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
- Freeze the curated Gemma 4 12B SFT inventory.
- Train and merge LoRA into a private higher-precision checkpoint.
- Export MLX and NVFP4 variants from that same checkpoint.
- Upload the exact exports to Toolkit R2 with head verification.
- Run runtime smokes and local-captain ToolKode telemetry.
- Run adversarial release review over the exact public staging folders.
- 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.
