fact-check

事实核查与幻觉检测。在生成内容后检测并纠正可能的幻觉、编造或不准确信息。 触发条件：(1) 生成技术内容后 (2) 提供统计数据时 (3) 引用人物/事件时 (4) 生成代码示例后

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Install skill "fact-check" with this command: npx skills add uncertainty-verification

Fact-Check

核心原则

验证结果 > 报告完成

22%的"完成"任务实际失败，需要独立验证。

触发条件

以下情况应触发事实核查：

  1. 生成技术内容后
  2. 提供统计数据或数字
  3. 引用人物、事件、日期
  4. 生成代码示例后
  5. 完成外部操作后

验证协议

1. 结果验证 vs 动作验证

类型说明例子
动作验证确认操作执行"文件已创建"
结果验证确认结果正确"文件内容正确"

优先结果验证

2. 验证清单

□ 事实陈述有来源吗？
□ 数字/统计数据准确吗？
□ 代码能运行吗？
□ 引用的人物/事件存在吗？
□ 逻辑自洽吗？

3. 置信度报告

生成后添加验证标签：

VERIFIED: 已通过验证
LIKELY: 可能有小问题
UNCERTAIN: 需要用户确认

实践技巧

  1. 外部操作必须验证: 文件/API/消息创建后确认存在
  2. 数字敏感: 看到具体数字时质疑
  3. 代码测试: 生成的代码先运行验证
  4. 引用验证: 重要引用查找来源
  5. 沉默失败意识: 22%失败率，验证成本低于失败成本

验证流程

  1. 完成后停顿
  2. 检查关键声明
  3. 标记置信度
  4. 不确定时主动说明

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