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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 · Judgment

You're evaluating a new AI hiring tool a vendor claims reduces bias in candidate ranking. What evidence do you actually require before you believe that claim, versus what the sales deck shows you?

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A sales deck showing an aggregate accuracy number tells me almost nothing about bias, so I ask for the disaggregated version — how the tool performs across race, sex, and age group

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