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Latest Writing
AI ships code faster than leaders can evaluate it. The gap between those two speeds is the problem most teams haven't named yet.
GitHub found developers complete tasks 55% faster with AI tools. Nobody measured what happened to the evaluation cycle. That asymmetry is where the real risk lives.
AI is borrowing your technical judgment. The question is whether you'll notice before you can't get it back.
Engineers who spend their days directing AI agents and reviewing generated output are experiencing the same skill decay that managers hit years ago. This is not a tooling problem. It's an atrophy problem.
Why PR bottlenecks survive every process fix you throw at them
Most teams attack PR bottlenecks with better tooling, shorter PRs, and review rotation schedules. None of it sticks. The bottleneck isn't the process. It's what you're rewarding.