What we learn while we build

Honest notes from real projects: the wins, the dead ends, and where AI actually saves the hours.

You have one build cycle left before automation eats the busywork

A field note on where AI assisted engineering is heading, and why the teams that lean into automation now will own the next release cycle.

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