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ProblemMap/GlobalFixMap/Governance/transparency_and_explainability.md
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# Transparency and Explainability — 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 the structural requirements for AI systems to remain **auditable, interpretable, and transparent**.
Without explainability, users and regulators cannot trust that outputs are valid — even if accuracy is high.