从经济视角来看,这是一次全社会的AI认知跃迁,算力投资不再囤而不用,数据成为模型迭代核心,平台控制力成为新的商业竞争指标。当几百万个Agent在全球终端昼夜运行,中国AI产业链正在形成独特优势,也为投资者和企业提供清晰的结构性机会。这场从算力到数据,再到平台的三重变革,标志着国产AI从“会说话”迈向“会做事”,正在书写新的产业篇章。
struct.get, nominal types receive all their values via a catch
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Anthropic's Advanced Tool Use guide describes Tool Search, a first-party deferred-loading mechanism built into the Claude API. It solves the same core problem — don't pay for tools you're not using — but at the API level rather than the CLI level. mcp2cli complements this by working with any LLM provider, returning more compact discovery output, and covering OpenAPI specs alongside MCP servers.
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In addition, X announced Friday that the integrated chatbot Grok is now capable of reading X’s long-form content, known as Articles. This feature, too, is underutilized, as creators who publish lengthy written text tend to prefer doing so through their own websites or newsletters.