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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-drafted section of a batch record contained a unit-conversion error that made it past a first review before a second reviewer caught it. Walk me through the corrective action you’d put in place, beyond just fixing that one record.

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The record itself gets corrected and reviewed through the normal deviation process — that’s not optional because AI was involved, it’s still a GMP documentation error and gets the same rigor as if a person typed it wrong.

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