Essays on AI productivity, engineering culture, and what the data actually says.
5 essays
Every AI productivity study is a photograph of a river. By the time you develop the film, the water has moved.
The experience gap in AI-assisted coding isn't a bug in the tools. It's a feature of expertise itself.
AI didn't reduce the demand on your best engineers. It redirected it. 6.5% more code reviewed. 19% less original work.
We're writing more code than ever. We're also duplicating more, refactoring less, and quietly degrading the thing we're building.
Adoption went up. AI-authored code went up. Gains flatlined. The bottleneck was never the tools.