AI Agent Hallucination: Why Detection Alone Doesn't Protect Production Systems

The article argues that detecting AI hallucinations after they occur is insufficient for production systems, since detection alone doesn’t determine what happens next. It advocates for runtime enforcement layers—halt-and-escalate, graceful degradation, or rerouting—that intercept hallucinated outputs before they reach downstream systems.