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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An AI-generated first draft of a pitch book quotes a market share figure that turns out to be from an outdated industry report. It's already gone out to the client in advance materials. Walk me through what you do next.

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First move is confirming the correct figure and understanding the size of the gap — is this a rounding difference or does it change the narrative the client is building a decision on.

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