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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 · Error Handling

An AI coding assistant suggested a billing code that upcoded a visit, and it slipped through into a submitted claim. Walk me through what you’d do once you discovered it, from the correction to who you tell.

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First I confirm it’s actually an error and not a defensible coding choice I’m second-guessing — I pull the documentation and check whether it supports the level billed.

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