Heuristic Detectors Outperform LLMs in Catching AI Agent Failures
A new study reveals that simple heuristic detectors identify 60% of AI agent failures with zero false positives—far surpassing LLM-based methods. Here’s how rule-based systems are reshaping agent reliability checks.