Why Your AI Agent Keeps Gaslighting You (And How to Fix It)

说明与用途

AI 代理经常产生幻觉，导致部署错误。添加输出后验证层将幻觉率从约18%降至低于3%。

问题

AI agents often hallucinate, producing fabricated outputs that users trust, leading to errors when deployed.

结果

Hallucination rate dropped from ~18% to under 3% with a free, model-agnostic verification layer that runs on CPU.

工作流

• 1. Agent generates output based on user prompt.
• 2. Verification layer analyzes the output for fabricated citations, invalid code, tool call hallucinations, and prompt coherence.
• 3. If issues are detected, the output is corrected or flagged before delivery to the user.
• 4. User receives verified, accurate information for deployment.

证据

Result: hallucination rate dropped from ~18% to under 3%.

来源