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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

A production designer on your team spent most of their time on manual asset resizing and format variations — work generative AI now handles well. How do you help them reskill instead of just becoming redundant?

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I start with an honest conversation about what's actually changing — the task they were doing is shrinking, and pretending otherwise doesn't help them.…

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