{"skill":{"slug":"uncertainty-verification","displayName":"Uncertainty Verification","summary":"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","description":"---\nname: fact-check\ndescription: |\n  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。\n  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\n---\n\n# Fact-Check\n\n## 核心原则\n\n**验证结果 > 报告完成**\n\n22%的\"完成\"任务实际失败，需要独立验证。\n\n## 触发条件\n\n以下情况应触发事实核查：\n\n1. 生成技术内容后\n2. 提供统计数据或数字\n3. 引用人物、事件、日期\n4. 生成代码示例后\n5. 完成外部操作后\n\n## 验证协议\n\n### 1. 结果验证 vs 动作验证\n\n| 类型 | 说明 | 例子 |\n|------|------|------|\n| 动作验证 | 确认操作执行 | \"文件已创建\" |\n| 结果验证 | 确认结果正确 | \"文件内容正确\" |\n\n**优先结果验证**\n\n### 2. 验证清单\n\n```\n□ 事实陈述有来源吗？\n□ 数字/统计数据准确吗？\n□ 代码能运行吗？\n□ 引用的人物/事件存在吗？\n□ 逻辑自洽吗？\n```\n\n### 3. 置信度报告\n\n生成后添加验证标签：\n\n```\nVERIFIED: 已通过验证\nLIKELY: 可能有小问题\nUNCERTAIN: 需要用户确认\n```\n\n## 实践技巧\n\n1. **外部操作必须验证**: 文件/API/消息创建后确认存在\n2. **数字敏感**: 看到具体数字时质疑\n3. **代码测试**: 生成的代码先运行验证\n4. **引用验证**: 重要引用查找来源\n5. **沉默失败意识**: 22%失败率，验证成本低于失败成本\n\n## 验证流程\n\n1. 完成后停顿\n2. 检查关键声明\n3. 标记置信度\n4. 不确定时主动说明\n","tags":{"latest":"1.0.0"},"stats":{"comments":0,"downloads":717,"installsAllTime":3,"installsCurrent":3,"stars":0,"versions":1},"createdAt":1773105723162,"updatedAt":1778491796228},"latestVersion":{"version":"1.0.0","createdAt":1773105723162,"changelog":"- Initial release of the \"fact-check\" skill for verifying and correcting hallucinations, fabrications, or inaccurate information in generated content.\n- Introduces automatic fact-check triggers for: technical content, statistics, named references, code samples, and external actions.\n- Outlines a clear verification protocol prioritizing result validation over action completion.\n- Provides a checklist for cross-checking facts, statistics, code runnability, references, and logical consistency.\n- Implements a confidence labeling system: VERIFIED, LIKELY, UNCERTAIN.\n- Offers practical tips to minimize overlooked errors, emphasizing independent verification and user notification when unsure.","license":"MIT-0"},"metadata":null,"owner":{"handle":"jack123255829","userId":"s17dg8habsk879jxhj2z548wgd83efjc","displayName":"Jack123255829","image":"https://avatars.githubusercontent.com/u/56186496?v=4"},"moderation":null}