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Showing posts from April, 2026

The bitter pill

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As AI adoption continues apace, one good thing coming out of this second mass experiment of the decade (the first being Work From Home, caused by Covid) is  data . As more and more companies adopt AI in the software development workflow, they are generating huge amounts of information about its effectiveness. The folks at CircleCI are in a unique position to collect the data across millions (28 million to be precise) of delivery pipelines they host. They have published a summary of their findings  here . So what do 28 million data points tell us about using AI in software delivery? It's..."interesting". TL;DR - AI's effect on branches is noticeable. It increases throughput of branches for median teams significantly (15%), but this increase never makes it to production; they are never released. The production release branch throughput degrades by ~7% for the average team - AI adoption slows down teams by quite a lot. As expected, the AI-induced pressure of generating m...