Observability
Simple
Being able to see what the AI did and why — like a flight recorder.
Business
Without a log of agent steps you can neither trust nor investigate; a deployment precondition, not an option.
Tech
Logs, metrics, and traces of agent runs (spans per tool call, token accounting, replay); de facto standard — OpenTelemetry-compatible schemas.