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，导致用户相信错误输出并导致系统失败。添加后处理验证层将幻觉率从约18%降低到不到3%。

问题

AI agents often fabricate information, leading users to trust incorrect outputs and causing failures in deployed systems.

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 original prompt.
• 4. If any check fails, the output is corrected or flagged and not forwarded to the user.
• 5. If all checks pass, the output is delivered to the user.

证据

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

来源