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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 proposal cited a market-growth statistic that turns out not to trace to any real source, and the proposal already went to the client — walk me through what you do in the next 24 hours.

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First move is confirming the actual scope of the problem — I trace exactly which statistic is wrong, whether it changed any conclusion or was just supporting color, and whether it…

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