{"id":20993,"date":"2026-07-22T13:21:22","date_gmt":"2026-07-22T05:21:22","guid":{"rendered":"https:\/\/92it.top\/?p=20993"},"modified":"2026-07-22T13:30:19","modified_gmt":"2026-07-22T05:30:19","slug":"%e6%af%8f%e5%a4%a9%e5%90%83%e9%80%8f%e4%b8%80%e4%b8%aa-ai-%e7%9f%a5%e8%af%86%e7%82%b9-%e6%99%ba%e8%83%bd%e4%bd%93%e6%98%af%e5%a6%82%e4%bd%95%e8%b0%83%e7%94%a8%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=20993","title":{"rendered":"\u6bcf\u5929\u5403\u900f\u4e00\u4e2a AI \u77e5\u8bc6\u70b9 \u2014\u2014\u667a\u80fd\u4f53\u662f\u5982\u4f55\u8c03\u7528\u65b9\u6cd5\u6216\u5de5\u5177\u7684\uff1f"},"content":{"rendered":"\n

\u524d\u8a00\ud83d\udd16<\/strong><\/p>\n\n\n\n

\n\n\n\n

\u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53\uff08AI Agent\uff09\u6700\u5bb9\u6613\u8ba9\u4eba\u8bef\u89e3\u7684\u4e00\u70b9\u662f\uff1a<\/p>\n\n\n\n

\u6a21\u578b\u770b\u8d77\u6765\u50cf\u662f\u5728\u201c\u8c03\u7528\u51fd\u6570\u201d\u201c\u67e5\u6570\u636e\u5e93\u201d\u201c\u53d1\u90ae\u4ef6\u201d\u201c\u64cd\u4f5c\u6d4f\u89c8\u5668\u201d\uff0c\u4f46\u5b9e\u9645\u4e0a\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u672c\u8eab\u901a\u5e38\u4e0d\u4f1a\u76f4\u63a5\u6267\u884c\u8fd9\u4e9b\u64cd\u4f5c\u3002<\/pre>\n\n\n\n
\u6a21\u578b\u672c\u8d28\u4e0a\u4ecd\u7136\u662f\u4e00\u4e2a\u6587\u672c\/Token \u751f\u6210\u7cfb\u7edf\u3002\u5b83\u80fd\u505a\u7684\u662f:<\/p>\n\n\n\n
    \n
  1. \u7406\u89e3\u7528\u6237\u76ee\u6807\uff1b<\/li>\n\n\n\n
  2. \u7ed3\u5408\u5f53\u524d\u53ef\u7528\u5de5\u5177\u5224\u65ad\u4e0b\u4e00\u6b65\u884c\u52a8\uff1b<\/li>\n\n\n\n
  3. \u8f93\u51fa\u7ed3\u6784\u5316\u7684\u201c\u5de5\u5177\u8c03\u7528\u8bf7\u6c42\u201d\uff1b<\/li>\n\n\n\n
  4. \u7531\u5916\u90e8\u7a0b\u5e8f\u771f\u6b63\u6267\u884c\u5de5\u5177\uff1b<\/li>\n\n\n\n
  5. \u8bfb\u53d6\u5de5\u5177\u6267\u884c\u7ed3\u679c\uff1b<\/li>\n\n\n\n
  6. \u518d\u51b3\u5b9a\u7ee7\u7eed\u8c03\u7528\u5de5\u5177\uff0c\u8fd8\u662f\u56de\u590d\u7528\u6237\u3002<\/li>\n<\/ol>\n\n\n\n
    \u8fd9\u4e2a\u5916\u90e8\u7a0b\u5e8f\uff0c\u5c31\u662f\u5e38\u8bf4\u7684\uff1a<\/p>\n\n\n\n
      \n
    • Agent Runtime<\/li>\n\n\n\n
    • Agent Orchestrator<\/li>\n\n\n\n
    • \u667a\u80fd\u4f53\u8fd0\u884c\u65f6<\/li>\n\n\n\n
    • \u667a\u80fd\u4f53\u7f16\u6392\u5668<\/li>\n\n\n\n
    • \u6709\u65f6\u4e5f\u53eb Agent Executor \/ Tool Runner<\/li>\n<\/ul>\n\n\n\n
      \u3000\u3000<\/p>\n\n\n\n
      \u4e00\u3001\u5148\u8bf4\u7ed3\u8bba\uff1a\u667a\u80fd\u4f53\u8c03\u7528\u5de5\u5177\u7684\u5b8c\u6574\u94fe\u8def\ud83d\udd16<\/strong><\/p>\n\n\n\n
      \n\n\n\n
      \u4e00\u4e2a\u5178\u578b\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n
      \u7528\u6237\u63d0\u51fa\u8bf7\u6c42\n    \u2193\nAgent Runtime \u5c06\u201c\u6d88\u606f\u3001\u5de5\u5177\u5b9a\u4e49\u3001\u7cfb\u7edf\u89c4\u5219\u201d\u53d1\u9001\u7ed9 LLM\n    \u2193\nLLM \u8f93\u51fa\u666e\u901a\u6587\u672c\uff0c\u6216\u8f93\u51fa\u201c\u5de5\u5177\u8c03\u7528\u8bf7\u6c42\u201d\n    \u2193\nAgent Runtime \u8bc6\u522b\u5230\u5de5\u5177\u8c03\u7528\u8bf7\u6c42\n    \u2193\n\u6821\u9a8c\u5de5\u5177\u540d\u3001\u53c2\u6570\u3001\u7528\u6237\u6743\u9650\u3001\u98ce\u9669\u7b49\u7ea7\n    \u2193\nAgent Runtime \u771f\u6b63\u6267\u884c\u5de5\u5177\n    \u2193\n\u5c06\u5de5\u5177\u6267\u884c\u7ed3\u679c\u4f5c\u4e3a Tool Message \u518d\u53d1\u7ed9 LLM\n    \u2193\nLLM \u6839\u636e\u7ed3\u679c\u51b3\u5b9a\uff1a\n    - \u7ee7\u7eed\u8c03\u7528\u5176\u4ed6\u5de5\u5177\n    - \u5411\u7528\u6237\u63d0\u95ee\u8865\u5145\u4fe1\u606f\n    - \u751f\u6210\u6700\u7ec8\u7b54\u6848<\/pre>\n\n\n\n
      \u7528\u4e00\u53e5\u8bdd\u6982\u62ec\uff1a<\/p>\n\n\n\n
      \u5927\u6a21\u578b\u8d1f\u8d23\u51b3\u5b9a\u201c\u60f3\u505a\u4ec0\u4e48\u201d\uff0c\u8fd0\u884c\u65f6\u8d1f\u8d23\u51b3\u5b9a\u201c\u80fd\u4e0d\u80fd\u505a\u3001\u600e\u4e48\u5b89\u5168\u5730\u505a\u201d\uff0c\u5de5\u5177\u8d1f\u8d23\u201c\u771f\u6b63\u6267\u884c\u201d\u3002<\/pre>\n\n\n\n
      \u3000\u3000<\/p>\n\n\n\n
      \u4e8c\u3001\u4e00\u4e2a\u6700\u7b80\u5355\u7684\u4f8b\u5b50\uff1a\u67e5\u8be2\u5929\u6c14\ud83d\udd16<\/strong><\/p>\n\n\n\n
      \n\n\n\n
      \u7528\u6237\u8bf4\uff1a<\/p>\n\n\n\n
      \u5e2e\u6211\u67e5\u4e00\u4e0b\u5317\u4eac\u660e\u5929\u7684\u5929\u6c14\u3002<\/pre>\n\n\n\n
      \u5047\u8bbe\u667a\u80fd\u4f53\u62e5\u6709\u4e00\u4e2a\u5929\u6c14\u5de5\u5177\uff1a<\/p>\n\n\n\n
      def get_weather(city: str, date: str) -> dict:\n    # \u8bf7\u6c42\u771f\u5b9e\u5929\u6c14 API\n    ...<\/pre>\n\n\n\n
      \u4ece\u4eba\u7c7b\u89c6\u89d2\uff0c\u4f3c\u4e4e\u662f\uff1a<\/p>\n\n\n\n
      \u667a\u80fd\u4f53 \u2192 \u8c03\u7528 get_weather(\"\u5317\u4eac\", \"\u660e\u5929\")<\/pre>\n\n\n\n
      \u4f46\u5b9e\u9645\u7cfb\u7edf\u5185\u90e8\u901a\u5e38\u662f\u8fd9\u6837\u8fd0\u4f5c\u7684\uff1a<\/p>\n\n\n\n
      \u7528\u6237\n  \u2193\nLLM\uff1a\u201c\u6211\u9700\u8981\u4f7f\u7528\u5929\u6c14\u5de5\u5177\u201d\n  \u2193\nLLM \u8fd4\u56de\u7ed3\u6784\u5316\u8c03\u7528\u8bf7\u6c42\n  \u2193\nAgent Runtime \u63a5\u6536\u8bf7\u6c42\n  \u2193\nAgent Runtime \u6267\u884c get_weather(city=\"\u5317\u4eac\", date=\"2026-07-23\")\n  \u2193\n\u5929\u6c14 API \u8fd4\u56de\u7ed3\u679c\n  \u2193\nAgent Runtime \u5c06\u7ed3\u679c\u4f20\u56de LLM\n  \u2193\nLLM \u751f\u6210\u81ea\u7136\u8bed\u8a00\u56de\u7b54<\/pre>\n\n\n\n
      \u3000\u3000<\/p>\n\n\n\n
      \u4e09\u3001\u5927\u8bed\u8a00\u6a21\u578b\u5e76\u4e0d\u662f\u771f\u7684\u201c\u6267\u884c\u51fd\u6570\u201d\ud83d\udd16<\/strong><\/p>\n\n\n\n
      \n\n\n\n
      \u8fd9\u662f\u7406\u89e3 Agent \u7684\u5173\u952e\u3002<\/p>\n\n\n\n
      \u5047\u8bbe\u7528\u6237\u95ee\uff1a<\/p>\n\n\n\n
      \u5317\u4eac\u660e\u5929\u5929\u6c14\u5982\u4f55\uff1f<\/pre>\n\n\n\n
      \u6a21\u578b\u4e0d\u4f1a\u5728\u81ea\u5df1\u7684\u795e\u7ecf\u7f51\u7edc\u5185\u90e8\u6267\u884c\u8fd9\u6837\u7684\u4ee3\u7801\uff1a<\/p>\n\n\n\n
      get_weather(\"\u5317\u4eac\", \"2026-07-23\")<\/pre>\n\n\n\n
      \u6a21\u578b\u4e5f\u4e0d\u4f1a\u81ea\u5df1\uff1a<\/p>\n\n\n\n
        \n
      • \u5efa\u7acb HTTP \u7f51\u7edc\u8fde\u63a5\uff1b<\/li>\n\n\n\n
      • \u8bf7\u6c42\u7b2c\u4e09\u65b9\u5929\u6c14\u670d\u52a1\uff1b<\/li>\n\n\n\n
      • \u8bbf\u95ee\u6570\u636e\u5e93\uff1b<\/li>\n\n\n\n
      • \u6253\u5f00\u6d4f\u89c8\u5668\uff1b<\/li>\n\n\n\n
      • \u64cd\u4f5c\u9f20\u6807\u952e\u76d8\uff1b<\/li>\n\n\n\n
      • \u6267\u884c Python\uff1b<\/li>\n\n\n\n
      • \u8bfb\u53d6\u672c\u5730\u6587\u4ef6\uff1b<\/li>\n\n\n\n
      • \u4f7f\u7528 API Key\u3002<\/li>\n<\/ul>\n\n\n\n
        \u76f8\u53cd\uff0c\u6a21\u578b\u4f1a\u751f\u6210\u4e00\u6bb5\u6ee1\u8db3\u67d0\u79cd\u534f\u8bae\u7684\u7ed3\u6784\u5316\u7ed3\u679c\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n
        {\n  \"tool_name\": \"get_weather\",\n  \"arguments\": {\n    \"city\": \"\u5317\u4eac\",\n    \"date\": \"2026-07-23\"\n  }\n}<\/pre>\n\n\n\n
        \u6216\u8005\u5728\u4e00\u4e9b API \u4e2d\uff0c\u8fd4\u56de\u683c\u5f0f\u53ef\u80fd\u662f\uff1a<\/p>\n\n\n\n
        {\n  \"role\": \"assistant\",\n  \"content\": null,\n  \"tool_calls\": [\n    {\n      \"id\": \"call_weather_001\",\n      \"type\": \"function\",\n      \"function\": {\n        \"name\": \"get_weather\",\n        \"arguments\": \"{\\\"city\\\":\\\"\u5317\u4eac\\\",\\\"date\\\":\\\"2026-07-23\\\"}\"\n      }\n    }\n  ]\n}<\/pre>\n\n\n\n
        \u6a21\u578b\u8868\u8fbe\u7684\u542b\u4e49\u662f\uff1a<\/p>\n\n\n\n
        \u6211\u5efa\u8bae\u8c03\u7528 get_weather \u5de5\u5177\uff0c\n\u53c2\u6570\u662f city=\u5317\u4eac\u3001date=2026-07-23\u3002<\/pre>\n\n\n\n
        \u63a5\u4e0b\u6765\uff0cAgent Runtime \u624d\u4f1a\u628a\u8fd9\u4efd\u201c\u5efa\u8bae\u201d\u8f6c\u6362\u4e3a\u771f\u6b63\u7684\u7a0b\u5e8f\u8c03\u7528\u3002<\/p>\n\n\n\n
        \u3000\u3000<\/p>\n\n\n\n
        \u56db\u3001\u4ec0\u4e48\u662f Agent Runtime \/ Orchestrator\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n
        \n\n\n\n
        \ud83d\udd394.1 \u5b9a\u4e49<\/strong><\/p>\n\n\n\n
        Agent Runtime<\/strong> \u662f\u8fd0\u884c\u667a\u80fd\u4f53\u4efb\u52a1\u7684\u63a7\u5236\u7a0b\u5e8f\u6216\u670d\u52a1\u3002<\/p>\n\n\n\n
        \u5b83\u8d1f\u8d23\u628a\uff1a\u6a21\u578b\u7684\u8f93\u51fa\u610f\u56fe \u53d8\u6210 \u771f\u5b9e\u3001\u5b89\u5168\u3001\u53ef\u63a7\u3001\u53ef\u5ba1\u8ba1\u7684\u7cfb\u7edf\u64cd\u4f5c\u3002<\/p>\n\n\n\n
        \u5b83\u53ef\u4ee5\u662f\uff1a<\/p>\n\n\n\n
          \n
        • \u4e00\u6bb5 Python \/ JavaScript \u4ee3\u7801\uff1b<\/li>\n\n\n\n
        • \u4e00\u4e2a\u540e\u7aef API \u670d\u52a1\uff1b<\/li>\n\n\n\n
        • \u4e00\u4e2a\u5de5\u4f5c\u6d41\u5f15\u64ce\uff1b<\/li>\n\n\n\n
        • \u4e00\u4e2a\u4f01\u4e1a\u5185\u90e8\u5e73\u53f0\uff1b<\/li>\n\n\n\n
        • \u4e00\u4e2a Agent \u6846\u67b6\u7684\u6267\u884c\u5668\uff1b<\/li>\n\n\n\n
        • \u4e00\u4e2a\u8fde\u63a5 LLM \u4e0e MCP \u5de5\u5177\u670d\u52a1\u5668\u7684\u5ba2\u6237\u7aef\u3002<\/li>\n<\/ul>\n\n\n\n
          \u5e38\u89c1\u6846\u67b6\u4e2d\u90fd\u5b58\u5728\u7c7b\u4f3c\u7ec4\u4ef6\uff1a\u867d\u7136\u540d\u5b57\u4e0d\u540c\uff0c\u672c\u8d28\u804c\u8d23\u76f8\u4f3c\u3002<\/p>\n\n\n\n
          \u6846\u67b6\u6216\u7cfb\u7edf<\/th>\u7c7b\u4f3c Agent Runtime \u7684\u7ec4\u4ef6<\/th><\/tr><\/thead>
          LangChain<\/td>AgentExecutor\u3001Tool Calling Agent<\/td><\/tr>
          LangGraph<\/td>Graph Runtime \/ StateGraph \u6267\u884c\u5668<\/td><\/tr>
          OpenAI Agents SDK<\/td>Agent Runner \/ Runner<\/td><\/tr>
          AutoGen<\/td>Agent Runtime\u3001Conversation Runtime<\/td><\/tr>
          Semantic Kernel<\/td>Kernel\u3001Planner\u3001Function Invocation<\/td><\/tr>
          \u81ea\u7814\u7cfb\u7edf<\/td>Orchestrator\u3001Workflow Engine\u3001Tool Executor<\/td><\/tr>
          MCP \u67b6\u6784<\/td>MCP Client + Agent Host<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
          \u3000\u3000<\/p>\n\n\n\n
          \ud83d\udd394.2 Agent Runtime \u4e0d\u53ea\u662f\u201c\u6267\u884c\u5de5\u5177\u201d<\/strong><\/p>\n\n\n\n
          \u4e00\u4e2a\u6210\u719f\u7684 Runtime \u901a\u5e38\u5305\u62ec\u4ee5\u4e0b\u804c\u8d23\uff1a<\/p>\n\n\n\n
          1. \u7ba1\u7406\u5bf9\u8bdd\u72b6\u6001\n2. \u7ba1\u7406\u5de5\u5177\u5217\u8868\u548c\u5de5\u5177 Schema\n3. \u8c03\u7528\u5927\u8bed\u8a00\u6a21\u578b\n4. \u8bc6\u522b\u6a21\u578b\u662f\u5426\u8bf7\u6c42\u4e86\u5de5\u5177\u8c03\u7528\n5. \u89e3\u6790\u5de5\u5177\u540d\u548c\u53c2\u6570\n6. \u6821\u9a8c\u53c2\u6570\u683c\u5f0f\n7. \u68c0\u67e5\u7528\u6237\u6743\u9650\n8. \u68c0\u67e5\u662f\u5426\u9700\u8981\u4e8c\u6b21\u786e\u8ba4\n9. \u6267\u884c\u5de5\u5177\n10. \u5904\u7406\u8d85\u65f6\u3001\u91cd\u8bd5\u548c\u5931\u8d25\n11. \u5c06\u5de5\u5177\u7ed3\u679c\u8fd4\u56de\u7ed9\u6a21\u578b\n12. \u63a7\u5236\u591a\u8f6e\u5faa\u73af\u548c\u6700\u5927\u6267\u884c\u6b65\u6570\n13. \u8bb0\u5f55\u5ba1\u8ba1\u65e5\u5fd7\u3001\u6210\u672c\u548c\u94fe\u8def\u8ffd\u8e2a<\/pre>\n\n\n\n
          \u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u4e3a\uff1a<\/p>\n\n\n\n
          LLM \u662f\u201c\u5927\u8111\u201d\nTool \u662f\u201c\u624b\u811a\u201d\nAgent Runtime \u662f\u201c\u795e\u7ecf\u7cfb\u7edf\u3001\u6267\u884c\u7cfb\u7edf\u548c\u5b89\u5168\u4e3b\u7ba1\u201d<\/pre>\n\n\n\n
          \u3000\u3000<\/p>\n\n\n\n
          \ud83d\udd394.3 Agent Runtime \u7684\u67b6\u6784\u4f4d\u7f6e<\/strong><\/p>\n\n\n\n
          \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
          \u2502                   \u7528\u6237 \/ \u524d\u7aef                   \u2502
          \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518
                                 \u2502
                                 \u25bc
          \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
          \u2502             Agent Runtime \/ Orchestrator       \u2502
          \u2502                                               \u2502
          \u2502  - \u4f1a\u8bdd\u72b6\u6001\u7ba1\u7406                               \u2502
          \u2502  - \u63d0\u793a\u8bcd\u7ec4\u88c5                                 \u2502
          \u2502  - \u5de5\u5177\u6ce8\u518c\u4e0e\u8def\u7531                             \u2502
          \u2502  - \u53c2\u6570\u6821\u9a8c                                   \u2502
          \u2502  - \u6743\u9650\u4e0e\u786e\u8ba4                                 \u2502
          \u2502  - \u91cd\u8bd5\u3001\u8d85\u65f6\u3001\u9650\u6d41                           \u2502
          \u2502  - Agent Loop \u63a7\u5236                            \u2502
          \u2502  - \u65e5\u5fd7\u3001\u5ba1\u8ba1\u3001\u53ef\u89c2\u6d4b\u6027                       \u2502
          \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518
                          \u2502                   \u2502
                          \u25bc                   \u25bc
                \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510   \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
                \u2502      LLM       \u2502   \u2502   Tool Executor   \u2502
                \u2502 GPT \/ Qwen\/... \u2502   \u2502 \u5de5\u5177\u6267\u884c\u5668         \u2502
                \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518   \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518
                                                \u2502
                           \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
                           \u25bc                    \u25bc                    \u25bc
                     \u6570\u636e\u5e93 \/ CRM           \u641c\u7d22\u5f15\u64ce             \u6d4f\u89c8\u5668\u81ea\u52a8\u5316
                     \u4f01\u4e1a API               \u90ae\u4ef6\u670d\u52a1             \u6587\u4ef6\u7cfb\u7edf
                     \u4ee3\u7801\u6267\u884c\u73af\u5883           \u652f\u4ed8\u7cfb\u7edf             MCP Server<\/pre>\n\n\n\n
          \u3000\u3000<\/p>\n\n\n\n
          \u4e94\u3001Runtime \u662f\u5982\u4f55\u5224\u65ad LLM \u60f3\u8c03\u7528\u5de5\u5177\u7684\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n
          \n\n\n\n
          \u8fd9\u91cc\u6709\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u7ec6\u8282\uff1a<\/p>\n\n\n\n
          \u4e25\u683c\u6765\u8bf4\uff0cAgent Runtime \u901a\u5e38\u4e0d\u9700\u8981\u201c\u731c\u6d4b\u201d\u6216\u201c\u7406\u89e3\u201d\u6a21\u578b\u662f\u5426\u60f3\u8c03\u7528\u5de5\u5177\u3002

          \u5b83\u4e3b\u8981\u662f\u6839\u636e\u6a21\u578b API \u8fd4\u56de\u7684\u7ed3\u6784\u5316\u5b57\u6bb5\u6765\u5224\u65ad\u3002 <\/pre>\n\n\n\n
          \u4e5f\u5c31\u662f\u8bf4\uff0cRuntime \u4e0d\u662f\u901a\u8fc7\u5206\u6790\u6a21\u578b\u8bf4\u7684\u81ea\u7136\u8bed\u8a00\uff1a<\/p>\n\n\n\n
          \u201c\u6211\u6253\u7b97\u67e5\u4e00\u4e0b\u5929\u6c14\u2026\u2026\u201d<\/pre>\n\n\n\n
          \u6765\u731c\u6d4b\u662f\u5426\u9700\u8981\u8c03\u7528\u5de5\u5177\u3002<\/p>\n\n\n\n
          \u800c\u662f\u6a21\u578b API \u4f1a\u660e\u786e\u8fd4\u56de\u7c7b\u4f3c\u5b57\u6bb5\uff1a<\/p>\n\n\n\n
          {\n  \"tool_calls\": [...]\n}\n\u6216\uff1a \n{\n  \"function_call\": {...}\n}\n\u6216\uff1a \n{\n  \"finish_reason\": \"tool_calls\"\n}<\/pre>\n\n\n\n
          Runtime \u53ea\u9700\u8981\u68c0\u6d4b\u8fd9\u4e9b\u5b57\u6bb5\u5373\u53ef\u3002<\/p>\n\n\n\n
          \u3000\u3000<\/p>\n\n\n\n
          \ud83d\udd395.1 \u4e24\u79cd\u6a21\u578b\u8f93\u51fa\u60c5\u51b5<\/strong><\/p>\n\n\n\n
            \n
          • \u60c5\u51b5 1\uff1a\u6a21\u578b\u7ed9\u51fa\u666e\u901a\u6587\u672c\u56de\u7b54<\/li>\n<\/ul>\n\n\n\n
            \u4f8b\u5982\u7528\u6237\u95ee\uff1a\u4ec0\u4e48\u662f\u9012\u5f52\uff1f<\/p>\n\n\n\n
            \u6a21\u578b\u8fd4\u56de\uff1a<\/p>\n\n\n\n
            {\n  \"role\": \"assistant\",\n  \"content\": \"\u9012\u5f52\u662f\u4e00\u79cd\u51fd\u6570\u76f4\u63a5\u6216\u95f4\u63a5\u8c03\u7528\u81ea\u8eab\u7684\u7f16\u7a0b\u65b9\u6cd5\u3002\",\n  \"tool_calls\": []\n}<\/pre>\n\n\n\n
            Runtime \u53d1\u73b0\u6ca1\u6709 tool_calls<\/code>\uff1a<\/p>\n\n\n\n
            if not response.tool_calls:\n    return response.content<\/pre>\n\n\n\n
            \u4e8e\u662f\u76f4\u63a5\u628a\u7b54\u6848\u8fd4\u56de\u7ed9\u7528\u6237\u3002<\/p>\n\n\n\n
            \u3000\u3000<\/p>\n\n\n\n
              \n
            • \u60c5\u51b5 2\uff1a\u6a21\u578b\u8bf7\u6c42\u8c03\u7528\u5de5\u5177<\/strong><\/li>\n<\/ul>\n\n\n\n
              \u7528\u6237\u95ee\uff1a\u4eca\u5929\u4e0a\u6d77\u5929\u6c14\u600e\u4e48\u6837\uff1f<\/p>\n\n\n\n
              \u6a21\u578b\u8fd4\u56de\uff1a<\/p>\n\n\n\n
              {\n  \"role\": \"assistant\",\n  \"content\": null,\n  \"tool_calls\": [\n    {\n      \"id\": \"call_001\",\n      \"type\": \"function\",\n      \"function\": {\n        \"name\": \"get_weather\",\n        \"arguments\": \"{\\\"city\\\":\\\"\u4e0a\u6d77\\\",\\\"date\\\":\\\"2026-07-22\\\"}\"\n      }\n    }\n  ]\n}<\/pre>\n\n\n\n
              Runtime \u4f1a\u68c0\u67e5\uff1a<\/p>\n\n\n\n
              if response.tool_calls:\n    # \u8bf4\u660e\u6a21\u578b\u8bf7\u6c42\u8c03\u7528\u5de5\u5177\n    execute_tools(response.tool_calls)<\/pre>\n\n\n\n
              \u56e0\u6b64\u66f4\u51c6\u786e\u5730\u8bf4\uff1a<\/p>\n\n\n\n
              Runtime \u4e0d\u662f\u201c\u5224\u65ad\u6a21\u578b\u5fc3\u91cc\u60f3\u4e0d\u60f3\u8c03\u7528\u5de5\u5177\u201d\uff0c\u800c\u662f\u201c\u8bfb\u53d6\u6a21\u578b\u8f93\u51fa\u534f\u8bae\u4e2d\u662f\u5426\u5b58\u5728\u5de5\u5177\u8c03\u7528\u6307\u4ee4\u201d\u3002 <\/pre>\n\n\n\n
              \u3000\u3000<\/p>\n\n\n\n
              \ud83d\udd395.2 finish_reason<\/code> \u7684\u4f5c\u7528<\/strong><\/p>\n\n\n\n
              \u5f88\u591a\u6a21\u578b API \u4f1a\u8fd4\u56de\u4e00\u4e2a\u7ed3\u675f\u539f\u56e0\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n
              {\n  \"finish_reason\": \"stop\"\n}<\/pre>\n\n\n\n
              \u53ef\u80fd\u4ee3\u8868\uff1a\u6a21\u578b\u6b63\u5e38\u5b8c\u6210\u4e86\u81ea\u7136\u8bed\u8a00\u56de\u7b54\u3002<\/p>\n\n\n\n
              \u800c\uff1a<\/p>\n\n\n\n
              {\n  \"finish_reason\": \"tool_calls\"\n}<\/pre>\n\n\n\n
              \u53ef\u80fd\u4ee3\u8868\uff1a\u6a21\u578b\u672c\u8f6e\u8f93\u51fa\u7ed3\u675f\u7684\u539f\u56e0\u662f\uff1a\u5b83\u8981\u8c03\u7528\u5de5\u5177\u3002<\/p>\n\n\n\n
              \u4e0d\u540c\u6a21\u578b\u5e73\u53f0\u7684\u5b57\u6bb5\u547d\u540d\u7565\u6709\u4e0d\u540c\uff0c\u4f46\u6838\u5fc3\u6982\u5ff5\u4e00\u6837\u3002<\/p>\n\n\n\n
              \u5e38\u89c1\u72b6\u6001\u5305\u62ec\uff1aRuntime \u6839\u636e\u8fd9\u4e9b\u72b6\u6001\u8fdb\u5165\u4e0d\u540c\u5904\u7406\u5206\u652f\u3002<\/p>\n\n\n\n
              \u72b6\u6001<\/th>\u542b\u4e49<\/th><\/tr><\/thead>
              stop<\/code><\/td>\u6a21\u578b\u5df2\u6b63\u5e38\u5b8c\u6210\u56de\u7b54<\/td><\/tr>
              tool_calls<\/code><\/td>\u6a21\u578b\u8bf7\u6c42\u8c03\u7528\u5de5\u5177<\/td><\/tr>
              length<\/code><\/td>\u8f93\u51fa\u8fbe\u5230 Token \u957f\u5ea6\u4e0a\u9650<\/td><\/tr>
              content_filter<\/code><\/td>\u5185\u5bb9\u88ab\u5b89\u5168\u7b56\u7565\u62e6\u622a<\/td><\/tr>
              error<\/code><\/td>\u8c03\u7528\u6a21\u578b\u670d\u52a1\u5931\u8d25<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
              \u3000\u3000<\/p>\n\n\n\n
              \u516d\u3001\u6a21\u578b\u4e3a\u4ec0\u4e48\u77e5\u9053\u6709\u54ea\u4e9b\u5de5\u5177\u53ef\u4ee5\u8c03\u7528\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n
              \n\n\n\n
              \u56e0\u4e3a Agent Runtime \u4f1a\u5728\u8bf7\u6c42\u6a21\u578b\u65f6\uff0c\u628a\u5de5\u5177\u8bf4\u660e\u4e00\u8d77\u63d0\u4f9b\u7ed9\u6a21\u578b\u3002<\/p>\n\n\n\n
              \u5047\u8bbe\u7cfb\u7edf\u6ce8\u518c\u4e86\u4e00\u4e2a\u5929\u6c14\u5de5\u5177\uff0cRuntime \u4f1a\u5411 LLM \u63d0\u4f9b\u8fd9\u6837\u7684\u63cf\u8ff0\uff1a<\/p>\n\n\n\n
              {\n  \"type\": \"function\",\n  \"function\": {\n    \"name\": \"get_weather\",\n    \"description\": \"\u67e5\u8be2\u6307\u5b9a\u57ce\u5e02\u5728\u6307\u5b9a\u65e5\u671f\u7684\u5929\u6c14\u9884\u62a5\u3002\u4ec5\u7528\u4e8e\u83b7\u53d6\u5929\u6c14\u4fe1\u606f\uff0c\u4e0d\u4f1a\u8fdb\u884c\u4efb\u4f55\u4fee\u6539\u64cd\u4f5c\u3002\",\n    \"parameters\": {\n      \"type\": \"object\",\n      \"properties\": {\n        \"city\": {\n          \"type\": \"string\",\n          \"description\": \"\u57ce\u5e02\u540d\u79f0\uff0c\u4f8b\u5982\uff1a\u5317\u4eac\u3001\u4e0a\u6d77\u3001\u6df1\u5733\"\n        },\n        \"date\": {\n          \"type\": \"string\",\n          \"description\": \"\u67e5\u8be2\u65e5\u671f\uff0c\u683c\u5f0f\u4e3a YYYY-MM-DD\"\n        },\n        \"unit\": {\n          \"type\": \"string\",\n          \"enum\": [\"celsius\", \"fahrenheit\"],\n          \"description\": \"\u6e29\u5ea6\u5355\u4f4d\uff0c\u9ed8\u8ba4 celsius\"\n        }\n      },\n      \"required\": [\"city\", \"date\"]\n    }\n  }\n}<\/pre>\n\n\n\n
              \u6a21\u578b\u5728\u4e0a\u4e0b\u6587\u4e2d\u770b\u5230\u8fd9\u4efd\u8bf4\u660e\u540e\uff0c\u4f1a\u77e5\u9053\uff1a<\/p>\n\n\n\n
              \u5de5\u5177\u540d\uff1aget_weather\n\u7528\u9014\uff1a\u67e5\u8be2\u5929\u6c14\n\u9700\u8981\u7684\u53c2\u6570\uff1acity\u3001date\n\u53ef\u9009\u53c2\u6570\uff1aunit<\/pre>\n\n\n\n
              \u5f53\u7528\u6237\u95ee\u5929\u6c14\u65f6\uff0c\u6a21\u578b\u5c31\u6709\u8f83\u9ad8\u6982\u7387\u9009\u62e9\u8be5\u5de5\u5177\u3002<\/p>\n\n\n\n
              \u3000\u3000<\/p>\n\n\n\n
              \u4e03\u3001\u5de5\u5177\u5b9a\u4e49\u672c\u8d28\u4e0a\u662f\u4e00\u4efd\u201c\u7ed9\u6a21\u578b\u770b\u7684 API \u6587\u6863\u201d\ud83d\udd16<\/strong><\/p>\n\n\n\n
              \n\n\n\n
              \u5bf9\u4e8e\u6a21\u578b\u800c\u8a00\uff0c\u5de5\u5177\u7684\u5b9a\u4e49\u975e\u5e38\u50cf\u4e00\u4efd API \u6587\u6863\u3002<\/p>\n\n\n\n
              \u4e00\u4e2a\u597d\u7684\u5de5\u5177\u5b9a\u4e49\u81f3\u5c11\u5e94\u8be5\u5305\u542b\uff1a<\/p>\n\n\n\n
              1. \u5de5\u5177\u540d\u79f0\n2. \u5de5\u5177\u7528\u9014\n3. \u4f7f\u7528\u573a\u666f\n4. \u4e0d\u9002\u7528\u573a\u666f\n5. \u53c2\u6570\u540d\u79f0\n6. \u53c2\u6570\u7c7b\u578b\n7. \u53c2\u6570\u683c\u5f0f\n8. \u53c2\u6570\u8303\u56f4\n9. \u5fc5\u586b\u53c2\u6570\n10. \u8fd4\u56de\u7ed3\u679c\u8bf4\u660e\n11. \u98ce\u9669\u6216\u526f\u4f5c\u7528<\/pre>\n\n\n\n
              \u4f8b\u5982\u4e00\u4e2a\u53d1\u9001\u90ae\u4ef6\u5de5\u5177\uff1a<\/p>\n\n\n\n
              {\n  \"name\": \"send_email\",\n  \"description\": \"\u5411\u6307\u5b9a\u6536\u4ef6\u4eba\u53d1\u9001\u7535\u5b50\u90ae\u4ef6\u3002\u8be5\u64cd\u4f5c\u4f1a\u4ea7\u751f\u5916\u90e8\u526f\u4f5c\u7528\u3002\u53ea\u6709\u5728\u7528\u6237\u660e\u786e\u786e\u8ba4\u90ae\u4ef6\u5185\u5bb9\u3001\u6536\u4ef6\u4eba\u548c\u53d1\u9001\u884c\u4e3a\u540e\u624d\u53ef\u4ee5\u8c03\u7528\u3002\",\n  \"parameters\": {\n    \"type\": \"object\",\n    \"properties\": {\n      \"to\": {\n        \"type\": \"array\",\n        \"items\": {\n          \"type\": \"string\",\n          \"format\": \"email\"\n        },\n        \"description\": \"\u6536\u4ef6\u4eba\u90ae\u7bb1\u5730\u5740\u5217\u8868\"\n      },\n      \"subject\": {\n        \"type\": \"string\",\n        \"description\": \"\u90ae\u4ef6\u4e3b\u9898\"\n      },\n      \"body\": {\n        \"type\": \"string\",\n        \"description\": \"\u90ae\u4ef6\u6b63\u6587\"\n      }\n    },\n    \"required\": [\"to\", \"subject\", \"body\"]\n  }\n}<\/pre>\n\n\n\n
              \u8fd9\u91cc\u7684\u63cf\u8ff0\u5c24\u5176\u5f3a\u8c03\uff1a\u53ea\u6709\u5728\u7528\u6237\u660e\u786e\u786e\u8ba4\u540e\u624d\u53ef\u4ee5\u8c03\u7528\u3002<\/p>\n\n\n\n
              \u8fd9\u80fd\u5e2e\u52a9\u6a21\u578b\u505a\u51fa\u66f4\u5b89\u5168\u7684\u884c\u4e3a\uff0c\u4f46\u8bf7\u6ce8\u610f\uff1a<\/p>\n\n\n\n
              \u5de5\u5177\u63cf\u8ff0\u53ea\u662f\u201c\u63d0\u793a\u548c\u7ea6\u675f\u201d\uff0c\u771f\u6b63\u7684\u5b89\u5168\u4fdd\u969c\u5fc5\u987b\u7531 Runtime \u548c\u540e\u7aef\u6743\u9650\u7cfb\u7edf\u5b8c\u6210\u3002 <\/pre>\n\n\n\n
              \u3000\u3000<\/p>\n\n\n\n
              \u516b\u3001\u5b8c\u6574\u5de5\u4f5c\u8fc7\u7a0b\uff1a\u4e00\u6b65\u4e00\u6b65\u62c6\u89e3\ud83d\udd16<\/strong><\/p>\n\n\n\n
              \n\n\n\n
              \u4ee5\u201c\u67e5\u8be2\u5317\u4eac\u660e\u5929\u5929\u6c14\u201d\u4e3a\u4f8b\u3002<\/p>\n\n\n\n
              \ud83d\udd39\u7b2c 1 \u6b65\uff1a\u7528\u6237\u63d0\u51fa\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
              \u7528\u6237\uff1a\u5e2e\u6211\u67e5\u8be2\u5317\u4eac\u660e\u5929\u7684\u5929\u6c14\u3002<\/pre>\n\n\n\n
              \u3000\u3000<\/p>\n\n\n\n
              \ud83d\udd39\u7b2c 2 \u6b65\uff1aRuntime \u7ec4\u88c5\u4e0a\u4e0b\u6587<\/strong><\/p>\n\n\n\n
              Runtime \u5c06\u4ee5\u4e0b\u5185\u5bb9\u7ec4\u5408\u6210\u6a21\u578b\u8f93\u5165\uff1a<\/p>\n\n\n\n
              \u7cfb\u7edf\u6307\u4ee4\uff1a\n\u4f60\u662f\u5929\u6c14\u52a9\u624b\u3002\u6d89\u53ca\u5b9e\u65f6\u5929\u6c14\u65f6\u5fc5\u987b\u4f7f\u7528\u5929\u6c14\u5de5\u5177\u3002\n\u4e0d\u8981\u7f16\u9020\u5929\u6c14\u6570\u636e\u3002\n\n\u5f53\u524d\u65e5\u671f\uff1a\n2026-07-22\n\n\u7528\u6237\u6d88\u606f\uff1a\n\u5e2e\u6211\u67e5\u8be2\u5317\u4eac\u660e\u5929\u7684\u5929\u6c14\u3002\n\n\u53ef\u7528\u5de5\u5177\uff1a\nget_weather(city, date, unit)<\/pre>\n\n\n\n
              \u6982\u5ff5\u4e0a\u7684\u8bf7\u6c42\u5982\u4e0b\uff1a<\/p>\n\n\n\n
              {\n  \"messages\": [\n    {\n      \"role\": \"system\",\n      \"content\": \"\u4f60\u662f\u5929\u6c14\u52a9\u624b\u3002\u67e5\u8be2\u5929\u6c14\u65f6\u5fc5\u987b\u8c03\u7528\u5de5\u5177\uff0c\u4e0d\u5f97\u7f16\u9020\u3002\u5f53\u524d\u65e5\u671f\u4e3a 2026-07-22\u3002\"\n    },\n    {\n      \"role\": \"user\",\n      \"content\": \"\u5e2e\u6211\u67e5\u8be2\u5317\u4eac\u660e\u5929\u7684\u5929\u6c14\u3002\"\n    }\n  ],\n  \"tools\": [\n    {\n      \"type\": \"function\",\n      \"function\": {\n        \"name\": \"get_weather\",\n        \"description\": \"\u67e5\u8be2\u6307\u5b9a\u57ce\u5e02\u548c\u65e5\u671f\u7684\u5929\u6c14\u3002\",\n        \"parameters\": {\n          \"type\": \"object\",\n          \"properties\": {\n            \"city\": {\"type\": \"string\"},\n            \"date\": {\"type\": \"string\"},\n            \"unit\": {\n              \"type\": \"string\",\n              \"enum\": [\"celsius\", \"fahrenheit\"]\n            }\n          },\n          \"required\": [\"city\", \"date\"]\n        }\n      }\n    }\n  ]\n}<\/pre>\n\n\n\n
              \u3000\u3000<\/p>\n\n\n\n
              \ud83d\udd39\u7b2c 3 \u6b65\uff1aLLM \u8f93\u51fa\u5de5\u5177\u8c03\u7528\u8bf7\u6c42<\/strong><\/p>\n\n\n\n
              \u6a21\u578b\u53d1\u73b0\uff1a<\/p>\n\n\n\n
                \n
              • \u7528\u6237\u8981\u67e5\u5929\u6c14\uff1b<\/li>\n\n\n\n
              • \u5929\u6c14\u5c5e\u4e8e\u5b9e\u65f6\u4fe1\u606f\uff1b<\/li>\n\n\n\n
              • \u7cfb\u7edf\u8981\u6c42\u5fc5\u987b\u4f7f\u7528\u5de5\u5177\uff1b<\/li>\n\n\n\n
              • \u5f53\u524d\u6709 get_weather<\/code> \u5de5\u5177\u53ef\u7528\uff1b<\/li>\n\n\n\n
              • \u201c\u660e\u5929\u201d\u6839\u636e\u5f53\u524d\u65e5\u671f\u53ef\u8f6c\u6362\u4e3a 2026-07-23<\/code>\u3002<\/li>\n<\/ul>\n\n\n\n
                \u4e8e\u662f\u6a21\u578b\u8f93\u51fa\uff1a<\/p>\n\n\n\n
                {\n  \"role\": \"assistant\",\n  \"content\": null,\n  \"tool_calls\": [\n    {\n      \"id\": \"call_weather_001\",\n      \"type\": \"function\",\n      \"function\": {\n        \"name\": \"get_weather\",\n        \"arguments\": \"{\\\"city\\\":\\\"\u5317\u4eac\\\",\\\"date\\\":\\\"2026-07-23\\\",\\\"unit\\\":\\\"celsius\\\"}\"\n      }\n    }\n  ]\n}<\/pre>\n\n\n\n
                \u3000\u3000<\/p>\n\n\n\n
                \ud83d\udd39\u7b2c 4 \u6b65\uff1aRuntime \u8bc6\u522b\u5de5\u5177\u8c03\u7528<\/strong><\/p>\n\n\n\n
                Runtime \u4e0d\u9700\u8981\u731c\u6d4b\uff0c\u53ea\u9700\u8981\u68c0\u67e5\u7ed3\u6784\u5316\u5b57\u6bb5\uff1a<\/p>\n\n\n\n
                tool_calls = response.get(\"tool_calls\", [])\n\nif len(tool_calls) == 0:\n    # \u666e\u901a\u6587\u672c\u56de\u7b54\n    return response[\"content\"]\n\n# \u5b58\u5728\u5de5\u5177\u8c03\u7528\u8bf7\u6c42\nfor tool_call in tool_calls:\n    execute_tool(tool_call)<\/pre>\n\n\n\n
                \u3000\u3000<\/p>\n\n\n\n
                \ud83d\udd39\u7b2c 5 \u6b65\uff1aRuntime \u6821\u9a8c\u5de5\u5177\u8c03\u7528<\/strong><\/p>\n\n\n\n
                \u8fd9\u662f\u5b89\u5168\u6838\u5fc3\u3002<\/p>\n\n\n\n
                Runtime \u4e0d\u80fd\u56e0\u4e3a\u6a21\u578b\u8f93\u51fa\u4e86\uff1a<\/p>\n\n\n\n
                {\n  \"name\": \"get_weather\",\n  \"arguments\": {\n    \"city\": \"\u5317\u4eac\"\n  }\n}<\/pre>\n\n\n\n
                \u5c31\u7acb\u523b\u6267\u884c\u3002<\/p>\n\n\n\n
                \u5b83\u81f3\u5c11\u8981\u6821\u9a8c\uff1a<\/p>\n\n\n\n
                  \n
                • 5.1 \u5de5\u5177\u662f\u5426\u5b58\u5728\u4e8e\u767d\u540d\u5355 \u6a21\u578b\u4e0d\u5e94\u8be5\u80fd\u591f\u8c03\u7528\u6ca1\u6709\u6ce8\u518c\u7684\u5de5\u5177\u3002<\/li>\n<\/ul>\n\n\n\n
                  TOOLS = {\n    \"get_weather\": get_weather,\n    \"search_web\": search_web\n}\n\nif tool_name not in TOOLS:\n    raise SecurityError(\"\u4e0d\u5141\u8bb8\u8c03\u7528\u8be5\u5de5\u5177\")<\/pre>\n\n\n\n
                    \n
                  • 5.2 \u53c2\u6570\u662f\u5426\u7b26\u5408 Schema  \u751f\u4ea7\u73af\u5883\u4e2d\u901a\u5e38\u4f1a\u4f7f\u7528\uff1a\n
                      \n
                    • JSON Schema\uff1b<\/li>\n\n\n\n
                    • Pydantic\uff1b<\/li>\n\n\n\n
                    • Zod\uff1b<\/li>\n\n\n\n
                    • Marshmallow\uff1b<\/li>\n\n\n\n
                    • OpenAPI Schema\uff1b<\/li>\n\n\n\n
                    • \u81ea\u5b9a\u4e49\u53c2\u6570\u9a8c\u8bc1\u5668\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n
                      args = json.loads(tool_call[\"function\"][\"arguments\"])\n\nif not isinstance(args.get(\"city\"), str):\n    raise ValueError(\"city \u5fc5\u987b\u662f\u5b57\u7b26\u4e32\")\n\nif not isinstance(args.get(\"date\"), str):\n    raise ValueError(\"date \u5fc5\u987b\u662f\u5b57\u7b26\u4e32\")\n\nif args.get(\"unit\") not in [\"celsius\", \"fahrenheit\"]:\n    raise ValueError(\"unit \u53c2\u6570\u4e0d\u5408\u6cd5\")<\/pre>\n\n\n\n
                        \n
                      • 5.3 \u5f53\u524d\u7528\u6237\u662f\u5426\u6709\u6743\u9650<\/li>\n<\/ul>\n\n\n\n
                          \n
                        • 5.4 \u662f\u5426\u5c5e\u4e8e\u9ad8\u98ce\u9669\u64cd\u4f5c<\/li>\n<\/ul>\n\n\n\n
                          \u3000\u3000<\/p>\n\n\n\n
                          \ud83d\udd39\u7b2c 6 \u6b65\uff1aRuntime \u771f\u5b9e\u6267\u884c\u5de5\u5177<\/strong><\/p>\n\n\n\n
                          \u7ecf\u8fc7\u6821\u9a8c\u4e4b\u540e\uff0c\u624d\u771f\u6b63\u8c03\u7528\u540e\u7aef\u51fd\u6570\uff1a<\/p>\n\n\n\n
                          result = get_weather(\n    city=\"\u5317\u4eac\",\n    date=\"2026-07-23\",\n    unit=\"celsius\"\n)<\/pre>\n\n\n\n
                          \u5de5\u5177\u5185\u90e8\u53ef\u80fd\u8c03\u7528\u4e00\u4e2a\u7b2c\u4e09\u65b9\u5929\u6c14 API\uff1a<\/p>\n\n\n\n
                          import requests\n\ndef get_weather(city: str, date: str, unit: str = \"celsius\"):\n    response = requests.get(\n        \"https:\/\/api.weather.example.com\/forecast\",\n        params={\n            \"city\": city,\n            \"date\": date,\n            \"unit\": unit\n        },\n        headers={\n            \"Authorization\": f\"Bearer {WEATHER_API_KEY}\"\n        },\n        timeout=10\n    )\n\n    response.raise_for_status()\n    return response.json()<\/pre>\n\n\n\n
                          \u3000\u3000<\/p>\n\n\n\n
                          \ud83d\udd39\u7b2c 7 \u6b65\uff1a\u5de5\u5177\u6267\u884c\u7ed3\u679c\u8fd4\u56de\u7ed9 Runtime<\/strong><\/p>\n\n\n\n
                          \u5047\u8bbe\u5929\u6c14 API \u8fd4\u56de\uff1a<\/p>\n\n\n\n
                          {\n  \"city\": \"\u5317\u4eac\",\n  \"date\": \"2026-07-23\",\n  \"condition\": \"\u591a\u4e91\",\n  \"temperature\": {\n    \"min\": 23,\n    \"max\": 31\n  },\n  \"wind\": \"\u4e1c\u5357\u98ce 2 \u7ea7\"\n}<\/pre>\n\n\n\n
                          Runtime \u4f1a\u5c06\u5176\u8f6c\u6362\u4e3a\u4e00\u6761\u5de5\u5177\u7ed3\u679c\u6d88\u606f\uff1a<\/p>\n\n\n\n
                          {\n  \"role\": \"tool\",\n  \"tool_call_id\": \"call_weather_001\",\n  \"content\": \"{\\\"city\\\":\\\"\u5317\u4eac\\\",\\\"date\\\":\\\"2026-07-23\\\",\\\"condition\\\":\\\"\u591a\u4e91\\\",\\\"temp_min\\\":23,\\\"temp_max\\\":31,\\\"wind\\\":\\\"\u4e1c\u5357\u98ce2\u7ea7\\\"}\"\n}<\/pre>\n\n\n\n
                          \u5176\u4e2d\uff1a<\/p>\n\n\n\n
                          tool_call_id = call_weather_001<\/pre>\n\n\n\n
                          \u7528\u4e8e\u628a\u5de5\u5177\u7ed3\u679c\u548c\u4e4b\u524d\u7684\u8c03\u7528\u8bf7\u6c42\u4e00\u4e00\u5bf9\u5e94\u3002<\/p>\n\n\n\n
                          \u3000\u3000<\/p>\n\n\n\n
                          \u7b2c 8 \u6b65\uff1aRuntime \u518d\u6b21\u8bf7\u6c42 LLM<\/strong><\/p>\n\n\n\n
                          \u73b0\u5728 Runtime \u4f1a\u5c06\u5bf9\u8bdd\u5386\u53f2\u91cd\u65b0\u53d1\u9001\u7ed9\u6a21\u578b\uff1a<\/p>\n\n\n\n
                          \u7cfb\u7edf\uff1a\u4f60\u662f\u5929\u6c14\u52a9\u624b\u3002\n\u7528\u6237\uff1a\u5e2e\u6211\u67e5\u8be2\u5317\u4eac\u660e\u5929\u7684\u5929\u6c14\u3002\n\u52a9\u624b\uff1a\u8c03\u7528 get_weather(city=\u5317\u4eac, date=2026-07-23)\u3002\n\u5de5\u5177\uff1a\u5317\u4eac\uff0c2026-07-23\uff0c\u591a\u4e91\uff0c23~31\u2103\uff0c\u4e1c\u5357\u98ce2\u7ea7\u3002<\/pre>\n\n\n\n
                          \u6a21\u578b\u83b7\u5f97\u4e86\u771f\u5b9e\u6570\u636e\u540e\uff0c\u751f\u6210\u6700\u7ec8\u56de\u7b54\uff1a<\/p>\n\n\n\n
                          \u5317\u4eac\u660e\u5929\u591a\u4e91\uff0c\u6c14\u6e29 23\uff5e31\u2103\uff0c\u4e1c\u5357\u98ce 2 \u7ea7\u3002\n\u767d\u5929\u6c14\u6e29\u8f83\u9ad8\uff0c\u5efa\u8bae\u7a7f\u8f7b\u8584\u8863\u7269\uff0c\u5e76\u6ce8\u610f\u9632\u6652\u3002<\/pre>\n\n\n\n
                          \u3000\u3000<\/p>\n\n\n\n
                          \u4e5d\u3001Agent Loop\uff1a\u4e3a\u4ec0\u4e48\u667a\u80fd\u4f53\u53ef\u4ee5\u8fde\u7eed\u6267\u884c\u591a\u4e2a\u5de5\u5177\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n
                          \n\n\n\n
                          \u7b80\u5355\u4efb\u52a1\u53ef\u80fd\u53ea\u8c03\u7528\u4e00\u6b21\u5de5\u5177\uff0c\u4f46\u771f\u5b9e\u667a\u80fd\u4f53\u901a\u5e38\u662f\u591a\u6b65\u4efb\u52a1\u3002<\/p>\n\n\n\n
                          \u4f8b\u5982\u7528\u6237\u8bf4\uff1a<\/p>\n\n\n\n
                          \u627e\u51fa\u672c\u6708\u9500\u552e\u989d\u6700\u4f4e\u7684\u4e09\u4e2a\u5730\u533a\uff0c\u5206\u6790\u539f\u56e0\uff0c\u5e76\u628a\u62a5\u544a\u90ae\u4ef6\u53d1\u7ed9\u9500\u552e\u603b\u76d1\u3002<\/pre>\n\n\n\n
                          \u8fd9\u81f3\u5c11\u5305\u542b\uff1a<\/p>\n\n\n\n
                          1. \u67e5\u8be2\u9500\u552e\u6570\u636e\uff1b\n2. \u627e\u51fa\u6700\u4f4e\u7684\u4e09\u4e2a\u5730\u533a\uff1b\n3. \u67e5\u8be2\u8fd9\u4e9b\u5730\u533a\u7684\u5e93\u5b58\u3001\u4eba\u5458\u3001\u6d3b\u52a8\u6216\u5386\u53f2\u9500\u552e\u6570\u636e\uff1b\n4. \u6c47\u603b\u5e76\u751f\u6210\u62a5\u544a\uff1b\n5. \u67e5\u8be2\u9500\u552e\u603b\u76d1\u8054\u7cfb\u65b9\u5f0f\uff1b\n6. \u5411\u7528\u6237\u5c55\u793a\u90ae\u4ef6\u8349\u7a3f\uff1b\n7. \u83b7\u53d6\u7528\u6237\u786e\u8ba4\uff1b\n8. \u53d1\u9001\u90ae\u4ef6\u3002<\/pre>\n\n\n\n
                          \u8fd9\u5c31\u662f\u6240\u8c13\u7684 Agent Loop<\/strong>\u3002<\/p>\n\n\n\n
                          \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 1. \u8c03\u7528 LLM                          \u2502\n\u2502 2. LLM \u8f93\u51fa\u6700\u7ec8\u7b54\u6848\uff1f                \u2502\n\u2502    \u662f \u2192 \u8fd4\u56de\u7ed9\u7528\u6237                   \u2502\n\u2502    \u5426 \u2192 \u8f93\u51fa\u5de5\u5177\u8c03\u7528                 \u2502\n\u2502 3. Runtime \u6821\u9a8c\u5e76\u6267\u884c\u5de5\u5177            \u2502\n\u2502 4. \u5de5\u5177\u7ed3\u679c\u5199\u5165\u4e0a\u4e0b\u6587                \u2502\n\u2502 5. \u56de\u5230\u7b2c 1 \u6b65                       \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/pre>\n\n\n\n
                          \u4f2a\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n\n\n\n
                          MAX_STEPS = 10\n\ndef run_agent(user_message: str):\n    messages = [\n        {\n            \"role\": \"system\",\n            \"content\": \"\u4f60\u662f\u4f01\u4e1a\u6570\u636e\u5206\u6790\u52a9\u624b\u3002\"\n        },\n        {\n            \"role\": \"user\",\n            \"content\": user_message\n        }\n    ]\n\n    for step in range(MAX_STEPS):\n        response = llm.chat(\n            messages=messages,\n            tools=tool_definitions\n        )\n\n        assistant_message = response.message\n        messages.append(assistant_message)\n\n        # \u5982\u679c\u6ca1\u6709\u5de5\u5177\u8c03\u7528\uff0c\u8bf4\u660e\u6a21\u578b\u5df2\u5b8c\u6210\u4efb\u52a1\n        if not assistant_message.tool_calls:\n            return assistant_message.content\n\n        # \u5982\u679c\u6709\u5de5\u5177\u8c03\u7528\uff0c\u5219\u9010\u4e2a\u6267\u884c\n        for tool_call in assistant_message.tool_calls:\n            tool_result = execute_tool_safely(\n                tool_call=tool_call,\n                current_user=current_user\n            )\n\n            messages.append({\n                \"role\": \"tool\",\n                \"tool_call_id\": tool_call.id,\n                \"content\": json.dumps(tool_result, ensure_ascii=False)\n            })\n\n    return \"\u4efb\u52a1\u6267\u884c\u6b65\u9aa4\u8fc7\u591a\uff0c\u7cfb\u7edf\u5df2\u505c\u6b62\u6267\u884c\u3002\"<\/pre>\n\n\n\n
                          \u8bbe\u7f6e MAX_STEPS<\/code> \u7684\u539f\u56e0\u662f\u9632\u6b62\u667a\u80fd\u4f53\uff1a<\/p>\n\n\n\n
                            \n
                          • \u65e0\u9650\u5faa\u73af\uff1b<\/li>\n\n\n\n
                          • \u53cd\u590d\u8c03\u7528\u5931\u8d25\u5de5\u5177\uff1b<\/li>\n\n\n\n
                          • \u5927\u91cf\u6d88\u8017 Token\uff1b<\/li>\n\n\n\n
                          • \u4ea7\u751f\u8fc7\u9ad8\u6210\u672c\uff1b<\/li>\n\n\n\n
                          • \u88ab\u6076\u610f\u8f93\u5165\u8bf1\u5bfc\u6267\u884c\u8fc7\u591a\u52a8\u4f5c\u3002<\/li>\n<\/ul>\n\n\n\n
                            \u3000\u3000<\/p>\n\n\n\n
                            \u5341\u3001Runtime \u5982\u4f55\u51b3\u5b9a\u201c\u662f\u5426\u5141\u8bb8\u6267\u884c\u201d\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n
                            \n\n\n\n
                            \u5fc5\u987b\u5f3a\u8c03\uff1a\u6a21\u578b\u8bf7\u6c42\u8c03\u7528\u5de5\u5177\uff0c\u4e0d\u7b49\u4e8e Runtime \u5fc5\u987b\u6267\u884c\u3002<\/p>\n\n\n\n
                            \u6a21\u578b\u53ea\u80fd\u63d0\u51fa\u4e00\u4e2a\u8c03\u7528\u5efa\u8bae\uff1a\u201c\u8bf7\u8c03\u7528 send_email\u201d<\/p>\n\n\n\n
                            \u771f\u6b63\u7684\u6267\u884c\u51b3\u7b56\u901a\u5e38\u7531 Runtime \u7684\u7b56\u7565\u7cfb\u7edf\u51b3\u5b9a\u3002<\/p>\n\n\n\n
                            \u4e00\u4e2a\u5178\u578b\u51b3\u7b56\u903b\u8f91\u5982\u4e0b\uff1a<\/p>\n\n\n\n
                            \u6a21\u578b\u8bf7\u6c42\u8c03\u7528\u5de5\u5177\n      \u2193\n\u5de5\u5177\u662f\u5426\u5df2\u6ce8\u518c\uff1f\n      \u2193\n\u53c2\u6570\u662f\u5426\u5408\u6cd5\uff1f\n      \u2193\n\u5f53\u524d\u7528\u6237\u662f\u5426\u6709\u6743\u9650\uff1f\n      \u2193\n\u662f\u5426\u8d85\u8fc7\u8c03\u7528\u6b21\u6570\u3001\u9884\u7b97\u6216\u9650\u6d41\uff1f\n      \u2193\n\u662f\u5426\u8bbf\u95ee\u4e86\u654f\u611f\u8d44\u6e90\uff1f\n      \u2193\n\u662f\u5426\u662f\u5199\u64cd\u4f5c\u6216\u9ad8\u98ce\u9669\u64cd\u4f5c\uff1f\n      \u2193\n\u662f\u5426\u5df2\u7ecf\u83b7\u5f97\u7528\u6237\u786e\u8ba4\uff1f\n      \u2193\n\u5141\u8bb8\u6267\u884c \/ \u62d2\u7edd\u6267\u884c \/ \u8bf7\u6c42\u786e\u8ba4 \/ \u964d\u7ea7\u5904\u7406<\/pre>\n\n\n\n
                            \u53ef\u4ee5\u5199\u6210\u4f2a\u4ee3\u7801\uff1a<\/p>\n\n\n\n
                            def execute_tool_safely(tool_call, current_user):\n    tool_name = tool_call.function.name\n    args = parse_json(tool_call.function.arguments)\n\n    # 1. \u5de5\u5177\u767d\u540d\u5355\n    if tool_name not in TOOL_REGISTRY:\n        return {\n            \"ok\": False,\n            \"error\": \"tool_not_allowed\"\n        }\n\n    # 2. \u53c2\u6570 Schema \u6821\u9a8c\n    validate_arguments(tool_name, args)\n\n    # 3. \u6743\u9650\u6821\u9a8c\n    if not has_permission(current_user, tool_name, args):\n        return {\n            \"ok\": False,\n            \"error\": \"permission_denied\"\n        }\n\n    # 4. \u98ce\u9669\u7b56\u7565\n    if is_high_risk(tool_name, args):\n        if not has_user_confirmation(current_user, tool_name, args):\n            return {\n                \"ok\": False,\n                \"error\": \"confirmation_required\"\n            }\n\n    # 5. \u771f\u6b63\u6267\u884c\n    try:\n        result = TOOL_REGISTRY[tool_name](**args)\n        return {\n            \"ok\": True,\n            \"result\": result\n        }\n    except TimeoutError:\n        return {\n            \"ok\": False,\n            \"error\": \"tool_timeout\"\n        }\n    except Exception as e:\n        return {\n            \"ok\": False,\n            \"error\": \"tool_execution_failed\",\n            \"message\": str(e)\n        }<\/pre>\n\n\n\n
                            \u3000\u3000<\/p>\n\n\n\n
                            \u5341\u4e00 \u3001\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u7ed9\u6a21\u578b\u4e00\u4e2a\u201c\u4e07\u80fd\u5de5\u5177\u201d\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n
                            \n\n\n\n
                            \u5f88\u591a\u521d\u5b66\u8005\u4f1a\u8bbe\u8ba1\u4e00\u4e2a\u7c7b\u4f3c\u4e0b\u9762\u7684\u5de5\u5177\uff1a<\/p>\n\n\n\n
                            def run_shell(command: str):\n    os.system(command)\n\n\u6216\u8005\uff1a \n\ndef run_sql(sql: str):\n    database.execute(sql)<\/pre>\n\n\n\n
                            \u8fd9\u662f\u975e\u5e38\u5371\u9669\u7684\u3002<\/p>\n\n\n\n
                            \u6a21\u578b\u53ef\u80fd\uff1a<\/p>\n\n\n\n
                              \n
                            • \u751f\u6210\u9519\u8bef\u547d\u4ee4\uff1b<\/li>\n\n\n\n
                            • \u88ab\u7528\u6237\u8bf1\u5bfc\u751f\u6210\u5371\u9669\u547d\u4ee4\uff1b<\/li>\n\n\n\n
                            • \u88ab\u7f51\u9875\u3001\u90ae\u4ef6\u3001\u6587\u6863\u4e2d\u7684\u63d0\u793a\u6ce8\u5165\u653b\u51fb\uff1b<\/li>\n\n\n\n
                            • \u8bef\u5220\u6587\u4ef6\uff1b<\/li>\n\n\n\n
                            • \u6267\u884c\u9ad8\u6210\u672c SQL\uff1b<\/li>\n\n\n\n
                            • \u6cc4\u9732\u6570\u636e\uff1b<\/li>\n\n\n\n
                            • \u4fee\u6539\u751f\u4ea7\u73af\u5883\u3002<\/li>\n<\/ul>\n\n\n\n
                              \u4e0d\u63a8\u8350\uff1a<\/p>\n\n\n\n
                              run_shell(command)\nrun_sql(sql)\nexecute_any_code(code)<\/pre>\n\n\n\n
                              \u66f4\u63a8\u8350\u66b4\u9732\u9ad8\u5c42\u3001\u5177\u4f53\u3001\u53ef\u63a7\u7684\u4e1a\u52a1\u5de5\u5177\uff1a<\/p>\n\n\n\n
                              get_customer(customer_id)\nlist_project_files(project_id)\nget_sales_report(start_date, end_date, region)\ncreate_support_ticket(title, description, priority)\nrun_unit_tests(repository, branch)\ndeploy_to_staging(service, version)<\/pre>\n\n\n\n
                              \u5de5\u5177\u8d8a\u5177\u4f53\uff0c\u6743\u9650\u8d8a\u5bb9\u6613\u63a7\u5236\uff0c\u6a21\u578b\u4e5f\u8d8a\u4e0d\u5bb9\u6613\u8bef\u7528\u3002<\/p>\n\n\n\n
                              \u3000\u3000<\/p>\n\n\n\n
                              \u603b\u7ed3\uff1a\u6700\u6838\u5fc3\u7684\u6d41\u7a0b\u53ef\u4ee5\u518d\u6b21\u6d53\u7f29\u4e3a\ud83d\udd16<\/strong><\/p>\n\n\n\n
                              \n\n\n\n
                              LLM\uff1a\u6211\u5efa\u8bae\u8c03\u7528\u67d0\u4e2a\u5de5\u5177\uff0c\u53c2\u6570\u662f\u8fd9\u4e9b\u3002\n        \u2193\nRuntime\uff1a\u8fd9\u4e2a\u5de5\u5177\u662f\u5426\u5141\u8bb8\uff1f\u53c2\u6570\u662f\u5426\u5408\u6cd5\uff1f\u7528\u6237\u662f\u5426\u6709\u6743\u9650\uff1f\u662f\u5426\u9700\u8981\u786e\u8ba4\uff1f\n        \u2193\nTool\uff1a\u771f\u6b63\u6267\u884c\u64cd\u4f5c\u5e76\u8fd4\u56de\u7ed3\u679c\u3002\n        \u2193\nRuntime\uff1a\u628a\u7ed3\u679c\u53cd\u9988\u7ed9 LLM\u3002\n        \u2193\nLLM\uff1a\u6839\u636e\u771f\u5b9e\u7ed3\u679c\u7ee7\u7eed\u884c\u52a8\u6216\u56de\u7b54<\/pre>\n","protected":false},"excerpt":{"rendered":"
                              \u524d\u8a00\ud83d\udd16 \u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53\uff08AI Agent\uff09\u6700\u5bb9\u6613\u8ba9\u4eba\u8bef\u89e3\u7684\u4e00\u70b9\u662f\uff1a \u6a21\u578b\u770b\u8d77\u6765\u50cf\u662f\u5728\u201c\u8c03\u7528\u51fd\u6570\u201d\u201c\u67e5\u6570\u636e\u5e93\u201d […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[48],"tags":[],"_links":{"self":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/20993"}],"collection":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=20993"}],"version-history":[{"count":4,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/20993\/revisions"}],"predecessor-version":[{"id":20998,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/20993\/revisions\/20998"}],"wp:attachment":[{"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=20993"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=20993"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=20993"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}