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

说明与用途

在每个 AI 代理输出后添加验证层，将幻觉率从约 18% 降低到低于 3%，提升可靠性且不需要 GPU。

问题

AI agents often hallucinate, producing fabricated API responses, file paths, code edits, or citations that appear confident, leading users to trust incorrect outputs and blame themselves when failures occur.

结果

Implementing a verification layer after every agent output reduced hallucination rate from ~18% to under 3%, improving reliability without requiring GPU resources.

工作流

• 1. Agent generates output based on user prompt.
• 2. Verification layer receives the output immediately after generation.
• 3. Verification 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 for human review.
• 5. Corrected or verified output is delivered to the user.

证据

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

来源