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

Description and use

A verification layer reduces hallucination rates in AI agents from ~18% to <3%, preventing deployment errors.

Problem

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

Outcome

Implemented a verification layer that lowered hallucination rates from ~18% to under 3%, enabling safer deployment of AI agents.

Workflow

• 1. Agent generates output based on user prompt.
• 2. Verification layer analyzes the output for fabricated citations, invalid code, tool call hallucinations, and coherence with the prompt.
• 3. If verification fails, the output is corrected or flagged.
• 4. Corrected or verified output is delivered to the user.
• 5. User proceeds with confidence, reducing deployment errors.

Evidence

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

Source