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ESSAY一个传统后端工程师看 Claude Code 自动生成的代码，命名混乱，不遵守团队规范，几百行逻辑挤在一个文件里。他的评价：屎山反过来，一个跑在 Claude Code 上的 agent 试图调用这位工程师维护了三年的系统。登录要 session，改个配置要导航五层菜单，接口文档是给人类读的散文体，报错信息是一句自然语言弹窗。agent ...

这一转变也要求AI IDE也从简单的编写代码和组织文件，转向组织智能体。这也符合卡帕西的预判，即AI Coding时代人们依然需要IDE，甚至需要一个更庞大的IDE，用它来管理智能体。这就是IDE未来的发展方向。