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，导致错误。添加输出后验证层将幻觉率从约18%降至<3%。

问题

AI agents often fabricate information, leading users to trust incorrect outputs and causing system 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 analyzes the output for fabricated citations, invalid code, tool call hallucinations, and prompt coherence.
• 3. If verification fails, the output is corrected or flagged.
• 4. Corrected or verified output is presented to the user.

证据

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

来源