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Humanchat source

Python modules for the Humanchat project: dataset fetch/filter/register-shift pipeline, Qwen3 chat formatting with a verified assistant-only loss mask, LoRA SFT training loop, and style/capability/persona evaluation.

src/humanchat/chat_format.py includes test_mask_integrity(), which asserts the supervised span is exactly the assistant content. Run it before training — a silently wrong mask trains cleanly and produces a broken model.

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