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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 · Collaboration Norms

Your team wants to use AI to draft adverse action notices for declined loan applications faster. What review standard would you put in place before any of those go out the door?

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Adverse action notices carry real fair-lending exposure, so the standard I set is that AI can generate the notice’s language and formatting, but it can never generate the reasons —

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