Claude 帮人干掉电视广告，简直就是给当年那组超级碗广告免费拍了部续集。 当天这台电视里的广告、预装的流氓软件、卡得像幻灯片一样的界面全给干没了，老哥还顺手把屏保换成了自己公司的实时进账看板。 推文才发出去一天多，直接飙到 200 多万浏览，评论区一堆人照着抄作业，完了纷纷回来还愿，说自家的智能电视现在「快得像闪电」。 效果堪比：安卓 TV 与 苹果 TV（实际上右边是左边改的） 甚至有网友更 ...

摘要：针对移动应用自动化测试中脚本维护成本高、跨设备适配困难等问题，本文提出了一种基于多模态大模型的跨设备协同测试框架。该框架采用视觉理解与自然语言处理相结合的技术路线，破除了传统基于文档对象模型定位方法对页面结构的强依赖性，建立“视觉感知—语义理解 ...

针对这个问题，研究人员提出 COBRA。它沿用了可信规划与不可信执行隔离的思路，但额外要求：在 Agent 接触外部数据之前，不仅要确定可能执行哪些步骤，还要为每条分支规定允许使用的工具、访问的目标以及关键参数范围。

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