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GitHub logged nine incidents in May and dipped near 88% uptime in June as AI agents pushed weekly commits past 275 million. Microsoft is now routing overflow through AWS.
Documentation rot used to be cheap because a confused human would ask a question. AI coding agents don't ask. Here's the CI-enforced system that catches drift before an agent acts on it.
Most AI coding tool comparisons measure autocomplete and greenfield code generation. Backend engineers spend most of their time reading, debugging, and refactoring — a different workflow with a different ranking.
AI tools complete most take-home coding assignments in minutes. The more important question is what we were measuring in the first place, and whether the format ever measured it well.
AI coding productivity studies swing between '26% faster' and '19% slower on real tasks'. Both are probably correct — for different things. Here's what the research actually measures and what you should track instead.
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