偏好沉淀助手
Introduction
把用户在会话中对产出做的修正（明确指正、静默改动、反复微调、撤回）沉淀为可复用规则，让下一次对话的 Agent 自动遵循。只记录用户真实表达过的偏好，写入 DESIGN.md / AGENTS.md / 项目记忆，不改动业务代码。仅在用户明确要求沉淀偏好时调用。
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