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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-personalized email — dynamically inserting customer names, past purchases, and product recommendations — goes out to your full lifecycle segment with a broken merge field, so subscribers see literal placeholder text or a nonsensical recommendation. Walk me through your next hour.

0of ~160 wordsAbout a minute spoken
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First, I stop anything still in flight — if it’s a staggered send, I pause the remaining batches immediately so I’m not compounding the number of people affected while I figure out what happened.…

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