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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.

AI-ready · Collaboration Norms

How do you mentor or develop junior people when AI can already do much of what they used to learn by doing?

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The apprenticeship model assumed juniors learn by producing the routine work; AI now does that, so I change what they practice rather than pretend nothing happened.…

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