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，这一点在同城约会中也有详细论述
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。
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“You may think that what I’m telling you is a made-up story from a Hollywood movie,” Hunter told the jury in her opening statement. It was a fitting introduction to a four-day trial that came to resemble an endless heist film. Although jail officials and police officers testified, the most crucial evidence was presented on large monitors. For hours, the jury watched surveillance footage of Friedmann going about his “work.” One juror dozed off, but, as Moore told me, the overkill was intentional, to underscore that “this was a concerted effort.”