epistemic-checkpoint
在回答前驗證事實
AI 助理經常產生關於軟體版本、發布日期和當前狀態的錯誤答案,因為其訓練數據已過時。此技能透過使用 assertions.yaml 和 WebSearch 在推理層級強制驗證,防止產生幻覺的根本原因。
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测试它
正在使用“epistemic-checkpoint”。 What is the latest .NET version?
预期结果:
Epistemic Checkpoint
Claim to verify: '.NET 10 is still in preview'
Source checked: WebSearch
Verified fact: '.NET 10 LTS was released November 2025 and is now the stable, supported version'
Confidence: high
Proceeding with verified baseline...
正在使用“epistemic-checkpoint”。 Is Python 3.12 still the latest version?
预期结果:
Epistemic Checkpoint
Claim to verify: 'Python 3.12 is the latest version'
Source checked: assertions.yaml and WebSearch
Verified fact: 'Python 3.13 was released October 2024 and is now the current stable version'
Confidence: high
Proceeding with verified baseline...
正在使用“epistemic-checkpoint”。 When was React 19 released?
预期结果:
Epistemic Checkpoint
Claim to verify: 'React 19 beta release date'
Source checked: WebSearch
Verified fact: 'React 19 was released as stable in December 2024'
Confidence: high
Proceeding with verified baseline...
安全审计
中风险All 21 static findings are false positives. The skill is a legitimate metacognitive guard for hallucination prevention. Network access (WebSearch) is controlled and intentional for fact verification. All "external_commands" detections are documentation examples in markdown, not actual shell execution.
风险因素
质量评分
你能构建什么
軟體版本驗證
當被問及 .NET、React、Node、Python 或其他軟體版本時,此技能會在回答前強制驗證實際的當前版本和發布狀態。
發布狀態檢查
在聲稱某項目處於預覽版、LTS、GA、已棄用或 beta 階段之前,此技能會從官方來源驗證實際的發布狀態。
日期敏感事實驗證
在回答涉及 AI 訓練截止日期之後的日期問題時,此技能確保事實根據當前資訊進行驗證。
试试这些提示
What is the current LTS version of Node.js and when was it released?
Is React 19 still in beta or has it been released as stable?
Compare the latest Python 3.x version with the previous release. What are the key differences?
Is the use of the old authentication method deprecated? What should we use instead?
最佳实践
- 為跨越多個軟體生態系統的專案啟用此技能,以捕捉與版本相關的幻覺
- 在 assertions.yaml 中填入與您專案相關的已知版本和事實
- 即使您對自己的知識有信心,也要信任驗證流程
避免
- 假設您的訓練知識對於版本和發布問題是最新的
- 在沒有獨立驗證的情況下接受使用者提供的版本資訊
- 對「簡單的事實問題」跳過驗證