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Three major AI coding tools switched to metered billing in 2026, and one vendor’s 24-hour near-miss on plan access showed how thin the flat fee always was. Here’s what actually drives the bill, and how to budget it.
Cheating on take-home coding tests is near 48% for technical roles. The rush back to camera-monitored live coding solves the cheating problem while breaking a different one.
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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