← Policy gallery

cms_continuous_human_oversight

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

Continuous human oversight is in place to ensure AI/ML output meets CMS and federal guidelines.

Formula

G((Deploy ∨ Output) → P(human_oversight))

Why it matters

CMS Accountability & Oversight: all teams employing AI/ML are responsible for the system's output, and continuous human oversight is required.

Examples

passes the CMS AI rule's evidence is present

fails the required control is absent

Use it

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