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，导致信任和部署问题。添加后期验证层可检测并纠正虚假信息，将幻觉率从约18%降至低于3%。

问题

AI agents often fabricate information, leading to trust issues and deployment failures.

结果

Hallucination rate dropped from ~18% to under 3% with a free, model‑agnostic, CPU‑only verification layer.

工作流

• 1. Agent generates output based on user prompt.
• 2. Verification layer receives the output immediately after generation.
• 3. Layer checks for fabricated citations, invalid code, tool call hallucinations, and coherence with the prompt.
• 4. If any check fails, the output is corrected or flagged.
• 5. Corrected or verified output is presented to the user.

证据

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

来源