Multi-Agent Systems Fail Despite Passing Evaluation

Multi-agent systems often fail in production even when evaluation passes because payloads look correct but aren't. A watchdog pattern with working Python catches these hidden failures by monitoring actual outputs against expected behavior, revealing mismatches that standard evaluation metrics miss.