Autonomous clinical infrastructure that lets AI handle low-complexity medical decisions at scale using a Hybrid Deterministic Architecture with hard validation checks (red flags, contraindications, scope limits, uncertainty thresholds). Every AI-generated plan is reviewed and signed by a licensed physician via structured intake, highlighted risks, editable drafts with supporting evidence, and logged edits — designed for triage and care delivery in hospitals, clinics, and care systems.