Autonomous AI agents now call APIs, query production databases, open pull requests, and execute transactions inside Global 2000 environments. AI agent observability records what an agent did, which tools it invoked, the context and sequence of actions that produced the outcome, and who authorized the work. Audit logging preserves those records as tamper-evident evidence that …