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  "introduction": "LangSmith 的可观测能力将模型和工具调用组织成完整追踪链，帮助定位多轮会话、检索流程和智能体轨迹中的失败。仪表盘可查看 Token、时延、费用、错误与反馈，也能运行在线评价和聚类分析。它支持其他框架与 OpenTelemetry，不要求应用采用 LangChain；托管、BYOC 与自托管的部署和数据流向不同。",
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    "originalName": "LangChain, Inc.",
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      "names": [
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      "display": "美国",
      "basis": "headquarters",
      "basisLabel": "公司总部"
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  "profileUpdatedOn": "2026-10-24",
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      "kind": "product",
      "url": "https://www.langchain.com/langsmith/observability"
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  ],
  "news": [],
  "links": {
    "interactive": "products/langsmith--b805.html",
    "reading": "read/zh/products/langsmith--b805.html",
    "markdown": "read/zh/products/langsmith--b805.md",
    "json": "read/zh/products/langsmith--b805.json"
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}