Why it matters

Audit logs shape compliance + incident response. Required in regulated industries.

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The architecture

Log: user, prompt, response, tools invoked, timing.

Structured JSON.

Immutable store.

Audit log stackLogprompt + responseStructureJSON schemaImmutable storefor auditRetention per compliance; PII considerations for storage
Audit logs.
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How it works end to end

Structured JSON: schema per event type.

Immutable: append-only + signing.

Retention: 1-7 years typical.

PII handling: encrypt + access control.