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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

Your team’s AI-assisted audit testing tool cleared a revenue recognition sample that turns out to include a bill-and-hold arrangement it wasn’t trained to flag, and this surfaces after sign-off. As the reviewing manager, walk me through your response.

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I treat this as a control gap, not a one-off miss, and I say so directly to whoever needs to know — engagement partner, audit committee liaison, depending on how the finding surfac

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