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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

How do you keep your own skills current on generative AI creative and media-buying tools as they change every few months, and how do you decide what’s worth teaching the rest of the team?

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I run a small, fast test loop rather than trying to read about every new tool that launches — when something new shows up, I give it a real brief from a low-stakes internal or pitc

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