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cms_ai_policy_human_review

ai-risk-management conformance pure_temporal ai-governancecmsfederalhealthcareuse-case-governancerag-amber

Use of AI tools to draft CMS policies is followed by human review; AI supports but does not substitute for human decisions.

Formula

G(ai_written_policy → human_review)

Why it matters

CMS BR-AI-4: human review must follow use of AI tools to write CMS policies; humans must be in the loop for strategic/compliance activities.

Examples

passes the CMS AI rule's evidence is present

fails the required control is absent

Use it

ponens policies add cms_ai_policy_human_review --into ./trace.json
ponens trace check ./trace.json