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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 · Judgment

You used an AI assistant to draft a foundation grant proposal, and it states you served ‘500 families last year’ — but your database shows 340. Walk me through how you catch this before the proposal goes out.

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Any number that appears in a proposal has to trace back to a source I can point to, so before submission I do a line-by-line pass comparing every quantitative claim against our pro…

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