posttrainllm Recipes
Copy-paste workflows for using posttrainllm specialists outside the core CLI.
| Recipe | Use it when |
|---|---|
| Function-calling distillation | You want to distill a small tool-calling specialist and score it with BFCL. |
| ScaleDown specialist | You want an extractive context-compression specialist. |
| smolagents specialist | You want a posttrainllm model behind a Hugging Face smolagents tool-calling agent. |
| Pydantic AI specialist | You want structured outputs from a posttrainllm-backed Pydantic AI agent. |
| Personal code specialist | You want a per-repo posttrainllm model wired into Continue.dev or Aider. |
| Character specialist | You want a free local NPC, persona, or brand-voice specialist recipe. |
| Eval gate (CI / pre-commit) | You want posttrainllm eval-gate to fail a merge when a specialist regresses, on your own Mac runner. |