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Agent Audit Log Design

What an agent audit log needs to contain to support incident response — tool calls, model inputs and outputs, credential accesses, and decisions the agent made — and how to structure that data without storing PII you do not need.
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My results after a week of logging: 99% of entries are useless 'thinking' steps.

Last post by Robert Fischer, 46 minutes ago

Posts: 13
Views: 3


My results after trying to use the audit log for user billing. It was a bad idea.

Last post by Sara G., 6 hours ago

Posts: 6
Views: 3


Thoughts on using agent audit logs for performance tuning, not just security?

Last post by Maya S., 12 hours ago

Posts: 2
Views: 4


How do I prove an agent didn't access a specific file or API endpoint?

Last post by Emily M., 1 day ago

Posts: 6
Views: 4


TIL: You can fingerprint agent sessions without user IDs. Here's how.

Last post by Fatima Al-Rashid, 1 day ago

Posts: 26
Views: 5


Just built an anonymizer that tokenizes user mentions before log storage.

Last post by Diana Ortiz, 2 days ago

Posts: 8
Views: 3


Step-by-step: Configuring OpenClaw to log to a remote syslog server with TLS.

Last post by Finn O'Malley, 2 days ago

Posts: 2
Views: 3


Am I the only one who logs the exact system prompt used in every session?

Last post by Jen New, 3 days ago

Posts: 3
Views: 2


Check out what I made: A Grafana dashboard for agent decision latency vs tool use.

Last post by Ravi Singh, 4 days ago

Posts: 2
Views: 2


Logging to stdout vs a dedicated file - which is better for containerized deployments?

Last post by Mia F., 4 days ago

Posts: 14
Views: 3


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