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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 · Tool Usage

Describe how you’d use an AI-powered comps or automated valuation tool to build a broker’s opinion of value, and which parts of that valuation you still do by hand.

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I let the automated valuation model pull the raw comp set — recent sales within radius and time window, adjusted for size — because it’s fast at surfacing candidates I might not think to search for.

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