BIOMETRICS separates concerns across layers:

1. Runtime scheduler for task dispatch and execution lifecycle.
2. Orchestrator for strategy and policy-driven run control.
3. Eval service for deterministic validation against benchmark suites.
4. Optimizer for recommendation generation (shadow + manual apply).

This separation enables non-breaking evolution while preserving API contract stability.