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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。

Prompt 时代你是指令官，Context 时代你是材料员，Harness 时代你是工具配置师。到了 Loop 时代，你是循环设计师。不再亲手查日志、写修复、跑测试、推发布，而是设计让这些事情自动发生的规则系统。架构师管理的不是系统，是系统背后的规则。 大家好，我是玄姐 ...

Microsoft has announced the Surface RTX Spark Dev Box, a new compact desktop computer designed specifically for software developers, AI engineers and researchers. Microsoft has announced the Surface ...