toolkit-cli/toolkoder-12b-nvfp4

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.