covering all the hot paths through the loop. the VM would start tracing there. When the inner loop exits, the VM would detect that a different branch was taken. The VM would try to record a branch ...

看了这么多GPT-6 Astra的案例，有做3D人体网站的，也有搓小游戏的。 但让我震惊的还是下面这个案例， 下面是一哥们睡了一觉，Opus花了10小时和Astra花了3小时， 分别复刻了完全能独立运行的Pubg类游戏项目。

本内容遵循CC 4.0 BY-SA版权协议 “diagram-design”这个词在2024年的前端和产品协作场景里，已经彻底脱离了“用鼠标拖拽几个方块”的初级认知。它不再单指某款工具的操作界面，而是一套融合 语义表达、版本控制、协作反馈、动态渲染与工程集成 的完整工作流。

Google自研AI智能体PageBreak已在自家Web应用中验证出超过500个跨站脚本（XSS）漏洞，而基于高保障Web框架构建的数百个应用仅发现2个。Google以此证明「安全设计」框架能抵御持续不断的自动化攻击。

YC W26批次项目Whiteboard发布了一款开源IDE，核心理念是先画后写——开发者在白板上用节点和箭头设计软件架构，IDE则基于设计骨架生成代码框架。该IDE强调可视化辅助思考，而非AI替代思考。302分、116条评论。

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