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cognitive-calibrate

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置信度校准（元认知监控）。追踪L1文档和L2碎片中「AI生成/推断」的内容是否事后得到了验证，定期向用户提问「这段内容当时是AI推断，现在有没有实际证据？」。触发词：「验证历史内容」「校准知识置信度」「哪些内容还没验证」「cognitive-calibrate」。也被 cognitive-consistency-check 内部调用（月度维护）。

skills/cognitive-calibrate/SKILL.md

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# cognitive-calibrate（置信度校准 / 元认知置信度监控）

> **对应认知活动**：元认知的置信度校准——追踪🟡AI生成内容是否事后得到验证，防止「自我确认偏误」导致未验证的推断长期被当作事实
>
> **认知五维坐标（COG-TAX）**：
> - 意识程度：显性（需要用户参与确认）
> - 脑网络：CEN（目标导向的检索与判断）+ SN（不确定性检测）
> - 记忆系统：语义记忆的准确性评估
> - 执行功能：监控（Monitoring），是元认知的核心成分
> - 双系统：系统2（需要主动评估，不能自动化）
>
> **理论依据**：Flavell (1979) 元认知监控；Dunning & Kruger (1999) 元认知准确性；Nelson & Narens (1990) 置信度监控框架
>
> **调用时机**：
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