AI让合并请求暴涨98%、交付稳定性却下滑7.2%：当代码生成进入生产，Java团队该守哪条底线

Faros 2025年针对一万多名开发者的研究显示，AI coding agent让合并请求数量暴涨98%、审查时间增长91%、变更规模扩大154%，但未审查PR比例在2026年秋季升至76%。DORA同期数据把25%的AI采用率提升与7.2%的交付稳定性下降关联在一起。当AI把代码生成速度推向新高度，工程质量的底线正在成为Java团队最现实的考题。 一、一组矛盾的数据：代码越写越快，系统越不稳 ...
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New Apache Log4j2 Flaw Lets Attackers Bypass Security Checks and Execute Remote Code

A newly disclosed Apache Log4j2 issue could allow attackers to bypass a deserialization allowlist and execute code remotely in narrowly defined deployments. The issue, tracked as Log4j2 #4255, affects ...