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Your reviewers agree with the AI 98% of the time. Is your human-in-the-loop a real control or a rubber stamp?

Every high-risk AI design ends with 'and a human reviews it.' Almost nobody measures whether that review produces any independent signal. Here is how to tell, and how to build oversight that can still disagree.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

Every high-risk AI design ends with 'and a human reviews it.' Almost nobody measures whether that review produces any independent signal. Here is how to tell, and how to build oversight that can still disagree.

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