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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

During final review, a designer notices an AI-generated background element in an approved mockup closely resembles another brand's recognizable pattern or mark. The client has already signed off. What do you do?

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I escalate immediately rather than let a signed-off status make the decision for me — client approval covers creative direction, it doesn't cover an IP risk nobody knew existed at approval time.…

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