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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

You’re the engagement lead and the client’s general counsel asks how AI tools were used anywhere in the engagement, from research to expert-interview notes — walk me through how you’d prepare that answer before the meeting, not during it.

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I don’t want to be reconstructing this from memory in front of general counsel, so as engagement lead I keep a running log throughout the case of every point where AI tools touched

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