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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 · Judgment

You're reviewing a pull request where the author used an AI assistant to write a caching layer. The code looks clean and the tests pass, but something about the invalidation logic feels off. What do you actually check before approving it?

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You're reviewing a pull request where the author used an AI assistant to write a caching layer. The code looks clean and the tests pass, but something about the invalidation logic feels off. What do you actually check before approving it?

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