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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 seller asks whether the price recommendation you gave them came from you or from an AI valuation tool. How do you answer that, and how does it change what you say next?

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I tell them the truth plainly: I used an AI tool to pull and adjust comparable sales as a starting point, and then I reviewed, adjusted, and finalized the number myself based on th

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