persona-model-trainer
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:
- "train a model for this persona"
- "make it run locally / on my phone"
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