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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

You're asked to get a bench science team comfortable using AI-assisted sequence and structure analysis tools, and several senior scientists are skeptical the tools add value over their existing manual workflow. Walk me through how you'd build their trust and competence without mandating adoption.

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I don't start by asking anyone to trust the tool, I start by asking them to help me stress-test it.

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