wangzhuc 885cae8e7d feat: add SICO-style exemplar extraction system for few-shot writing ...

- New script: scripts/extract_exemplar.py
  Extracts style fingerprints from human-written articles (opening hook,
  emotional peak, transition/self-correction, closing) with statistical
  analysis (sentence stddev, vocab temperature, negative ratio, paragraph CV).
  Auto-detects category, supports batch import.

- SKILL.md: Add Step 4.4 exemplar injection
  Loads matching exemplars by category before writing, injects segments
  as few-shot style examples in the prompt.

- learn_edits.py: Auto-grow exemplar library
  After user edits, auto-extracts the final version into the exemplar
  library if humanness_score <= 50.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

2026-03-30 22:32:02 +08:00

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