Security posture for cohort intelligence, Twin initialization, calibration pipelines, longitudinal runtime systems, and SETPOINT integration boundaries.
Protected ingestion · normalized evidence · provenance
Cohorts · Twin state · calibration events · audit trail
State · confidence · transition · access boundaries
Least privilege · auditability · runtime observability
Access to modeling, runtime, and calibration systems should be scoped by role.
Calibration, state transitions, and runtime events should remain traceable.
Longitudinal state and cohort assignments require integrity protection.
System health, signal freshness, and calibration state should remain visible.
Modeling, state computation, and execution should remain architecturally separated.
Clinical and research workflows require explicit boundaries and review.
Different users should see different layers of modeling and runtime data.
Model health, signal freshness, and calibration state should be inspectable.
State transitions and recalibration events should remain traceable.
Clinical deployment requires validation, oversight, and explicit boundaries.
Calibration, Twin updates, and state transitions should be auditable because they change downstream behavior.
Consumers, clinicians, researchers, and operators should not share the same visibility layer.
Every high-impact runtime output should be traceable to signal freshness, confidence, and evidence source.