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The Missing Control Plane in Health-AI

The Missing Control Plane in Health-AI

The Missing Control Plane in Health-AI

SAPEY White Paper · March 2026 sapey.ai Why Healthcare Systems Require a Deterministic Governance Layer to Ensure their Existing AI Systems are Safe to Use. For additional Publication & Information, please visit our SSRN Page. Healthcare AI doesn’t fail because the models are wrong. It fails because there is no deterministic, auditable layer between raw clinical data and regulated action. Executive Summary Healthcare is entering a phase of rapid automation. Artificial i

Sapey

Mar 165 min read

Healthcare AI Has a Governance Problem. Not a Model Problem.

Healthcare AI Has a Governance Problem. Not a Model Problem.

Healthcare AI Has a Governance Problem. Not a Model Problem.

Regulated-AI needs runtime governance infrastructure that enforces admissible interpretation, temporal compliance anchoring, and deterministic execution boundaries before autonomous decisions occur.

R. Radnia

Feb 263 min read

HealthAI Architecture

Epistemic Governance

Non-Bypassable Policy Framework

Inquiries

Infrastructure-grade semantic intake for multi-facility long-term care operators. Standardizing understanding at scale.

© 2026 Sapey. Designed for World Model Interoperability

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