Android is also getting an upgrade for Circle to Search, enabling it to search for multiple objects seen on screen at once. One implementation of this is full-outfit searches using "find the look." Once the app has found all the individual pieces of the circled outfit, users can try them on virtually. This will be available on Galaxy S26 and Pixel 10 devices. The beefed-up feature can also be used to gain insights into multiple objects in an image.
其次是基础设施和生态的成熟，包括LangChain、AutoGPT等开源框架经过两年的迭代，已经形成了一套标准化的开发范式，极大地缩短了开发周期；Dify、Coze（扣子）等低代码/无代码平台的普及，让不懂代码的业务人员也能通过拖拉拽快速生成一个专用智能体；值得一提的是2025年Anthropic发布的MCP（模型上下文协议）和skills（技能系统）给智能体生态提供了重要的标准和启发：MCP作为一个开源协议标准，令大模型与外部数据源或工具之间的交互更统一、便捷，Skills则是把人类设计的完成某类任务所需的能力/工作流打包起来，让Agent在这类任务上可以更稳定的工作，虽然技术含量不高，但在当下有很强的实用性。，这一点在新收录的资料中也有详细论述
，详情可参考新收录的资料
This comes with several advantages and disadvantages. The advantages are:，推荐阅读新收录的资料获取更多信息
FT App on Android & iOS
Information compliance risksDo you have to sit through boring trainings each year on HIPAA compliance, or the requirements you face under the European Union's GDPR law? Then, in theory, you should already know that violating these laws carries stiff financial penalties for your company. Mishandling client or patient data could also cost you your job. Furthermore, you may have signed a non-disclosure agreement when you started your job. If you share any protected data with a third-party AI tool like Claude or ChatGPT, you could potentially be violating your NDA.