Field notes on shipping AI inside real systems.

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We rebuilt our own hiring pipeline with AI

Two stages of our own recruiting operation depended on scarce specialist time: assessing senior engineers, and turning interviews into client-ready profiles. We redesigned both around AI. What we built, what it took to trust it, and the numbers.