| --- |
| license: apache-2.0 |
| base_model: google/gemma-4-12B-it |
| pipeline_tag: text-generation |
| tags: |
| - nvfp4 |
| - toolkoder |
| - toolkode |
| - local-captain |
| - agentic-coding |
| - gemma4 |
| --- |
| |
| # ToolKoder 12B NVFP4 |
|
|
| ToolKoder 12B NVFP4 is the GPU-oriented local-captain runtime lane. It is |
| planned as the sibling of `toolkit-cli/toolkoder-12b-mlx`, exported from the |
| same private merged checkpoint after RC 0.1 blessing. |
|
|
| RC note: this card is staged documentation. The final NVFP4 runtime is not |
| published until the private merge, exact export, Toolkit R2 head-verified |
| manifest, runtime smoke, ToolKode telemetry, and adversarial blessing all pass. |
|
|
| ## Intended Role |
|
|
| ToolKoder 12B is the local captain lane. It is designed to plan, route, review, |
| and accept coding-agent work while dispatching bounded work to local or frontier |
| workers. |
|
|
| | Field | Value | |
| | --- | --- | |
| | Public repo | `toolkit-cli/toolkoder-12b-nvfp4` | |
| | Sibling repo | `toolkit-cli/toolkoder-12b-mlx` | |
| | Model line | ToolKoder | |
| | Origin family | Gemma 4 | |
| | Runtime | NVFP4 | |
| | Primary role | Local/GPU coding captain | |
|
|
| ## Release Policy |
|
|
| The public artifact may contain only quantized runtime files, sanitized model |
| metadata, tokenizer/config files, license text, and origin provenance. |
|
|
| No private SFT rows, private prompts, eval predictions, execution traces, |
| holdouts, LoRA adapters, full-precision roots, or BF16 roots belong in this |
| repository. BF16/full-precision merged checkpoints are private Toolkit R2 |
| artifacts only. |
|
|
| ## Finalization Path |
|
|
| 1. Freeze the curated Gemma 4 12B SFT inventory. |
| 2. Train and merge LoRA into a private higher-precision checkpoint. |
| 3. Export MLX and NVFP4 variants from that same checkpoint. |
| 4. Upload the exact exports to Toolkit R2 with head verification. |
| 5. Run runtime smokes and local-captain ToolKode telemetry. |
| 6. Run adversarial release review over the exact public staging folders. |
| 7. Publish only after `release_ready` and `blessed` are true. |
|
|
| ## Claims |
|
|
| No benchmark claims are made from this staged card. Public quality claims require |
| the final exported artifact and reproducible telemetry for that exact artifact. |
|
|
