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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 mentoring a junior engineer who leans heavily on an AI assistant and can ship working code quickly, but struggles when you ask them to explain why it works. How do you coach that without slowing them down or making them defensive about using the tools?

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I don't frame it as ‘stop using the tool,’ because that's both unrealistic and not actually the skill gap — the gap is verification, not tool use, and I want to name it that specif

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