime_files": [
    "config.json",
    "generation_config.json",
    "model.safetensors",
    "recipe.yaml",
    "chat_template.jinja",
    "tokenizer_config.json",
    "tokenizer.json"
  ],
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    "private prompts",
    "predictions",
    "execution traces",
    "holdout sets",
    "separate adapter artifacts",
    "full precision local roots",
    "BF16 roots",
    "raw SFT packets"
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  "model_line": "toolkoder",
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  "owner_directed_publish_scope": "nvfp4_to_hf_only; bf16_private_r2_only",
  "owner_directed_publish_utc": "2026-06-06T23:45:00Z",
  "public_positioning": "ToolKoder 12B NVFP4 base runtime model with Gemma 4 origin.",
  "public_repo": "toolkit-cli/toolkoder-12b-nvfp4",
  "quantization": "nvfp4",
  "release_ready": true,
  "runtime_format": "nvfp4",
  "runtime_layout": "files live at the Hugging Face repository root",
  "sft_merge_policy": {
    "do_not_merge_into": "downloaded_4bit_mlx_artifact_in_place",
    "merge_target": "private_higher_precision_checkpoint_then_quantized_runtime_exports",
    "release_only": "merged_quantized_runtime_variants_after_blessing",
    "release_variants": [
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    ],
    "variant_rule": "MLX and NVFP4 exports must come from the same blessed merged checkpoint."
  },
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      "public_repo": "toolkit-cli/toolkoder-12b-mlx",
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    },
    {
      "public_repo": "toolkit-cli/toolkoder-12b-nvfp4",
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      "status": "planned_sibling_from_same_checkpoint",
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    }
  ]
}