Observability

Observability is the ability to understand a system’s internal state from its external outputs — logs, metrics, and traces — so operators can diagnose problems they did not anticipate.

For AI agents, observability means capturing each step, tool call, and outcome so failures can be traced and quality monitored in production.

It is the foundation for monitoring, alerting on SLOs, and detecting drift before it degrades the value of AI labor.