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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 an investment committee meeting that an AI-assisted comp set in the memo included a company that isn't actually a comparable business. Walk me through what you do next.

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First I quantify the damage before I raise it: I rebuild the comp set correctly and see how much the valuation range actually moves without the bad comparable.

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