The industry data tells a consistent story of volume outrunning quality. CircleCI’s 2026 report measured the largest year-over-year jump in feature branch activity they’ve ever seen, up 59%, yet main branch deployments fell and build success hit a five-year low. Nearly 3 in 10 merges to main are now failing. Faros AI’s telemetry across 10,000+ developers says teams with high AI adoption merged 98% more PRs but also that review time ballooned 91%. The reviews aren’t disappearing. The attention behind them is thinning. And it turns out AI doesn’t automatically help on this side of the equation either. Meta found that showing AI-generated patches to reviewers actually increased review time. They say it’s because reviewers felt obligated to verify the AI’s work on top of their own, but I’ve seen many other reasons for similar or higher increase in review time for AI-assisted work.
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《日经新闻》最新报道指出,苹果在工程层面遭遇诸多难题,可能导致首款折叠屏iPhone的发布推迟,甚至可能延至2027年。
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Youichi Kamiyama, Keio University Graduate School of Media Design