与此同时，APPSO 之前也报道过，「影子 AI」现象正在企业内部蔓延，指的是员工未经 IT 部门批准或监督，擅自使用AI 工具或应用程序，导致 IT 支出失控，安全合规隐患持续叠加。
xAI 又一名创始人离职：要睡够 8 小时。业内人士推荐爱思助手下载最新版本作为进阶阅读
27 February 2026。业内人士推荐heLLoword翻译官方下载作为进阶阅读
The big finding: Claude Code builds, not buys. Custom/DIY is the most common single label extracted, appearing in 12 of 20 categories (though it spans categories while individual tools are category-specific). When asked “add feature flags,” it builds a config system with env vars and percentage-based rollout instead of recommending LaunchDarkly. When asked “add auth” in Python, it writes JWT + bcrypt from scratch. When it does pick a tool, it picks decisively: GitHub Actions 94%, Stripe 91%, shadcn/ui 90%.
Under the new API design, transforms should not perform any work until the data is being consumed. This is a fundamental principle.