AI_Engineer_Type#Sending every AI output to a person creates delay without guaranteeing careful review, while sending none can hide costly errors. A better design routes cases according to both uncertainty and the consequence of a wrong decision. This AI review workflow should record approval, correction or rejection as distinct outcomes. Corrections may become evaluation cases after privacy review. The queue also needs a fallback when reviewers are unavailable. Pausing the action is safer than silently approving it.