AI agent observability: The developer's guide to agent monitoring

Most discussions about agent observability read like outdated compliance checklists with “AI” substituted for older technologies. They emphasize comprehensive logging, evaluation metrics, and governance frameworks—but provide no actual code examples or guidance for real debugging scenarios. Effective agent monitoring requires two essential components: dashboards showing aggregate behavior across all agents, and detailed traces explaining specific failures.