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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 directly whether the retirement plan you just presented was generated by AI. How do you answer, and what do you think firms owe clients in terms of disclosure here?

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I answer directly: yes, part of this was generated with an AI planning tool, and here’s specifically what it did — it ran the projection scenarios and built the draft visuals — and

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