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通过 SOUL.md 精调助手人格(先灰度、再全量)

解决“回复太官话/太模板化”问题:用明确风格规则重写 SOUL.md,并通过小样本回测控制幽默/直率边界。

XDiscovered 2026-02-13Author @steipete
Prerequisites
  • Workspace uses `SOUL.md` as active persona file and can be version-controlled.
  • You have 10-20 representative conversation prompts for A/B tone evaluation.
Steps
  1. Draft persona deltas in `SOUL.md`: remove formulaic openers, define brevity baseline, and add safe directness rules.
  2. Run A/B replay on historical prompts and compare acceptance rate, user correction frequency, and safety-boundary violations.
  3. Keep improvements that raise clarity without increasing risky phrasing; revert any rule that causes over-aggressive tone.
  4. Publish final SOUL.md with changelog note so future sessions know why style changed.
Commands
git diff SOUL.md
git add SOUL.md
git commit -m 'chore: refine assistant voice rules'
Verify

New replies become shorter and less templated while still passing safety/style checks in sampled conversations.

Caveats
  • Personality upgrades must not override safety policies or channel etiquette constraints.
  • Single viral prompt may not generalize to all user contexts(需验证)。
Source attribution

This tip is aggregated from community/public sources and preserved with attribution.

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