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cms_production_observability

ai-risk-management auditability pure_temporal ai-governancecmsfederalhealthcareobservability-recordsrag-amber

Production AI systems implement observability — traces, evaluations (EVALs), and key metrics tracked over time.

Formula

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

Why it matters

CMS Monitoring & Observability: track traces, EVALs, prompt management/versioning and key metrics for production AI systems, aligned with OMB M-25-21/M-25-22.

Examples

passes the CMS AI rule's evidence is present

fails the required control is absent

Use it

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