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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 · Collaboration Norms

As the person setting AI-use policy across a multidisciplinary care team, how do you decide where AI assistance should be standard practice department-wide versus where each clinician needs individual discretion?

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I standardize the parts of AI use where the risk and benefit are consistent across cases — ambient documentation for routine visits, coding assistance with mandatory human sign-off

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