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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 · Stakeholder Communication

Legal asks whether user messages have ever been used to train or fine-tune one of your product's AI features, ahead of a regulatory inquiry. Walk me through how you'd track down a defensible answer.

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I don't answer from memory — I go to the actual data lineage.

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