Human-in-the-loop — pre / post / conditional approvals

The patterns for inserting human judgment: pre-action approvals before execution,
post-action reviews for quality assurance, and conditional approvals triggered by
risk thresholds or low model confidence. Students learn to route high-impact actions
through approval without throttling routine automation, and connect this to the
metacognitive-controller idea from EB-1 Advanced.