persona-model-trainer

Fine-tune a small local model on persona data (raw + distilled). Turn anyone-skill's output into a self-contained model that is the person — no prompting, no cloud, no latency.

Dependency chain: anyone-skill → persona-knowledge → persona-model-trainer → runnable persona model ({model_id})

Input: training/ folder produced by anyone-skill Step 6-D / persona-knowledge export (raw/ + conversations.jsonl + probes.json)
Output: LoRA/QLoRA adapter weights + GGUF / Ollama / vLLM / ONNX exports

Full walkthrough: see [references/pipeline-guide.md](references/pipeline-guide.md) for the complete end-to-end guide (data → train → evaluate → version → run).

When to use this skill

Trigger phrases: