Audit logs are records of important system actions, decisions, and access events. For agents, audit logs should capture who initiated a task, what the agent accessed, which tools it called, what policy checks ran, what approvals were required, and what changed.
Audit logs support debugging, compliance, incident response, and human oversight. Traces show the technical execution path. Audit logs show the governance path.