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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 ask a generative AI tool to draft a client thought-leadership blog post, and it cites an industry statistic that looks impressive but you can’t find its source anywhere. What do you do before that post goes anywhere near publish?

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I treat any statistic an AI tool produces as unverified until I’ve traced it myself, because these tools are fluent enough to generate a plausible-sounding number and citation that simply don’t exist.…

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