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Field notes on shipping AI inside real systems.

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Forward-deployed engineering: the model is the easy part

What a forward-deployed engineer does, how the role relates to staff augmentation, and what we learned connecting AI to our own platform's rules and workflows.

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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.
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Field notes on shipping AI inside real systems.

Forward-deployed engineering: the model is the easy part

We rebuilt our own hiring pipeline with AI