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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

A program officer emails to flag that the AI-assisted expenditure report you submitted misclassified a restricted grant’s spending. Walk me through what you do in the next forty-eight hours.

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First forty-eight hours: I stop anything else and verify the program officer’s claim against our finance system myself, because I need to know the actual scope of the error before I say anything else to the funder.

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