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 ...

10月1日，IBM宣布其AI编程平台Bob正式上线完全本地化版本，可在企业自有服务器、私有云甚至完全断网的air-gapped环境中运行。这意味着金融、政府、国防等对数据流向有硬约束的行业，第一次能部署覆盖完整软件生命周期的多Agent编程系统。当全 ...

当然是不断抽象，不断重构出来的。 就好像毛毛虫变成蝴蝶一样，软件突破某一个节点，突然就变成了所谓的教科书级项目。 至于没重构成功，没突破桎梏的那些，当然是直接死了，你连听都没听说过。 分层和抽象是成功项目的果而不是因。 即便是 linux/llvm/pgsql 这样的顶级项目也不是第一天就是这么复杂，这么有条理的。 早期的 Linux 压根就没有 arch ...

原创 最新推荐文章于 2026-10-08 21:02:44 发布 · 338 阅读 把每个 thread_id 的状态存成 sqlite 的一行（含 messages、节点位置、中断点）。这对聊天还行，生产里的 Agent——用户会话、购物车、审批进度——一旦断了电就全没，绝不能只放内存。让 Agent 的「记忆」从易碎 ...

The Apache NetBeans team has just released NetBeans 31, the most recent version of the open-source, cross-platform IDE, with a number of improvements in Java development, Maven and Gradle integration, ...

Oracle, one of the biggest names in enterprise software, banned AI-generated content from OpenJDK, the open source project that powers Java, one of the most widely used programming languages on the ...

Enterprise Java platforms remain attractive targets because middleware often exposes paths developers assumed were internal. New research presented for Black Hat 2026 describes 12 flaws across ...

A licensed attorney with nearly a decade of experience in content production, Valerie Catalano knows how to help readers digest complicated information about the law in an approachable way. Her ...

Use Visual Studio Code to create a function that responds to HTTP requests from a template. Use GitHub Copilot to improve the generated function code, verify code updates locally, and then deploy it ...

The latest flare-up in the debate over AI-assisted coding did not come from a new model release or a benchmark result. It came from a single line of text buried inside a software update. Earlier this ...

The controversy over vibe coding reached a new high this week after a developer added hidden instructions to his open source Java testing app to sabotage projects performed by AI coding agents. The ...