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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 · Tool Usage

Walk me through how you decide when to let an AI pair-programming tool write a function outright versus when you write it yourself line by line — say, generating a REST endpoint handler versus implementing token validation in your auth middleware.

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I let the tool run ahead on code where correctness is easy to verify and the blast radius of a mistake is small — CRUD handlers, serialization, test scaffolding, boilerplate that f

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