it does not mean the conduct is right. That gap is where this essay begins.
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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《华为具身智能「1号员工」周顺波离职创业》鲸犀