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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

A customs auditor asks how much of your HTS classification work is AI-assisted versus human-reviewed. Walk me through how you'd answer that question.

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I'd answer with the actual workflow, because vague reassurance is worse than a precise answer in front of an auditor.

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