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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 how you use AI tools when building a media list and pitch angles for a launch, and where you still rely on your own read of a reporter’s beat rather than what the tool surfaces.

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I let AI generate a first pass at pitch angles and a rough media list pull — cross-referencing beat history, recent bylines, and topic tags is exactly the kind of pattern-matching it’s fast at.

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