How are actions performed by AI logged?

Actions can be logged with entries containing the user or agent, timestamp, requested operation, tools called, outcome, and any human approval. Logs need to be designed with privacy in mind too: keeping what's needed for audits and troubleshooting without accumulating unnecessary data.