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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 · Upskilling

As AI tools get folded into your quality systems, walk me through how you’d build your quality engineers’ ability to audit and challenge a model’s output, not just accept its verdict.

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I start by teaching them to ask the model for its evidence, not just its verdict — if a capability analysis or a root-cause suggestion comes back, the first habit I build is pullin

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