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{\n    parentName: \"sup\",\n    \"href\": \"#fn-5\",\n    \"className\": \"footnote-ref\"\n  }, \"5\"))), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"A2A\\u534F\\u8BAE\\u7684\\u5173\\u952E\\u7279\\u6027\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"Agent\\u8EAB\\u4EFD\\u548C\\u80FD\\u529B\\u63CF\\u8FF0\"), \":\\u901A\\u8FC7Agent Card\\u58F0\\u660EAgent\\u7684\\u529F\\u80FD\\u3001\\u8F93\\u5165/\\u8F93\\u51FA\\u683C\\u5F0F\\u548C\\u9650\\u5236\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u6807\\u51C6\\u5316\\u6D88\\u606F\\u683C\\u5F0F\"), \":\\u786E\\u4FDD\\u4E0D\\u540CAgent\\u4F7F\\u7528\\u76F8\\u540C\\u534F\\u8BAE\\u8FDB\\u884C\\u901A\\u4FE1\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u5B89\\u5168\\u548C\\u8BA4\\u8BC1\\u673A\\u5236\"), \":\\u867D\\u7136A2A\\u786E\\u4FDD\\u901A\\u4FE1\\u517C\\u5BB9\\u6027,\\u4F46\\u9700\\u8981\\u989D\\u5916\\u7684\\u5B89\\u5168\\u5C42\\u6765\\u9632\\u6B62\\u6076\\u610F\\u653B\\u51FB\")), mdx(\"p\", null, \"\\u7136\\u800C,\\u7814\\u7A76\\u8005\\u6307\\u51FA,A2A\\u548C\\u7C7B\\u4F3C\\u7684ACP(Agent Communication Protocol)\\u53EA\\u662F\\u786E\\u4FDD\\u4E0D\\u540CAgent\\u53EF\\u4EE5\\u4F7F\\u7528\\u76F8\\u540C\\u534F\\u8BAE\\u8FDB\\u884C\\u901A\\u4FE1,\\u5E76\\u6CA1\\u6709\\u89E3\\u51B3\\u534F\\u8BAE\\u7684\\u6574\\u4F53\\u5B89\\u5168\\u6027\\u95EE\\u9898\\u3002\\u5728\\u5B9E\\u9645\\u7684Agent\\u7CFB\\u7EDF\\u4E2D,\\u67D0\\u4E9BAgent\\u53EF\\u80FD\\u88AB\\u6076\\u610F\\u653B\\u51FB,\\u5BFC\\u81F4\\u5B83\\u4EEC\\u9891\\u7E41\\u53D1\\u9001\\u8BF7\\u6C42\\u6216\\u6D88\\u606F,\\u7C7B\\u4F3C\\u4E8EDDoS\\u653B\\u51FB\\u3002\", mdx(\"sup\", {\n    parentName: \"p\",\n    \"id\": \"fnref-5\"\n  }, mdx(\"a\", {\n    parentName: \"sup\",\n    \"href\": \"#fn-5\",\n    \"className\": \"footnote-ref\"\n  }, \"5\"))), mdx(\"h3\", {\n    \"id\": \"33-opentelemetry在ai-agent系统中的实际应用\"\n  }, mdx(\"a\", {\n    parentName: \"h3\",\n    \"href\": \"#33-opentelemetry%E5%9C%A8ai-agent%E7%B3%BB%E7%BB%9F%E4%B8%AD%E7%9A%84%E5%AE%9E%E9%99%85%E5%BA%94%E7%94%A8\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"3.3 OpenTelemetry\\u5728AI Agent\\u7CFB\\u7EDF\\u4E2D\\u7684\\u5B9E\\u9645\\u5E94\\u7528\"), mdx(\"h4\", {\n    \"id\": \"331-使用opentelemetry-baggage进行会话跟踪\"\n  }, mdx(\"a\", {\n    parentName: \"h4\",\n    \"href\": \"#331-%E4%BD%BF%E7%94%A8opentelemetry-baggage%E8%BF%9B%E8%A1%8C%E4%BC%9A%E8%AF%9D%E8%B7%9F%E8%B8%AA\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"3.3.1 \\u4F7F\\u7528OpenTelemetry Baggage\\u8FDB\\u884C\\u4F1A\\u8BDD\\u8DDF\\u8E2A\"), mdx(\"p\", null, \"Cisco Outshift\\u4E0EMicrosoft\\u548CSplunk\\u5408\\u4F5C,\\u5C06\\u65B0\\u7684\\u8BED\\u4E49\\u7EA6\\u5B9A\\u5F15\\u5165OpenTelemetry,\\u4EE5\\u89E3\\u51B3Multi-Agent\\u53EF\\u89C2\\u6D4B\\u6027\\u7684\\u590D\\u6742\\u6027\\u3002\", mdx(\"sup\", {\n    parentName: \"p\",\n    \"id\": \"fnref-6\"\n  }, mdx(\"a\", {\n    parentName: \"sup\",\n    \"href\": \"#fn-6\",\n    \"className\": \"footnote-ref\"\n  }, \"6\"))), mdx(\"p\", null, \"\\u4ED6\\u4EEC\\u63D0\\u51FA\\u7684\\u65B9\\u6CD5\\u5305\\u62EC\\u4F7F\\u7528OpenTelemetry Baggage\\u6765\\u7EF4\\u62A4Agent\\u7CFB\\u7EDF\\u4E2D\\u7684\\u4F1A\\u8BDD\\u548C\\u8DDF\\u8E2A\\u8FDE\\u7EED\\u6027:\"), mdx(\"pre\", null, mdx(\"code\", {\n    parentName: \"pre\",\n    \"className\": \"language-python\"\n  }, \"from opentelemetry import baggage, context\\n\\n# \\u4E3A\\u5206\\u6790\\u6DFB\\u52A0\\u81EA\\u5B9A\\u4E49\\u5143\\u6570\\u636E\\nctx = baggage.set_baggage(\\\"user.type\\\", \\\"premium\\\")\\nctx = baggage.set_baggage(\\\"experiment.id\\\", \\\"travel-agent-v2\\\")\\nctx = baggage.set_baggage(\\\"conversation.topic\\\", \\\"business-travel\\\")\\nctx = baggage.set_baggage(\\\"session.id\\\", \\\"user-session-123\\\")\\n\\n# \\u6FC0\\u6D3B\\u4E0A\\u4E0B\\u6587\\u4EE5\\u4F7F\\u5176\\u5BF9\\u6240\\u6709\\u540E\\u7EED\\u64CD\\u4F5C\\u751F\\u6548\\ncontext.attach(ctx)\\n\")), mdx(\"p\", null, \"\\u8FD9\\u79CD\\u65B9\\u6CD5\\u7684\\u4F18\\u52BF\\u5728\\u4E8E:\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u7B26\\u5408W3C Baggage\\u89C4\\u8303\"), \":\\u7B80\\u5355\\u7684ASCII\\u952E/\\u503C\\u4F7F\\u7528\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u8F7B\\u91CF\\u7EA7\"), \":\\u6700\\u5C0F\\u5316\\u5EF6\\u8FDF\\u5F71\\u54CD\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u8DE8\\u670D\\u52A1\\u4F20\\u64AD\"), \":\\u4F1A\\u8BDDID\\u53EF\\u4EE5\\u5728\\u6574\\u4E2AAgent\\u7F51\\u7EDC\\u4E2D\\u4F20\\u64AD\")), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u6311\\u6218\\u4E0E\\u8003\\u8651\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5927\\u5C0F\\u9650\\u5236:Baggage\\u6709\\u5927\\u5C0F\\u7EA6\\u675F\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5EF6\\u8FDF\\u5F71\\u54CD:\\u9700\\u8981\\u6743\\u8861\\u6570\\u636E\\u5B8C\\u6574\\u6027\\u548C\\u6027\\u80FD\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5B89\\u5168\\u6027:\\u4F1A\\u8BDDID\\u53EF\\u80FD\\u6210\\u4E3A\\u6F5C\\u5728\\u7684\\u5B89\\u5168\\u95EE\\u9898\")), mdx(\"h4\", {\n    \"id\": \"332-实际集成示例agntcy项目\"\n  }, mdx(\"a\", {\n    parentName: \"h4\",\n    \"href\": \"#332-%E5%AE%9E%E9%99%85%E9%9B%86%E6%88%90%E7%A4%BA%E4%BE%8Bagntcy%E9%A1%B9%E7%9B%AE\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"3.3.2 \\u5B9E\\u9645\\u96C6\\u6210\\u793A\\u4F8B:AGNTCY\\u9879\\u76EE\"), mdx(\"p\", null, \"Cisco\\u7684AGNTCY\\u9879\\u76EE\\u4E3AMulti-Agent\\u7CFB\\u7EDF\\u63D0\\u4F9B\\u4E86\\u57FA\\u672C\\u6807\\u51C6\\u548C\\u7EC4\\u4EF6,\\u5305\\u62ECAgent Directory Service\\u3001\\u5B89\\u5168\\u4F4E\\u5EF6\\u8FDF\\u6D88\\u606F\\u4F20\\u9012(SLIM)\\u3001Agent\\u8EAB\\u4EFD\\u548CAgent\\u53EF\\u89C2\\u6D4B\\u6027\\u3002\\u8BE5\\u9879\\u76EE\\u652F\\u6301\\u5173\\u952E\\u534F\\u8BAE,\\u5982Agent\\u95F4\\u901A\\u4FE1\\u7684A2A\\u548CAgent\\u8BBF\\u95EE\\u5916\\u90E8\\u5DE5\\u5177\\u7684\\u6A21\\u578B\\u4E0A\\u4E0B\\u6587\\u534F\\u8BAE(MCP)\\u3002\", mdx(\"sup\", {\n    parentName: \"p\",\n    \"id\": \"fnref-6\"\n  }, mdx(\"a\", {\n    parentName: \"sup\",\n    \"href\": \"#fn-6\",\n    \"className\": \"footnote-ref\"\n  }, \"6\"))), mdx(\"p\", null, \"\\u901A\\u8FC7\\u5C06\\u53EF\\u89C2\\u6D4B\\u6027\\u6807\\u51C6\\u5D4C\\u5165AGNTCY,\\u53EF\\u4EE5\\u5B9E\\u73B0\\u8DE8Multi-Agent\\u7CFB\\u7EDF\\u7684Agent\\u4EA4\\u4E92\\u7684\\u4E00\\u81F4\\u76D1\\u63A7\\u548C\\u8DDF\\u8E2A\\u3002\"), mdx(\"hr\", null), mdx(\"h2\", {\n    \"id\": \"第四部分框架开发者的实施方法\"\n  }, mdx(\"a\", {\n    parentName: \"h2\",\n    \"href\": \"#%E7%AC%AC%E5%9B%9B%E9%83%A8%E5%88%86%E6%A1%86%E6%9E%B6%E5%BC%80%E5%8F%91%E8%80%85%E7%9A%84%E5%AE%9E%E6%96%BD%E6%96%B9%E6%B3%95\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"\\u7B2C\\u56DB\\u90E8\\u5206:\\u6846\\u67B6\\u5F00\\u53D1\\u8005\\u7684\\u5B9E\\u65BD\\u65B9\\u6CD5\"), mdx(\"h3\", {\n    \"id\": \"41-内置插桩-vs-外部插桩\"\n  }, mdx(\"a\", {\n    parentName: \"h3\",\n    \"href\": \"#41-%E5%86%85%E7%BD%AE%E6%8F%92%E6%A1%A9-vs-%E5%A4%96%E9%83%A8%E6%8F%92%E6%A1%A9\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"4.1 \\u5185\\u7F6E\\u63D2\\u6869 vs \\u5916\\u90E8\\u63D2\\u6869\"), mdx(\"p\", null, \"\\u6846\\u67B6\\u5F00\\u53D1\\u8005\\u6709\\u4E24\\u79CD\\u4E3B\\u8981\\u7684\\u53EF\\u89C2\\u6D4B\\u6027\\u5B9E\\u65BD\\u65B9\\u6CD5:\", mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://uptrace.dev/blog/ai-agent-observability\"\n  }, \"Source\")), mdx(\"h4\", {\n    \"id\": \"411-内置插桩-baked-in-instrumentation\"\n  }, mdx(\"a\", {\n    parentName: \"h4\",\n    \"href\": \"#411-%E5%86%85%E7%BD%AE%E6%8F%92%E6%A1%A9-baked-in-instrumentation\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"4.1.1 \\u5185\\u7F6E\\u63D2\\u6869 (Baked-in Instrumentation)\"), mdx(\"p\", null, 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\"\\u9650\\u5236\\u9AD8\\u7EA7\\u7528\\u6237\\u7684\\u5B9A\\u5236\\u9009\\u9879\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u6846\\u67B6\\u66F4\\u65B0\\u53EF\\u80FD\\u4E0E\\u53EF\\u89C2\\u6D4B\\u6027\\u9700\\u6C42\\u4E0D\\u540C\\u6B65\")), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u6700\\u4F73\\u5B9E\\u8DF5\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u4F7F\\u9065\\u6D4B\\u6570\\u636E\\u53EF\\u914D\\u7F6E\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u89C4\\u5212\\u4E0E\\u5916\\u90E8\\u63D2\\u6869\\u7684\\u517C\\u5BB9\\u6027\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u8003\\u8651\\u5728OpenTelemetry\\u6CE8\\u518C\\u8868\\u4E2D\\u5217\\u51FA\\u6846\\u67B6\")), mdx(\"h4\", {\n    \"id\": \"412-外部opentelemetry插桩-external-opentelemetry-instrumentation\"\n  }, mdx(\"a\", {\n    parentName: \"h4\",\n    \"href\": 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\":\\u90E8\\u7F72\\u5728\\u81EA\\u5DF1\\u7684\\u57FA\\u7840\\u8BBE\\u65BD(EC2\\u3001EKS\\u3001Lambda\\u7B49)\\u4E0A,\\u63D0\\u4F9B\\u76F8\\u540C\\u7684\\u76D1\\u63A7\\u80FD\\u529B\")), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u5B9E\\u65BD\\u793A\\u4F8B\"), \":\"), mdx(\"pre\", null, mdx(\"code\", {\n    parentName: \"pre\",\n    \"className\": \"language-python\"\n  }, \"# Runtime\\u6258\\u7BA1Agent\\u793A\\u4F8B\\nfrom strands import Agent, tool\\nfrom strands.models import BedrockModel\\nfrom bedrock_agentcore.runtime import BedrockAgentCoreApp\\n\\nmodel = BedrockModel(model_id=\\\"anthropic.claude-3-5-sonnet\\\")\\nagent = Agent(\\n    model=model,\\n    tools=[your_tools],\\n    system_prompt=\\\"Your agent instructions\\\"\\n)\\n\\n# \\u53EA\\u9700\\u6DFB\\u52A0\\u56DB\\u884C\\u4EE3\\u7801\\u5373\\u53EF\\u542F\\u7528\\u5B8C\\u6574\\u53EF\\u89C2\\u6D4B\\u6027\\napp = BedrockAgentCoreApp()\\n\\n@app.entrypoint\\ndef agent_handler(payload):\\n    user_input = payload.get(\\\"prompt\\\")\\n    response = agent(user_input)\\n    return response.message['content'][0]['text']\\n\\nif __name__ == \\\"__main__\\\":\\n    app.run()\\n\")), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u6700\\u4F73\\u5B9E\\u8DF5\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u4ECE\\u7B80\\u5355\\u5F00\\u59CB,\\u7136\\u540E\\u6269\\u5C55\"), \":\\u5728\\u6DFB\\u52A0\\u81EA\\u5B9A\\u4E49Span\\u6216\\u5C5E\\u6027\\u4E4B\\u524D,\\u5148\\u4F7F\\u7528\\u57FA\\u672C\\u7684\\u81EA\\u52A8\\u63D2\\u6869\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u6839\\u636E\\u5F00\\u53D1\\u9636\\u6BB5\\u914D\\u7F6E\"), \":\\u5F00\\u53D1\\u9636\\u6BB5\\u4F7F\\u7528\\u9AD8\\u8BE6\\u7EC6\\u5EA6\\u548C\\u6355\\u83B7\\u6240\\u6709\\u8DDF\\u8E2A;\\u751F\\u4EA7\\u73AF\\u5883\\u4F18\\u5316\\u6548\\u7387,\\u4F7F\\u7528\\u6700\\u5C0F\\u65E5\\u5FD7\\u548C\\u6218\\u7565\\u91C7\\u6837\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u4F7F\\u7528\\u4E00\\u81F4\\u7684\\u547D\\u540D\"), \":\\u4E3A\\u670D\\u52A1\\u3001Span\\u548C\\u5C5E\\u6027\\u5EFA\\u7ACB\\u547D\\u540D\\u7EA6\\u5B9A\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u8FC7\\u6EE4\\u654F\\u611F\\u6570\\u636E\"), \":\\u4ECE\\u53EF\\u89C2\\u6D4B\\u6027\\u5C5E\\u6027\\u548C\\u6709\\u6548\\u8D1F\\u8F7D\\u4E2D\\u8FC7\\u6EE4\\u654F\\u611F\\u6570\\u636E\")), mdx(\"h4\", {\n    \"id\": \"512-azure-ai-foundry-observability\"\n  }, mdx(\"a\", {\n    parentName: \"h4\",\n    \"href\": \"#512-azure-ai-foundry-observability\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"5.1.2 Azure AI Foundry Observability\"), mdx(\"p\", null, \"Microsoft\\u7684Azure AI Foundry Observability\\u662F\\u4E00\\u4E2A\\u7EDF\\u4E00\\u7684\\u89E3\\u51B3\\u65B9\\u6848,\\u7528\\u4E8E\\u8BC4\\u4F30\\u3001\\u76D1\\u63A7\\u3001\\u8DDF\\u8E2A\\u548C\\u6CBB\\u7406AI\\u7CFB\\u7EDF\\u5728Azure AI Foundry\\u4E2D\\u7684\\u8D28\\u91CF\\u3001\\u6027\\u80FD\\u548C\\u5B89\\u5168\\u6027\\u3002\", mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://azure.microsoft.com/en-us/blog/agent-factory-top-5-agent-observability-best-practices-for-reliable-ai/\"\n  }, \"Source\")), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u4E94\\u5927\\u6700\\u4F73\\u5B9E\\u8DF5\"), \":\"), mdx(\"ol\", null, mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u4F7F\\u7528\\u57FA\\u51C6\\u9A71\\u52A8\\u7684\\u6392\\u884C\\u699C\\u9009\\u62E9\\u6B63\\u786E\\u7684\\u6A21\\u578B\"), \":Azure AI Foundry\\u63D0\\u4F9B\\u5F00\\u7BB1\\u5373\\u7528\\u7684\\u591A\\u4E2AAgent\\u8BC4\\u4F30\\u5668,\\u5305\\u62EC\\u610F\\u56FE\\u89E3\\u6790\\u3001\\u4EFB\\u52A1\\u9075\\u4ECE\\u6027\\u3001\\u5DE5\\u5177\\u8C03\\u7528\\u51C6\\u786E\\u6027\\u548C\\u54CD\\u5E94\\u5B8C\\u6574\\u6027\")), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, 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AI Foundry\\u7684AI Red Teaming Agent\\u81EA\\u52A8\\u5316\\u5BF9\\u6297\\u6027\\u6D4B\\u8BD5,\\u6D4B\\u91CF\\u98CE\\u9669\\u5E76\\u751F\\u6210\\u51C6\\u5907\\u62A5\\u544A\")), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u4F7F\\u7528\\u8DDF\\u8E2A\\u3001\\u8BC4\\u4F30\\u548C\\u8B66\\u62A5\\u5728\\u751F\\u4EA7\\u4E2D\\u76D1\\u63A7Agent\"), \":\\u901A\\u8FC7Azure Monitor Application Insights\\u548CAzure Workbooks\\u63D0\\u4F9B\\u7684\\u7EDF\\u4E00\\u4EEA\\u8868\\u677F\\u5B9E\\u73B0\\u6301\\u7EED\\u76D1\\u63A7\"))), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u72EC\\u7279\\u4F18\\u52BF\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u7AEF\\u5230\\u7AEF\\u96C6\\u6210\"), \":\\u4ECE\\u6A21\\u578B\\u9009\\u62E9\\u5230\\u5B9E\\u65F6\\u8C03\\u8BD5,\\u5C06\\u53EF\\u89C2\\u6D4B\\u6027\\u6784\\u5EFA\\u5230AI\\u5F00\\u53D1\\u5FAA\\u73AF\\u4E2D\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u6CBB\\u7406\\u96C6\\u6210\"), \":\\u4E0EMicrosoft Purview\\u3001Credo AI\\u548CSaidot\\u96C6\\u6210,\\u5E2E\\u52A9\\u7B26\\u5408EU AI Act\\u7B49\\u76D1\\u7BA1\\u6846\\u67B6\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"AI\\u9A71\\u52A8\\u7684Red Teaming\"), \":\\u81EA\\u52A8\\u5316\\u5BF9\\u6297\\u6027\\u6D4B\\u8BD5,\\u6A21\\u62DF\\u653B\\u51FB\\u5E76\\u9A8C\\u8BC1\\u5355\\u4E2AAgent\\u54CD\\u5E94\\u548C\\u590D\\u6742\\u5DE5\\u4F5C\\u6D41\")), mdx(\"h3\", {\n    \"id\": \"52-专业可观测性平台\"\n  }, mdx(\"a\", {\n    parentName: \"h3\",\n    \"href\": \"#52-%E4%B8%93%E4%B8%9A%E5%8F%AF%E8%A7%82%E6%B5%8B%E6%80%A7%E5%B9%B3%E5%8F%B0\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"5.2 \\u4E13\\u4E1A\\u53EF\\u89C2\\u6D4B\\u6027\\u5E73\\u53F0\"), mdx(\"h4\", {\n    \"id\": \"521-maxim-ai\"\n  }, mdx(\"a\", {\n    parentName: \"h4\",\n    \"href\": \"#521-maxim-ai\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"5.2.1 Maxim AI\"), mdx(\"p\", null, \"Maxim AI\\u662F\\u4E00\\u4E2A\\u7AEF\\u5230\\u7AEF\\u7684\\u8BC4\\u4F30\\u548C\\u53EF\\u89C2\\u6D4B\\u6027\\u5E73\\u53F0,\\u4E13\\u6CE8\\u4E8E\\u5F00\\u53D1\\u548C\\u751F\\u4EA7\\u4E2D\\u7684Agent\\u8D28\\u91CF\\u3002\\u5B83\\u5C06Playground++(\\u63D0\\u793A\\u5DE5\\u7A0B)\\u3001AI\\u9A71\\u52A8\\u7684\\u6A21\\u62DF\\u3001\\u7EDF\\u4E00\\u8BC4\\u4F30(LLM-as-judge\\u3001\\u7A0B\\u5E8F\\u5316\\u3001\\u4EBA\\u5DE5)\\u548C\\u5B9E\\u65F6\\u53EF\\u89C2\\u6D4B\\u6027\\u7ED3\\u5408\\u5230\\u4E00\\u4E2A\\u7CFB\\u7EDF\\u4E2D\\u3002\", mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://www.getmaxim.ai/articles/top-5-tools-for-ai-agent-observability-in-2025/\"\n  }, \"Source\")), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u6838\\u5FC3\\u80FD\\u529B\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u5168\\u9762\\u7684\\u5206\\u5E03\\u5F0F\\u8DDF\\u8E2A\"), \":\\u652F\\u6301\\u8DDF\\u8E2A\\u3001Span\\u3001\\u751F\\u6210\\u3001\\u68C0\\u7D22\\u3001\\u5DE5\\u5177\\u8C03\\u7528\\u3001\\u4E8B\\u4EF6\\u3001\\u4F1A\\u8BDD\\u3001\\u6807\\u7B7E\\u3001\\u5143\\u6570\\u636E\\u548C\\u9519\\u8BEF\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u5728\\u7EBF\\u8BC4\\u4F30\"), \":\\u5E26\\u6709\\u8B66\\u62A5\\u548C\\u62A5\\u544A\\u529F\\u80FD,\\u7528\\u4E8E\\u76D1\\u63A7\\u751F\\u4EA7\\u8D28\\u91CF\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, 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fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"5.2.2 LangSmith\"), mdx(\"p\", null, \"LangSmith\\u4E3A\\u4F7F\\u7528LangChain\\u6216LangGraph\\u6784\\u5EFA\\u7684AI\\u5E94\\u7528\\u63D0\\u4F9B\\u7EDF\\u4E00\\u7684\\u53EF\\u89C2\\u6D4B\\u6027\\u548C\\u8BC4\\u4F30\\u3002\", mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://www.getmaxim.ai/articles/top-5-tools-for-ai-agent-observability-in-2025/\"\n  }, \"Source\")), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u6838\\u5FC3\\u529F\\u80FD\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, 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parentName: \"li\"\n  }, \"\\u65E9\\u671F\\u63D2\\u6869\"), \":\\u786E\\u4FDD\\u4ECE\\u4E00\\u5F00\\u59CB\\u5C31\\u8BB0\\u5F55\\u5E76\\u8DDF\\u8E2AAgent\\u91C7\\u53D6\\u7684\\u6BCF\\u4E2A\\u52A8\\u4F5C\\u548C\\u51B3\\u7B56\"), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u5229\\u7528\\u5F00\\u653E\\u6807\\u51C6\"), \":\\u91C7\\u7528OpenTelemetry\\u7B49\\u6846\\u67B6\\u5141\\u8BB8\\u8DE8\\u4E0D\\u540C\\u73AF\\u5883\\u8FDB\\u884C\\u4E00\\u81F4\\u7684\\u63D2\\u6869,\\u907F\\u514D\\u4F9B\\u5E94\\u5546\\u9501\\u5B9A\"), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u7ED3\\u6784\\u5316\\u65E5\\u5FD7\"), \":\\u6355\\u83B7\\u6BCF\\u4E2A\\u4EA4\\u4E92\\u7684\\u7ED3\\u6784\\u5316\\u3001\\u53EF\\u641C\\u7D22\\u8BB0\\u5F55\\u2014\\u2014\\u63D0\\u793A\\u3001\\u54CD\\u5E94\\u3001\\u5DE5\\u5177\\u9009\\u62E9\\u548C\\u7ED3\\u679C\\u72B6\\u6001\"), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u81EA\\u52A8PII\\u7F16\\u8F91\"), \":\\u81EA\\u52A8\\u7F16\\u8F91\\u4EE5\\u6EE1\\u8DB3\\u9690\\u79C1\\u8981\\u6C42,\\u540C\\u65F6\\u4FDD\\u6301\\u8DDF\\u8E2A\\u5B8C\\u6574\\u6027\\u7528\\u4E8E\\u8C03\\u8BD5\")), mdx(\"h3\", {\n    \"id\": \"72-cicd集成\"\n  }, mdx(\"a\", {\n    parentName: \"h3\",\n    \"href\": \"#72-cicd%E9%9B%86%E6%88%90\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"7.2 CI/CD\\u96C6\\u6210\"), mdx(\"p\", null, \"\\u5C06\\u53EF\\u89C2\\u6D4B\\u6027\\u5D4C\\u5165CI/CD\\u7BA1\\u9053\\u786E\\u4FDD\\u5728\\u4EE3\\u7801\\u5408\\u5E76\\u4E4B\\u524D\\u68C0\\u6D4B\\u5230\\u4EFB\\u4F55\\u884C\\u4E3A\\u6F02\\u79FB\\u6216\\u6A21\\u578B\\u5F02\\u5E38\\u3002\", mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://azure.microsoft.com/en-us/blog/agent-factory-top-5-agent-observability-best-practices-for-reliable-ai/\"\n  }, \"Source\")), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u6700\\u4F73\\u5B9E\\u8DF5\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u81EA\\u52A8\\u63D0\\u793A\\u6D4B\\u8BD5\"), \":\\u5728\\u7BA1\\u9053\\u9636\\u6BB5\\u5408\\u5E76\\u81EA\\u52A8\\u63D0\\u793A\\u6D4B\\u8BD5,\\u63D0\\u4F9B\\u6A21\\u578B\\u66F4\\u65B0\\u7684\\u5B9E\\u65F6\\u53CD\\u9988\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u9EC4\\u91D1\\u6570\\u636E\\u96C6\\u8BC4\\u4F30\"), \":\\u5728\\u6BCF\\u6B21\\u6784\\u5EFA\\u540E\\u81EA\\u52A8\\u8FD0\\u884C\\u9EC4\\u91D1\\u6570\\u636E\\u96C6\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u95E8\\u63A7\\u90E8\\u7F72\"), \":\\u57FA\\u4E8E\\u8BC4\\u4F30\\u6307\\u6807\\u7684\\u95E8\\u63A7\\u90E8\\u7F72\")), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u5B9E\\u65BD\\u793A\\u4F8B\"), \":\"), mdx(\"pre\", null, mdx(\"code\", {\n    parentName: \"pre\",\n    \"className\": \"language-yaml\"\n  }, \"# CI/CD\\u7BA1\\u9053\\u4E2D\\u7684\\u53EF\\u89C2\\u6D4B\\u6027\\u96C6\\u6210\\u793A\\u4F8B\\nname: Agent Evaluation Pipeline\\n\\non:\\n  push:\\n    branches: [main]\\n  pull_request:\\n\\njobs:\\n  evaluate:\\n    runs-on: ubuntu-latest\\n    steps:\\n      - uses: actions/checkout@v2\\n      \\n      - name: Run Agent Evaluations\\n        run: |\\n          python -m pytest tests/agent_eval.py \\\\\\n            --otel-endpoint=${{ secrets.OTEL_ENDPOINT }} \\\\\\n            --eval-threshold=0.85\\n      \\n      - name: Upload Traces\\n        if: always()\\n        uses: actions/upload-artifact@v2\\n        with:\\n          name: otel-traces\\n          path: traces/\\n      \\n      - name: Check Quality Gates\\n        run: |\\n          python scripts/check_gates.py \\\\\\n            --min-accuracy=0.85 \\\\\\n            --max-cost-per-call=0.05 \\\\\\n            --max-p99-latency=2000\\n\")), mdx(\"h3\", {\n    \"id\": \"73-分层可观测性架构\"\n  }, mdx(\"a\", {\n    parentName: \"h3\",\n    \"href\": \"#73-%E5%88%86%E5%B1%82%E5%8F%AF%E8%A7%82%E6%B5%8B%E6%80%A7%E6%9E%B6%E6%9E%84\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"7.3 \\u5206\\u5C42\\u53EF\\u89C2\\u6D4B\\u6027\\u67B6\\u6784\"), mdx(\"p\", null, \"\\u6839\\u636EFiddler AI\\u7684\\u7814\\u7A76,Agentic\\u53EF\\u89C2\\u6D4B\\u6027\\u9700\\u8981\\u5206\\u5C42\\u53EF\\u89C1\\u6027,\\u5141\\u8BB8\\u56E2\\u961F\\u4ECE\\u9AD8\\u7EA7\\u5E94\\u7528\\u89C6\\u56FE\\u5F00\\u59CB\\u8FDB\\u884C\\u6839\\u672C\\u539F\\u56E0\\u5206\\u6790,\\u901A\\u8FC7\\u5355\\u4E2A\\u4F1A\\u8BDD\\u548CAgent,\\u4E00\\u76F4\\u5230\\u8BE6\\u7EC6\\u7684\\u8DDF\\u8E2A\\u548CSpan\\u3002\", mdx(\"sup\", {\n    parentName: \"p\",\n    \"id\": \"fnref-2\"\n  }, mdx(\"a\", {\n    parentName: \"sup\",\n    \"href\": \"#fn-2\",\n    \"className\": \"footnote-ref\"\n  }, \"2\"))), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u56DB\\u5C42\\u67B6\\u6784\"), \":\"), mdx(\"ol\", null, mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u5E94\\u7528\\u5C42\"), \":\\u6574\\u4F53\\u7CFB\\u7EDF\\u5065\\u5EB7\\u3001\\u6210\\u672C\\u548C\\u6027\\u80FD\\u6307\\u6807\"), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u4F1A\\u8BDD\\u5C42\"), \":\\u5355\\u4E2A\\u7528\\u6237\\u4F1A\\u8BDD\\u7684\\u5B8C\\u6574\\u4EA4\\u4E92\\u5386\\u53F2\"), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"Agent\\u5C42\"), \":\\u5355\\u4E2AAgent\\u7684\\u51B3\\u7B56\\u8DEF\\u5F84\\u3001\\u5DE5\\u5177\\u8C03\\u7528\\u548C\\u63A8\\u7406\\u6B65\\u9AA4\"), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"Span\\u5C42\"), \":\\u5355\\u4E2A\\u64CD\\u4F5C\\u7684\\u8BE6\\u7EC6\\u8DDF\\u8E2A,\\u5305\\u62EC\\u8F93\\u5165\\u3001\\u8F93\\u51FA\\u3001\\u5EF6\\u8FDF\\u548C\\u9519\\u8BEF\")), mdx(\"p\", null, \"\\u8FD9\\u79CD\\u5206\\u5C42\\u65B9\\u6CD5\\u63D0\\u4F9B\\u4E86\\u8DE8Agent\\u4EA4\\u4E92\\u548C\\u4F9D\\u8D56\\u5173\\u7CFB\\u7684\\u5B8C\\u6574\\u53EF\\u89C1\\u6027,\\u5C06\\u805A\\u5408\\u6307\\u6807\\u6C47\\u603B\\u4E3A\\u53EF\\u64CD\\u4F5C\\u7684\\u6D1E\\u5BDF,\\u4F7F\\u4F01\\u4E1A\\u80FD\\u591F\\u5FEB\\u901F\\u8BCA\\u65AD\\u95EE\\u9898\\u3001\\u786E\\u4FDD\\u53EF\\u9760\\u6027\\u548C\\u900F\\u660E\\u5EA6,\\u5E76\\u6539\\u8FDBMulti-Agent\\u7CFB\\u7EDF\\u3002\"), mdx(\"h3\", {\n    \"id\": \"74-multi-agent系统的特殊考虑\"\n  }, mdx(\"a\", {\n    parentName: \"h3\",\n    \"href\": \"#74-multi-agent%E7%B3%BB%E7%BB%9F%E7%9A%84%E7%89%B9%E6%AE%8A%E8%80%83%E8%99%91\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"7.4 Multi-Agent\\u7CFB\\u7EDF\\u7684\\u7279\\u6B8A\\u8003\\u8651\"), mdx(\"h4\", {\n    \"id\": \"741-分布式跟踪策略\"\n  }, mdx(\"a\", {\n    parentName: \"h4\",\n    \"href\": \"#741-%E5%88%86%E5%B8%83%E5%BC%8F%E8%B7%9F%E8%B8%AA%E7%AD%96%E7%95%A5\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"7.4.1 \\u5206\\u5E03\\u5F0F\\u8DDF\\u8E2A\\u7B56\\u7565\"), mdx(\"p\", null, \"\\u5728Multi-Agent\\u7CFB\\u7EDF\\u4E2D,\\u5B9E\\u65BD\\u6709\\u6548\\u7684\\u5206\\u5E03\\u5F0F\\u8DDF\\u8E2A\\u81F3\\u5173\\u91CD\\u8981:\", mdx(\"sup\", {\n    parentName: \"p\",\n    \"id\": \"fnref-3\"\n  }, mdx(\"a\", {\n    parentName: \"sup\",\n    \"href\": \"#fn-3\",\n    \"className\": \"footnote-ref\"\n  }, \"3\"))), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u4E0A\\u4E0B\\u6587\\u4F20\\u64AD\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, 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mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u72B6\\u6001\\u5FEB\\u7167\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5728\\u957F\\u6D41\\u7A0B\\u4E2D\\u521B\\u5EFA\\u4F1A\\u8BDD\\u5386\\u53F2\\u3001\\u5DE5\\u5177\\u7ED3\\u679C\\u548C\\u968F\\u673A\\u79CD\\u5B50\\u7684\\u4E0D\\u53EF\\u53D8\\u5FEB\\u7167\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5F53\\u53D1\\u751F\\u6545\\u969C\\u65F6,\\u53EF\\u4EE5\\u56DE\\u6EDA\\u5230\\u6700\\u540E\\u4E00\\u4E2A\\u826F\\u597D\\u72B6\\u6001,\\u800C\\u4E0D\\u662F\\u91CD\\u65B0\\u5F00\\u59CB\")), mdx(\"h4\", {\n    \"id\": \"742-突发行为检测\"\n  }, mdx(\"a\", {\n    parentName: \"h4\",\n    \"href\": \"#742-%E7%AA%81%E5%8F%91%E8%A1%8C%E4%B8%BA%E6%A3%80%E6%B5%8B\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: 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parentName: \"p\"\n  }, \"\\u68C0\\u6D4B\\u7B56\\u7565\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u6A21\\u5F0F\\u8BC6\\u522B\\u7B97\\u6CD5\"), \":\\u4E13\\u95E8\\u4E3AMulti-Agent\\u4EA4\\u4E92\\u8BBE\\u8BA1,\\u5173\\u6CE8\\u96C6\\u4F53\\u884C\\u4E3A\\u800C\\u4E0D\\u4EC5\\u4EC5\\u662F\\u5355\\u4E2A\\u6307\\u6807\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u9AD8\\u7EA7\\u5F02\\u5E38\\u68C0\\u6D4B\"), \":\\u7406\\u89E3Agent\\u4EA4\\u4E92\\u7684\\u72EC\\u7279\\u7B7E\\u540D\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u57FA\\u4E8E\\u6A21\\u62DF\\u7684\\u65B9\\u6CD5\"), \":\\u53EF\\u4EE5\\u9884\\u6D4B\\u6F5C\\u5728\\u7684\\u7A81\\u53D1\\u884C\\u4E3A\")), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u5B9E\\u9645\\u6848\\u4F8B\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u7B97\\u6CD5\\u4EA4\\u6613\\u4E2D\\u7684\\u95EA\\u5D29:\\u81EA\\u4E3B\\u4EA4\\u6613Agent\\u4EE5\\u521B\\u9020\\u7A81\\u7136\\u3001\\u6781\\u7AEF\\u5E02\\u573A\\u6CE2\\u52A8\\u7684\\u65B9\\u5F0F\\u4EA4\\u4E92,\\u5C3D\\u7BA1\\u6BCF\\u4E2AAgent\\u90FD\\u9075\\u5FAA\\u5408\\u7406\\u7684\\u89C4\\u5219\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u4E91\\u7CFB\\u7EDF:\\u5F53Agent\\u5728\\u6CA1\\u6709\\u66F4\\u9AD8\\u7EA7\\u522B\\u534F\\u8C03\\u7684\\u60C5\\u51B5\\u4E0B\\u7ADE\\u4E89\\u65F6,\\u7A81\\u53D1\\u884C\\u4E3A\\u901A\\u5E38\\u8868\\u73B0\\u4E3A\\u8D44\\u6E90\\u7ADE\\u4E89\")), mdx(\"h4\", {\n    \"id\": \"743-安全与隔离\"\n  }, mdx(\"a\", {\n    parentName: \"h4\",\n    \"href\": \"#743-%E5%AE%89%E5%85%A8%E4%B8%8E%E9%9A%94%E7%A6%BB\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"7.4.3 \\u5B89\\u5168\\u4E0E\\u9694\\u79BB\"), mdx(\"p\", null, \"Multi-Agent\\u7CFB\\u7EDF\\u521B\\u9020\\u7684\\u5B89\\u5168\\u6311\\u6218\\u5728\\u5355Agent AI\\u4E2D\\u4E0D\\u5B58\\u5728:\", mdx(\"sup\", {\n    parentName: \"p\",\n    \"id\": \"fnref-3\"\n  }, mdx(\"a\", {\n    parentName: \"sup\",\n    \"href\": \"#fn-3\",\n    \"className\": \"footnote-ref\"\n  }, \"3\"))), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u96F6\\u4FE1\\u4EFB\\u67B6\\u6784\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u5B89\\u5168\\u901A\\u4FE1\\u901A\\u9053\"), \":\\u5B9E\\u65BD\\u7AEF\\u5230\\u7AEF\\u52A0\\u5BC6\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u4E25\\u683C\\u7684Agent\\u8EAB\\u4EFD\\u9A8C\\u8BC1\"), \":\\u4F7F\\u7528\\u52A0\\u5BC6\\u7B7E\\u540D\\u548C\\u8BC1\\u4E66\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u57FA\\u4E8E\\u884C\\u4E3A\\u7684\\u5A01\\u80C1\\u68C0\\u6D4B\"), \":\\u76D1\\u63A7\\u5F02\\u5E38\\u884C\\u4E3A\\u6A21\\u5F0F\")), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u8F93\\u5165/\\u8F93\\u51FA\\u5B8C\\u6574\\u6027\\u68C0\\u67E5\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u9A8C\\u8BC1Agent\\u8F93\\u5165\\u548C\\u8F93\\u51FA,\\u786E\\u4FDD\\u6076\\u610F\\u547D\\u4EE4\\u4E0D\\u4F1A\\u5728\\u7CFB\\u7EDF\\u4E2D\\u4F20\\u64AD\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5B9E\\u65BD\\u4E13\\u95E8\\u7684\\u9A8C\\u8BC1\\u5668Agent\\u4F5C\\u4E3A\\u8D28\\u91CF\\u62A4\\u680F\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5728\\u8C03\\u7528\\u8FD4\\u56DE\\u7A7A\\u6570\\u636E\\u6216\\u65E0\\u610F\\u4E49\\u65F6\\u89E6\\u53D1\\u4F18\\u96C5\\u7684\\u56DE\\u9000\")), mdx(\"h3\", {\n    \"id\": \"75-从试点到生产的路径\"\n  }, mdx(\"a\", {\n    parentName: \"h3\",\n    \"href\": \"#75-%E4%BB%8E%E8%AF%95%E7%82%B9%E5%88%B0%E7%94%9F%E4%BA%A7%E7%9A%84%E8%B7%AF%E5%BE%84\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"7.5 \\u4ECE\\u8BD5\\u70B9\\u5230\\u751F\\u4EA7\\u7684\\u8DEF\\u5F84\"), mdx(\"p\", null, \"\\u6839\\u636EAWS\\u7684\\u7814\\u7A76,88%\\u7684AI\\u8BD5\\u70B9\\u9879\\u76EE\\u672A\\u80FD\\u6295\\u5165\\u751F\\u4EA7\\u3002\", mdx(\"sup\", {\n    parentName: \"p\",\n    \"id\": \"fnref-1\"\n  }, mdx(\"a\", {\n    parentName: \"sup\",\n    \"href\": \"#fn-1\",\n    \"className\": \"footnote-ref\"\n  }, \"1\")), \" \\u53EF\\u89C2\\u6D4B\\u6027\\u662F\\u514B\\u670D\\u8FD9\\u4E00\\u969C\\u788D\\u7684\\u5173\\u952E\\u3002\"), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u751F\\u4EA7\\u5C31\\u7EEA\\u6E05\\u5355\"), \":\"), mdx(\"ol\", null, mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u53EF\\u9760\\u6027\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5B9E\\u65BD\\u5065\\u5EB7\\u68C0\\u67E5\\u548C\\u5C31\\u7EEA\\u63A2\\u9488\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u8BBE\\u7F6E\\u91CD\\u8BD5\\u903B\\u8F91\\u548C\\u65AD\\u8DEF\\u5668\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5EFA\\u7ACBSLO\\u548CSLA\"))), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u53EF\\u89C2\\u6D4B\\u6027\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u7AEF\\u5230\\u7AEF\\u8DDF\\u8E2A\\u8986\\u76D6\\u7387 > 95%\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5B9E\\u65F6\\u4EEA\\u8868\\u677F\\u548C\\u8B66\\u62A5\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u6839\\u672C\\u539F\\u56E0\\u5206\\u6790\\u5DE5\\u5177\"))), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u5B89\\u5168\\u6027\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"PII\\u81EA\\u52A8\\u68C0\\u6D4B\\u548C\\u7F16\\u8F91\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u8BBF\\u95EE\\u63A7\\u5236\\u548C\\u5BA1\\u8BA1\\u65E5\\u5FD7\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"Red Teaming\\u6D4B\\u8BD5\"))), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u5408\\u89C4\\u6027\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u51B3\\u7B56\\u53EF\\u8FFD\\u6EAF\\u6027\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u6570\\u636E\\u8C31\\u7CFB\\u8DDF\\u8E2A\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u76D1\\u7BA1\\u62A5\\u544A\\u80FD\\u529B\"))), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u6210\\u672C\\u63A7\\u5236\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"Token\\u4F7F\\u7528\\u9884\\u7B97\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u6210\\u672C\\u5F52\\u56E0\\u548C\\u4F18\\u5316\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u8D44\\u6E90\\u914D\\u989D\\u548C\\u9650\\u5236\")))), mdx(\"hr\", null), mdx(\"h2\", {\n    \"id\": \"第八部分未来趋势与展望\"\n  }, mdx(\"a\", {\n    parentName: \"h2\",\n    \"href\": \"#%E7%AC%AC%E5%85%AB%E9%83%A8%E5%88%86%E6%9C%AA%E6%9D%A5%E8%B6%8B%E5%8A%BF%E4%B8%8E%E5%B1%95%E6%9C%9B\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"\\u7B2C\\u516B\\u90E8\\u5206:\\u672A\\u6765\\u8D8B\\u52BF\\u4E0E\\u5C55\\u671B\"), mdx(\"h3\", {\n    \"id\": \"81-ai原生可观测性管道\"\n  }, mdx(\"a\", {\n    parentName: \"h3\",\n    \"href\": \"#81-ai%E5%8E%9F%E7%94%9F%E5%8F%AF%E8%A7%82%E6%B5%8B%E6%80%A7%E7%AE%A1%E9%81%93\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 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3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"9.1 \\u7ACB\\u5373\\u884C\\u52A8\\u6E05\\u5355\"), mdx(\"p\", null, \"\\u5BF9\\u4E8E\\u51C6\\u5907\\u5B9E\\u65BDAI Agent\\u53EF\\u89C2\\u6D4B\\u6027\\u7684\\u7EC4\\u7EC7,\\u4EE5\\u4E0B\\u662F\\u6309\\u4F18\\u5148\\u7EA7\\u6392\\u5E8F\\u7684\\u884C\\u52A8\\u6E05\\u5355:\"), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u7B2C1-30\\u5929:\\u57FA\\u7840\\u8BBE\\u65BD\\u51C6\\u5907\")), mdx(\"ol\", null, mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u8BC4\\u4F30\\u73B0\\u6709\\u76D1\\u63A7\\u5DE5\\u5177\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u8BC6\\u522B\\u5F53\\u524D\\u76D1\\u63A7\\u6808\\u7684\\u76F2\\u70B9\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u8BC4\\u4F30OpenTelemetry\\u517C\\u5BB9\\u6027\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u786E\\u5B9A\\u662F\\u5426\\u9700\\u8981\\u4E13\\u95E8\\u7684AI\\u53EF\\u89C2\\u6D4B\\u6027\\u5E73\\u53F0\"))), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u5EFA\\u7ACB\\u57FA\\u7EBF\\u6307\\u6807\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5B9A\\u4E49\\u5173\\u952E\\u6027\\u80FD\\u6307\\u6807(KPI)\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u8BBE\\u7F6E\\u521D\\u59CB\\u9608\\u503C\\u548C\\u8B66\\u62A5\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u521B\\u5EFA\\u521D\\u59CB\\u4EEA\\u8868\\u677F\"))), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u9009\\u62E9\\u53EF\\u89C2\\u6D4B\\u6027\\u5E73\\u53F0\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u6839\\u636E\\u90E8\\u7F72\\u6A21\\u578B(\\u4E91vs\\u672C\\u5730vs\\u6DF7\\u5408)\\u9009\\u62E9\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u8BC4\\u4F30\\u4E0E\\u73B0\\u6709\\u6846\\u67B6\\u7684\\u96C6\\u6210\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u8003\\u8651\\u6210\\u672C\\u3001\\u53EF\\u6269\\u5C55\\u6027\\u548C\\u652F\\u6301\")))), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u7B2C31-90\\u5929:\\u5B9E\\u65BD\\u548C\\u96C6\\u6210\")), mdx(\"ol\", {\n    \"start\": 4\n  }, mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u5B9E\\u65BDObservability-by-Design\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5728Agent\\u5B9A\\u4E49\\u4E2D\\u5D4C\\u5165\\u8DDF\\u8E2A\\u94A9\\u5B50\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5B9E\\u65BD\\u7ED3\\u6784\\u5316\\u65E5\\u5FD7\\u6A21\\u5F0F\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u8BBE\\u7F6EPII\\u81EA\\u52A8\\u7F16\\u8F91\"))), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u96C6\\u6210CI/CD\\u7BA1\\u9053\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u6DFB\\u52A0\\u81EA\\u52A8\\u8BC4\\u4F30\\u6B65\\u9AA4\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5B9E\\u65BD\\u8D28\\u91CF\\u95E8\\u63A7\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u8BBE\\u7F6E\\u6301\\u7EED\\u76D1\\u63A7\"))), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u57F9\\u8BAD\\u56E2\\u961F\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5F00\\u53D1\\u4EBA\\u5458\\u57F9\\u8BAD:\\u5982\\u4F55\\u6DFB\\u52A0\\u8DDF\\u8E2A\\u548C\\u65E5\\u5FD7\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u8FD0\\u7EF4\\u56E2\\u961F\\u57F9\\u8BAD:\\u5982\\u4F55\\u4F7F\\u7528\\u4EEA\\u8868\\u677F\\u548C\\u8C03\\u67E5\\u95EE\\u9898\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u4E1A\\u52A1\\u56E2\\u961F\\u57F9\\u8BAD:\\u5982\\u4F55\\u89E3\\u8BFB\\u6307\\u6807\\u548C\\u62A5\\u544A\")))), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u7B2C91\\u5929+:\\u4F18\\u5316\\u548C\\u6269\\u5C55\")), mdx(\"ol\", {\n    \"start\": 7\n  }, mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u6301\\u7EED\\u4F18\\u5316\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5206\\u6790\\u6210\\u672C\\u5F52\\u56E0\\u6570\\u636E\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u8BC6\\u522B\\u548C\\u6D88\\u9664\\u5197\\u4F59\\u5DE5\\u5177\\u8C03\\u7528\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u4F18\\u5316\\u63D0\\u793A\\u548C\\u6A21\\u578B\\u9009\\u62E9\"))), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u6269\\u5C55\\u5230Multi-Agent\\u7CFB\\u7EDF\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5B9E\\u65BDAgent\\u95F4\\u901A\\u4FE1\\u8DDF\\u8E2A\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u6DFB\\u52A0\\u7A81\\u53D1\\u884C\\u4E3A\\u68C0\\u6D4B\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5EFA\\u7ACB\\u5206\\u5C42\\u53EF\\u89C2\\u6D4B\\u6027\"))), mdx(\"li\", {\n    parentName: \"ol\"\n  }, mdx(\"p\", {\n    parentName: \"li\"\n  }, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u5EFA\\u7ACB\\u6CBB\\u7406\\u6846\\u67B6\"), \":\"), mdx(\"ul\", {\n    parentName: \"li\"\n  }, mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5B9A\\u4E49\\u53EF\\u89C2\\u6D4B\\u6027\\u653F\\u7B56\\u548C\\u6807\\u51C6\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5B9E\\u65BD\\u5BA1\\u8BA1\\u548C\\u5408\\u89C4\\u6D41\\u7A0B\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, \"\\u5EFA\\u7ACB\\u6301\\u7EED\\u6539\\u8FDB\\u673A\\u5236\")))), mdx(\"h3\", {\n    \"id\": \"92-常见陷阱与解决方案\"\n  }, mdx(\"a\", {\n    parentName: \"h3\",\n    \"href\": \"#92-%E5%B8%B8%E8%A7%81%E9%99%B7%E9%98%B1%E4%B8%8E%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"9.2 \\u5E38\\u89C1\\u9677\\u9631\\u4E0E\\u89E3\\u51B3\\u65B9\\u6848\"), mdx(\"p\", null, \"\\u6839\\u636E\\u884C\\u4E1A\\u6700\\u4F73\\u5B9E\\u8DF5,\\u4EE5\\u4E0B\\u662F\\u9700\\u8981\\u907F\\u514D\\u7684\\u5E38\\u89C1\\u9677\\u9631:\", mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://galileo.ai/blog/ai-agent-observability\"\n  }, \"Source\")), mdx(\"table\", null, mdx(\"thead\", {\n    parentName: \"table\"\n  }, mdx(\"tr\", {\n    parentName: \"thead\"\n  }, mdx(\"th\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u9677\\u9631\"), mdx(\"th\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u540E\\u679C\"), mdx(\"th\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u89E3\\u51B3\\u65B9\\u6848\"))), mdx(\"tbody\", {\n    parentName: \"table\"\n  }, mdx(\"tr\", {\n    parentName: \"tbody\"\n  }, mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u5173\\u952EAgent\\u8DEF\\u5F84\\u63D2\\u6869\\u4E0D\\u8DB3\"), mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u6545\\u969C\\u65F6\\u7F3A\\u4E4F\\u53EF\\u89C1\\u6027\"), mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u786E\\u4FDD\\u6240\\u6709Agent\\u8DEF\\u5F84\\u90FD\\u6709\\u8DDF\\u8E2A\\u8986\\u76D6\")), mdx(\"tr\", {\n    parentName: \"tbody\"\n  }, mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u7F3A\\u5C11\\u4EBA\\u7C7B\\u5728\\u5FAA\\u73AF\\u4E2D\\u7684\\u68C0\\u67E5\\u70B9\"), mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u672A\\u7ECF\\u9A8C\\u8BC1\\u7684\\u8F93\\u51FA\\u5230\\u8FBE\\u751F\\u4EA7\"), mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u5728\\u5173\\u952E\\u51B3\\u7B56\\u70B9\\u6DFB\\u52A0\\u4EBA\\u5DE5\\u5BA1\\u67E5\")), mdx(\"tr\", {\n    parentName: \"tbody\"\n  }, mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"Agent\\u7684\\u5F00\\u653E\\u5F0F\\u63A2\\u7D22\"), mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u5931\\u63A7\\u7684\\u6210\\u672C\"), mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u901A\\u8FC7\\u9884\\u5B9A\\u4E49\\u9608\\u503C\\u6216\\u81EA\\u9002\\u5E94\\u9884\\u7B97\\u673A\\u5236\\u9650\\u5236Token\\u4F7F\\u7528\")), mdx(\"tr\", {\n    parentName: \"tbody\"\n  }, mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u5FFD\\u7565\\u9690\\u79C1\\u8981\\u6C42\"), mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u5408\\u89C4\\u98CE\\u9669\"), mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u5B9E\\u65BDPII\\u68C0\\u6D4B\\u548C\\u5185\\u8054\\u7F16\\u8F91\")), mdx(\"tr\", {\n    parentName: \"tbody\"\n  }, mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u788E\\u7247\\u5316\\u7684\\u5DE5\\u5177\\u6808\"), mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u624B\\u52A8\\u5173\\u8054\\u5EF6\\u957F\\u89E3\\u51B3\\u65F6\\u95F4\"), mdx(\"td\", {\n    parentName: \"tr\",\n    \"align\": \"left\"\n  }, \"\\u91C7\\u7528\\u7EDF\\u4E00\\u7684\\u53EF\\u89C2\\u6D4B\\u6027\\u5E73\\u53F0\")))), mdx(\"h3\", {\n    \"id\": \"93-投资回报率roi计算\"\n  }, mdx(\"a\", {\n    parentName: \"h3\",\n    \"href\": \"#93-%E6%8A%95%E8%B5%84%E5%9B%9E%E6%8A%A5%E7%8E%87roi%E8%AE%A1%E7%AE%97\",\n    \"aria-hidden\": true,\n    \"className\": \"anchor\"\n  }, mdx(\"svg\", {\n    \"aria-hidden\": \"true\",\n    height: \"16\",\n    version: \"1.1\",\n    viewBox: \"0 0 16 16\",\n    width: \"16\"\n  }, mdx(\"path\", {\n    fillRule: \"evenodd\",\n    d: \"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"\n  }))), \"9.3 \\u6295\\u8D44\\u56DE\\u62A5\\u7387(ROI)\\u8BA1\\u7B97\"), mdx(\"p\", null, \"\\u6839\\u636E\\u884C\\u4E1A\\u6570\\u636E,\\u5B9E\\u65BD\\u5168\\u9762\\u7684AI Agent\\u53EF\\u89C2\\u6D4B\\u6027\\u53EF\\u4EE5\\u5E26\\u6765\\u4EE5\\u4E0BROI:\", mdx(\"a\", {\n    parentName: \"p\",\n    \"href\": \"https://galileo.ai/blog/ai-agent-observability\"\n  }, \"Source\")), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u76F4\\u63A5\\u6210\\u672C\\u8282\\u7EA6\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u51CF\\u5C11\\u8C03\\u8BD5\\u65F6\\u95F460%\"), \":\\u4ECE\\u51E0\\u5929\\u51CF\\u5C11\\u5230\\u51E0\\u5C0F\\u65F6\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u964D\\u4F4EToken\\u6210\\u672C20-30%\"), \":\\u901A\\u8FC7\\u8BC6\\u522B\\u5197\\u4F59\\u8C03\\u7528\\u548C\\u4F18\\u5316\\u63D0\\u793A\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u51CF\\u5C11\\u505C\\u673A\\u65F6\\u95F450%\"), \":\\u901A\\u8FC7\\u4E3B\\u52A8\\u68C0\\u6D4B\\u548C\\u66F4\\u5FEB\\u7684\\u89E3\\u51B3\")), mdx(\"p\", null, mdx(\"strong\", {\n    parentName: \"p\"\n  }, \"\\u95F4\\u63A5\\u6536\\u76CA\"), \":\"), mdx(\"ul\", null, mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u52A0\\u5FEB\\u4E0A\\u5E02\\u65F6\\u95F4\"), \":\\u7531\\u4E8E\\u4FE1\\u5FC3\\u589E\\u52A0,\\u66F4\\u5FEB\\u7684\\u53D1\\u5E03\\u5468\\u671F\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, mdx(\"strong\", {\n    parentName: \"li\"\n  }, \"\\u63D0\\u9AD8\\u5BA2\\u6237\\u6EE1\\u610F\\u5EA6\"), \":\\u7531\\u4E8E\\u66F4\\u53EF\\u9760\\u7684AI\\u7CFB\\u7EDF,NPS\\u5206\\u6570\\u63D0\\u9AD8\"), mdx(\"li\", {\n    parentName: \"ul\"\n  }, 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