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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 · Error Handling

An AI-optimized programmatic buy placed your client’s ad next to content that violates their brand-safety guidelines, and it ran for two days before anyone caught it. Walk me through your response, from the client conversation to the process fix.

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I call the client before they find it themselves, because a brand-safety miss they discover on their own damages the relationship twice — once for the placement and once for the silence.

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