2026年春天，北京中关村某联合办公空间里，一位戴黑框眼镜的中年工程师正盯着屏幕上刚被AI重写的300行Java代码——不是在点赞，而是在皱眉。他没急着合并PR，而是点开Git Blame，翻出三年前同一段逻辑的原始提交记录，又调出上周客户投诉的埋点日志……这画面，像极了老司机修车时先摸底盘再看仪表盘——技术在狂奔，人却在踩刹车校准方向。 这不是焦虑，这是清醒；不是退场，而是换赛道。 就在上个月， ...

OpenAI 也在 2026 年 8 月明确提出，开发者可以基于开放的 Codex Harness 构建业务应用，而不必从零实现 Agent 执行内核。 通过 Skills 组织工程经验，通过 Rules 表达适用的工程约束，通过 MCP 等工具接口连接内部系统，通过上下文服务提供业务知识，通过自动化评测和质量门禁验证交付结果。

Grok Bot工程负责人Lauren Tan（土豆姐）把自己在用的Harness开源了：58个Skills、窄PR独立验收、按目标自动路由剧本，还能让Agent过夜跑循环。她说4天合进1150个PR，靠的不是更聪明的模型，而是把规范焊进流程。

In a Nov. 1 blog post, software engineer Nicolas Chagnet argues that Gleam pairs a simple functional syntax with the Erlang ...

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Twine is a free, open-source dev tool for designing interactive fiction and text-based games. Turns out it's perfect for ...

A collection of Java programs created while learning and practising Java. Programs are organized by topic, with dated folders preserving the original practice-session labels. This first published ...

Farran Powell is the managing editor of investing at Forbes Advisor. She was previously the assistant managing editor of investing at U.S. News & World Report. Her work has appeared in numerous ...

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You apply an AI-generated patch. The build passes. Existing tests also pass. You run the PoC that reproduced the ...

Apache Spark 4.3 brings stateful streaming with millisecond-scale latency, history-preserving Auto CDC, and faster data and ...