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。
Over half of Americans, 60%, say a weeklong vacation is unaffordable—and even 49% report the small joy of going out to dinner is out of their budgets. Around 74% also say buying a new car is too expensive, but beyond these commonplace “luxuries,” U.S. adults are battling the exorbitant costs of everyday essentials. Among those who were surveyed, many found healthcare (56%), energy utilities (45%), and groceries (45%) to be out of their price range.
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彼时OpenAI也收获了一片好评，被认为是“死对头”AI公司在大是大非面前可以统一战线的佳话。
In fact, this continuity of design is part of the whole appeal. The ThinkPad is a no-nonsense, reliable workhorse that doesn't employ gimmicky designs or fad features. Instead, it uses one standard physical form and diversifies the hardware for different price points and use cases.，更多细节参见PDF资料