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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 · Stakeholder Communication

A client asks whether any part of their custom report — the executive summary, the findings, the recommendations — was drafted by AI. Walk me through how you answer, and what you'd have done differently if you expected the question.

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I answer directly — yes, part of the drafting process used AI, and here's specifically which parts: usually early-stage summarization or a first-pass structure, never the analysis

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