Beyond the Logs: Why AI Agent Visibility is Your New Production Bottleneck

Developers often mistake agent retry loops for API flakiness due to a lack of proper monitoring. Implementing specialized observability tools like OpenClaw allows for real-time detection of tool-call loops and failure rates, transforming unreliable agents into observable infrastructure. This shift from manual logging to automated alerting is critical for deploying production-ready AI.