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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 · Error Handling

You discover after closing that an AI-assisted pro forma underestimated operating expenses on an acquisition because it pulled a comparable’s expense ratio instead of the subject property’s actual trailing costs. What do you do, and what changes in your underwriting process going forward?

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Immediately I rebuild the actual number using the property’s real trailing twelve months of expenses, quantify the gap between what we underwrote and reality, and bring that to who

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