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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 · Tool Usage

Walk me through which parts of a creative brief you’d hand to a generative AI copy tool for first-draft headlines and taglines, and which parts of concepting you’d insist on doing yourself.

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I use generative AI for volume and range at the top of the funnel — spinning out twenty headline directions off a brief so the team isn’t staring at a blank page, or drafting varia

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