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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

Your close process uses an AI tool to auto-categorize thousands of transactions into GL accounts before you review the trial balance. Walk me through which categorizations you’d spot-check versus accept outright, and why.

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I don’t treat every AI-categorized transaction the same — I stratify by risk.

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