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Most engineering metrics measure activity, not outcomes. As AI coding tools inflate the numbers further, it is time to be honest about what actually signals a healthy engineering team.
AI coding tools are raising PR velocity across the industry. They are also raising incident rates by 243%. Here is what the data shows and how to read the tradeoff honestly.
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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