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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 <a href=https://ai-software-development.net>human-in-the-loop AI design</a> 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 <a href="https://ai-software-development.net">AI review workflow</a> 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.

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