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Insights

Notes from the build

How we think about retrieval, copilots, delivery, and the everyday craft of shipping software that holds up in production.

An application window with a copilot panel showing a suggested change as a before-and-after diff, a confidence meter, and Apply and Undo buttons

Shipping AI copilots users actually trust

The workflow and safety patterns behind copilots that hold up under real traffic.

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