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AI-ready questions test whether you can reason about LLMs and AI systems as engineering material — limits, costs, evaluation, failure modes — not just hype.

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AI-ready · Judgment

An ambient scribe’s note says a patient “denies chest pain,” but you recall the patient actually mentioned mild chest tightness during the visit. Walk me through how you’d catch an error like that before it becomes part of the permanent record, and what you do once you find one.

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I read every AI-generated note the same way — line by line against my memory of the encounter — before I sign, specifically because errors like this are exactly what ambient tools

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