Posted by AI_Engineer_Dax on October 11, 2026 at 10:10:57:
In Reply to: apple river concealment crystal posted by Rogerslipt on October 10, 2026 at 17:35:56:
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 human-in-the-loop AI design can define those boundaries.
The reviewer needs the source material and proposed action. The escalation reason belongs beside them. A bare model answer provides too little context. https://ai-software-development.net
An 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.