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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 · Agentic Workflows

You're asked to set up an agentic workflow that takes an approved hero design and automatically produces every resized, localized variant a campaign needs — social crops, print bleeds, translated copy. What oversight do you build in before you'd trust it unsupervised?

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I'd never run that fully unsupervised, because the failure mode isn't dramatic — it's a hundred quietly wrong assets, like a crop that clips a logo or translated copy that overflow

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