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ProblemMap/GlobalFixMap/Governance/audit_and_logging.md
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# Audit and Logging — Guardrails and Fix Pattern
<details>
<summary><strong>🧭 Quick Return to Map</strong></summary>
<br>
> You are in a sub-page of **Governance**.
> To reorient, go back here:
>
> - [**Governance** — policy enforcement and compliance controls](./README.md)
> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
>
> Think of this page as a desk within a ward.
> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
</details>
This page defines **auditability standards** for AI pipelines.
Without consistent logging, you cannot prove compliance, detect drift, or reproduce failures.
Use this guide to lock observability into ingestion, retrieval, reasoning, and generation steps.