AI 辅助开发的关键不在 AI 本身的能力，而在于人为 AI 建立的约束体系——通过 Skills 技能包注入领域知识、AGENTS.md 沉淀项目规范、飞轮效应让错误只犯一次，将模糊目标转化为 AI 可精确执行的高质量指令，从提出需求到代码合入，甚至本篇分享也是AI生成。

深夜调试接口、同时运行IDE、Docker、数据库和Chrome二十个标签页——程序员的桌面，从来不是简单的工具，而是生产力枢纽。当编译时间成为等待焦虑的源头，当虚拟机加载缓慢拖垮迭代节奏，一台真正懂开发逻辑的台式机，远比参数堆砌更关键：它需要在稳定散热中保持高频输出，在混合存储里平衡读写响应，在扩展性上预留未来三年技术栈升级空间，更要以合理预算覆盖从入门脚本到深度学习本地实验的全场景需求。 戴尔 ...

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作者｜董道力邮箱｜dongdaoli@pingwest.com开源，曾是美国科技产业最值得骄傲的发明之一。1984 年，麻省理工学院人工智能实验室里，一位留着大胡子、眼神倔强的程序员彻底被激怒了。打印机坏了，厂商却不肯交出源码。他一气之下辞掉体面的工作，写下 GNU 宣言。Richard Stallman ...

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HTML id and class attribute completion for Visual Studio Code. Remote and local style sheets with optional glob patterns and variable substitutions can be specified in VS Code settings per workspace ...

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