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。
For a long time fat was seen simply as an inert yellow substance wrapping around our bodies, but now that’s changing. Scientists are beginning to understand that our fat is actually intricate and dynamic, constantly in conversation with the rest of the body. It’s now even considered by some to be an organ in its own right. To find out more about the complex role fat plays in our health, Ian Sample hears from co-host Madeleine Finlay and from Declan O’Regan, professor of cardiovascular AI at Imperial College London
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UK government staff have been withdrawn from Iran