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。
「圍繞整肅行動的公開語言並未提供太多有關內部實際情況的細節，從中無法確定究竟是貪腐、政治鬥爭、純粹的清洗，或是其他原因。」新加坡國立大學的莊嘉穎教授說。
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Hospitals and care homes in the UK face “an impending car crash”, experts have warned, as research shows the number of overseas nurses and carers has collapsed.
Dr Greg Leo, an economist at Vanderbilt University in Nashville, Tennessee, has come up with a compatibility algorithm. It finds that not only might you have a "One" you have lots of "Ones".
In a statement on Microsoft's website Booty appeared to try and ease concerns the reshuffle could mean a wider shake-up across Xbox, saying "there are no organisational changes underway for our studios".