CCAR-P: Claude Certified Architect — Professional

Consistent escalation depends on explicit, repeatable triggers: a defined confidence threshold, designated high-impact decision categories, classifier-based ambiguity signals, and a user request for review. These criteria enable the workflow to identify cases requiring human oversight before a potentially consequential automated decision is finalized.