先说一个我踩过的坑:本地同时维护三个 Python 项目,一个跑 FastAPI 做后端,一个用 PyTorch 训模型,还有一个是给同事写的爬虫脚本。三个项目依赖版本互相打架,这本来用 venv 就能解决。但真正让人头疼的是 AI 补全插件——它默认读的是全局 Python 解释器 ...
当AI 承担大部分代码产出时,语言的评价标准从表达力转向反馈确定性——所以选择那个给你的 AI 反馈最多、最便宜、最不漏的语言。 引子:一个正在发生但没被充分定价的变化 2026 年,Sonar 对 1100 多名职业开发者的调查给出了一组数字:AI ...
IT之家 9 月 24 日消息,科技媒体 Windows Latest 昨日(9 月 23 日)发布博文,报道称微软开源 Windows Developer Config,可通过 1 条 PowerShell 命令将全新 Windows 11 部署为开发工作站。 用户在输入该 PowerShell 命令后,该命令包含 11 个阶段和 50 个步骤,整个配置过程约为 30 分钟,不过使用前需要确保设 ...
原创 最新推荐文章于 2026-10-06 07:15:00 发布 · 544 阅读 平时我们用vscode copilot/codex写代码,总会陷入一个两难。简单的小函数,开大模型响应慢还浪费token;复杂重构或者排查疑难bug,轻量模型又智商不够,写出来一堆漏洞。 过去的做法只能靠人自己判断:这次 ...
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Project Zenith proves that a bloat-free Windows 11 can exist. Why is Microsoft reserving it for developers with 64GB of RAM?