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AI Standards
This library defines how teams keep AI-assisted work consistent, reviewable, and defensible.
Every standard here maps to operational behavior in Loop, review enforcement in Review Queue, and evidence you can use in sponsor or audit conversations.
Start with the two standard pillars
Governance Foundations
Enforce review gates, export controls, and evidence linkage before output leaves the workflow.
Adoption and Operations
Scale governance from one pilot team to multi-team rollout without control drift.
How to use this library
- Pick a standard area based on your immediate control gap.
- Translate the standard into Review Queue decision language.
- Verify the evidence terms are visible in team operations.
- Use the linked pages to move from policy intent to daily workflow enforcement.