{"id":23595,"date":"2024-12-19T10:07:55","date_gmt":"2024-12-19T02:07:55","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=23595"},"modified":"2024-12-19T10:07:55","modified_gmt":"2024-12-19T02:07:55","slug":"%e8%a7%a3%e7%a0%81%e9%80%9a%e7%94%a8-ai-agent%ef%bc%9a%e4%b8%83%e6%ad%a5%e6%9e%84%e5%bb%ba%e4%bd%a0%e7%9a%84%e6%99%ba%e8%83%bd%e7%b3%bb%e7%bb%9f","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/12\/19\/23595\/","title":{"rendered":"\u89e3\u7801\u901a\u7528 AI Agent\uff1a\u4e03\u6b65\u6784\u5efa\u4f60\u7684\u667a\u80fd\u7cfb\u7edf"},"content":{"rendered":"
\"\"<\/div>\n
<\/div>\n
\u4e3a\u4ec0\u4e48\u8981\u6784\u5efa\u901a\u7528 Agent\uff1f\u56e0\u4e3a\u8fd9\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u4e3a\u6211\u4eec\u7684\u76ee\u6807\u4f7f\u7528\u573a\u666f\u63d0\u4f9b\u539f\u578b\uff0c\u5e76\u4e3a\u8bbe\u8ba1\u6211\u4eec\u81ea\u5df1\u7684\u5b9a\u5236 Agent \u67b6\u6784\u5960\u5b9a\u57fa\u7840\u3002<\/div>\n
\n
\n

\"LLMLLM Agent \u9ad8\u5c42\u6b21\u6982\u8ff0\uff08\u56fe\u7247\u7531\u539f\u6587\u4f5c\u8005\u63d0\u4f9b\uff09<\/span><\/p>\n

\u4e3a\u4ec0\u4e48\u8981\u6784\u5efa\u901a\u7528 Agent\uff1f\u56e0\u4e3a\u8fd9\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u4e3a\u6211\u4eec\u7684\u76ee\u6807\u4f7f\u7528\u573a\u666f\u63d0\u4f9b\u539f\u578b\uff0c\u5e76\u4e3a\u8bbe\u8ba1\u6211\u4eec\u81ea\u5df1\u7684\u5b9a\u5236 Agent \u67b6\u6784\u5960\u5b9a\u57fa\u7840\u3002<\/p>\n

\u5728\u6211\u4eec\u7ee7\u7eed\u6df1\u5165\u4e4b\u524d\uff0c\u5148\u5feb\u901f\u4ecb\u7ecd\u4e00\u4e0b LLM Agent\u3002\u5982\u679c\u60a8\u5df2\u7ecf\u4e86\u89e3\uff0c\u53ef\u4ee5\u8df3\u8fc7\u8fd9\u90e8\u5206\u3002<\/p>\n

1.\u4ec0\u4e48\u662f LLM Agent\uff1f<\/h3>\n

LLM Agent \u662f\u4e00\u79cd\u7a0b\u5e8f\uff0c\u5176\u6267\u884c\u903b\u8f91\u7531\u5e95\u5c42\u6a21\u578b\u63a7\u5236\u3002<\/p>\n

\"\u4ece\u72ec\u7acb\u7684\u4ece\u72ec\u7acb\u7684 LLM \u5230\u5177\u5907 Agent \u529f\u80fd\u7684\u7cfb\u7edf\u3002\uff08\u56fe\u7247\u7531\u539f\u6587\u4f5c\u8005\u63d0\u4f9b\uff09<\/span><\/p>\n

LLM Agent \u4e0e\u7b80\u5355\u7684\u5c11\u91cf\u6837\u672c\u63d0\u793a\uff08few-shot prompting\uff09\u6216\u9884\u8bbe\u5de5\u4f5c\u6d41\u7a0b\u7684\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u80fd\u591f\u5236\u5b9a\u5e76\u8c03\u6574\u6267\u884c\u7528\u6237\u67e5\u8be2\u6240\u9700\u7684\u6b65\u9aa4\u3002<\/strong>\u5f53\u62e5\u6709\u8bf8\u5982\u4ee3\u7801\u6267\u884c\u6216\u7f51\u7edc\u641c\u7d22\u7b49\u5de5\u5177\u96c6\u7684\u8bbf\u95ee\u6743\u9650\u65f6\uff0cAgent \u80fd\u591f\u81ea\u4e3b\u51b3\u5b9a\u4f7f\u7528\u4f55\u79cd\u5de5\u5177\u3001\u5982\u4f55\u4f7f\u7528\uff0c\u5e76\u4f9d\u636e\u8f93\u51fa\u7ed3\u679c\u8fdb\u884c\u8fed\u4ee3\u4f18\u5316\u3002\u8fd9\u79cd\u7075\u6d3b\u6027\u4f7f\u5f97\u7cfb\u7edf\u80fd\u591f\u4ee5\u6781\u4f4e\u7684\u914d\u7f6e\u9700\u6c42\u5e94\u5bf9\u591a\u6837\u5316\u7684\u573a\u666f\u3002<\/p>\n

\"LLMLLM Agent \u67b6\u6784\u8c31\u7cfb\u3002(\u56fe\u7247\u7531\u539f\u6587\u4f5c\u8005\u63d0\u4f9b\uff09<\/span><\/p>\n

Agent \u67b6\u6784\u5b58\u5728\u4e8e\u4e00\u4e2a\u8fde\u7eed\u7684\u53d8\u5316\u8303\u56f4\u5185\uff0c\u4ece\u56fa\u5b9a\u5de5\u4f5c\u6d41\u7a0b\u7684\u53ef\u9760\u6027\u5230 autonomous agents \u7684\u9ad8\u5ea6\u7075\u6d3b\u6027\u3002\u4f8b\u5982\uff0c\u50cf\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09[1]<\/sup>\u8fd9\u6837\u7684\u9884\u8bbe\u6d41\u7a0b\uff0c\u53ef\u4ee5\u901a\u8fc7\u52a0\u5165\u81ea\u6211\u53cd\u601d\u5faa\u73af\uff08self-reflection loop\uff09\u6765\u63d0\u5347\u6539\u8fdb\uff0c\u4f7f\u5f97\u7a0b\u5e8f\u5728\u521d\u6b21\u54cd\u5e94\u4e0d\u5145\u5206\u65f6\u80fd\u591f\u8fdb\u884c\u6539\u8fdb\u3002\u53e6\u4e00\u65b9\u9762\uff0cReAct[2]<\/sup>\u00a0Agent \u53ef\u4ee5\u914d\u5907\u9884\u8bbe\u6d41\u7a0b\u4f5c\u4e3a\u5176\u5de5\u5177\u4e4b\u4e00\uff0c\u5b9e\u73b0\u4e00\u79cd\u65e2\u7075\u6d3b\u53c8\u6709\u6761\u7406\u7684\u5904\u7406\u65b9\u5f0f\u3002\u67b6\u6784\u7684\u9009\u62e9\u6700\u7ec8\u5e94\u6839\u636e\u5177\u4f53\u5e94\u7528\u573a\u666f\u4ee5\u53ca\u53ef\u9760\u6027\u4e0e\u7075\u6d3b\u6027\u4e4b\u95f4\u7684\u5e73\u8861\u9700\u6c42\u6765\u51b3\u5b9a\u3002<\/strong><\/p>\n

\u60f3\u8981\u66f4\u5168\u9762\u7684\u4e86\u89e3\uff0c\u8bf7\u89c2\u770b\u6b64\u89c6\u9891[3]<\/sup>\u3002<\/p>\n

2.\u8ba9\u6211\u4eec\u4ece\u5934\u5f00\u59cb\u6253\u9020\u4e00\u6b3e\u901a\u7528 LLM Agent<\/h3>\n

\u7b2c\u4e00\u6b65\uff1a\u6311\u9009\u5408\u9002\u7684 LLM<\/h4>\n

\u6311\u9009\u5408\u9002\u7684\u6a21\u578b\u662f\u5b9e\u73b0\u9884\u671f\u6027\u80fd\u7684\u5173\u952e\u3002\u5728\u51b3\u7b56\u65f6\uff0c\u9700\u8003\u8651\u591a\u4e2a\u56e0\u7d20\uff0c\u5982\u7248\u6743\u8bb8\u53ef\u3001\u6210\u672c\u548c\u8bed\u8a00\u652f\u6301\u3002\u5bf9\u4e8e\u6784\u5efa LLM Agent \u6765\u8bf4\uff0c\u6700\u5173\u952e\u7684\u8003\u8651\u56e0\u7d20\u662f\u6a21\u578b\u5728\u6838\u5fc3\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u4f8b\u5982\u7f16\u7a0b\u3001\u8c03\u7528\u5de5\u5177\u548c\u903b\u8f91\u63a8\u7406\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u8bc4\u4f30\u6807\u51c6\uff1a<\/p>\n

\u5927\u89c4\u6a21\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\uff08MMLU\uff09[4]\uff08\u7528\u4e8e\u63a8\u7406\u80fd\u529b\u8bc4\u4f30\uff09<\/p>\n

\u4f2f\u514b\u5229\u5927\u5b66\u7684\u51fd\u6570\u8c03\u7528\u6392\u884c\u699c[5]\uff08\u7528\u4e8e\u5de5\u5177\u7684\u9009\u62e9\u4e0e\u8c03\u7528\u80fd\u529b\u8bc4\u4f30\uff09<\/p>\n

HumanEval[6] \u548cBigCodeBench[7] \uff08\u7528\u4e8e\u7f16\u7a0b\u80fd\u529b\u8bc4\u4f30\uff09<\/p>\n

\u6b64\u5916\uff0c\u6a21\u578b\u7684\u5904\u7406\u7a97\u53e3\u5927\u5c0f\u4e5f\u975e\u5e38\u91cd\u8981\u3002Agent \u7684\u5de5\u4f5c\u6d41\u7a0b\u53ef\u80fd\u4f1a\u6d88\u8017\u5927\u91cf token \u2014\u2014 \u6709\u65f6\u751a\u81f3\u8d85\u8fc7 10 \u4e07\u4e2a \u2014\u2014 \u56e0\u6b64\uff0c\u66f4\u5927\u7684\u5904\u7406\u7a97\u53e3\u5c06\u5927\u5927\u63d0\u9ad8\u5904\u7406\u6548\u7387\u3002<\/p>\n

\u5f53\u524d\u503c\u5f97\u5173\u6ce8\u7684\u6a21\u578b\uff08\u672c\u6587\u64b0\u5199\u65f6\uff09\u5305\u62ec\uff1a<\/p>\n

\u524d\u6cbf\u6a21\u578b\uff1aGPT4-o[8]\uff0cClaude 3.5[9]<\/p>\n

\u5f00\u6e90\u6a21\u578b\uff1aLlama 3.2[10]\uff0cQwen 2.5[11]<\/p>\n

\u4e00\u822c\u6765\u8bf4\uff0c\u6a21\u578b\u8d8a\u5927\uff0c\u6027\u80fd\u8d8a\u4f18\u8d8a\u3002\u4f46\u80fd\u591f\u5728\u672c\u5730\u8fd0\u884c\u7684\u5c0f\u578b\u6a21\u578b\u4e5f\u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u9009\u62e9\u3002\u5c0f\u578b\u6a21\u578b\u901a\u5e38\u9002\u7528\u4e8e\u8f83\u4e3a\u7b80\u5355\u7684\u573a\u666f\uff0c\u5e76\u4e14\u53ef\u80fd\u53ea\u80fd\u4e0e\u4e00\u5230\u4e24\u4e2a\u57fa\u7840\u5de5\u5177\u5bf9\u63a5\u3002<\/p>\n

\u7b2c\u4e8c\u6b65\uff1a\u8bbe\u5b9a\u667a\u80fd\u4f53\u7684\u63a7\u5236\u903b\u8f91\uff08\u4ea6\u79f0\u4e3a\u901a\u4fe1\u7ed3\u6784\uff09<\/h4>\n

\"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

\u5355\u667a\u80fd\u4f53\uff08single Agent\uff09\u67b6\u6784\u56fe\u793a\u3002\uff08\u56fe\u7247\u7531\u539f\u6587\u4f5c\u8005\u521b\u4f5c\uff09<\/p>\n

\u7b80\u5355\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e0e\u667a\u80fd\u4f53\uff08Agent\uff09\u4e4b\u95f4\u7684\u6838\u5fc3\u5dee\u5f02\uff0c\u4e3b\u8981\u4f53\u73b0\u5728\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e0a\u3002<\/p>\n

\u5c31 LLM \u800c\u8a00\uff0c\u7cfb\u7edf\u63d0\u793a\u8bcd[12]\u662f\u6307\u5728\u6a21\u578b\u5f00\u59cb\u5904\u7406\u7528\u6237\u67e5\u8be2\u524d\uff0c\u63d0\u4f9b\u7ed9\u6a21\u578b\u7684\u4e00\u7cfb\u5217\u6307\u4ee4\u548c\u80cc\u666f\u4fe1\u606f\u3002<\/p>\n

\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u7cfb\u7edf\u63d0\u793a\u8bcd\u6765\u7f16\u7801\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u5c55\u73b0\u7684\u667a\u80fd\u4f53\u884c\u4e3a\u3002<\/p>\n

\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u89c1\u7684\u667a\u80fd\u4f53\u884c\u4e3a\u6a21\u5f0f\uff0c\u5b83\u4eec\u53ef\u4ee5\u6839\u636e\u60a8\u7684\u5177\u4f53\u9700\u6c42\u8fdb\u884c\u8c03\u6574\uff1a<\/p>\n

    \n
  • \u5de5\u5177\u8fd0\u7528\uff1a\u667a\u80fd\u4f53\u5224\u65ad\u4f55\u65f6\u5e94\u5c06\u95ee\u9898\u8f6c\u4ea4\u7ed9\u9002\u5f53\u7684\u5de5\u5177\u5904\u7406\uff0c\u6216\u662f\u4f9d\u8d56\u81ea\u8eab\u77e5\u8bc6\u5e93\u3002<\/li>\n
  • \u81ea\u6211\u53cd\u601d\uff1a\u667a\u80fd\u4f53\u5728\u56de\u590d\u7528\u6237\u524d\uff0c\u4f1a\u5ba1\u89c6\u5e76\u4fee\u6b63\u81ea\u5df1\u7684\u7b54\u6848\u3002\u5927\u591a\u6570 LLM \u7cfb\u7edf\u4e5f\u53ef\u4ee5\u52a0\u5165\u8fd9\u4e00\u53cd\u601d\u8fc7\u7a0b\u3002<\/li>\n
  • Reason-then-Act\uff08ReAct\uff09\uff1a\u667a\u80fd\u4f53\u901a\u8fc7\u53cd\u590d\u63a8\u7406\u6765\u786e\u5b9a\u89e3\u51b3\u95ee\u9898\u7684\u65b9\u6cd5\uff0c\u6267\u884c\u64cd\u4f5c\uff0c\u89c2\u5bdf\u7ed3\u679c\uff0c\u5e76\u51b3\u5b9a\u662f\u5426\u9700\u8981\u8fdb\u4e00\u6b65\u884c\u52a8\u6216\u76f4\u63a5\u7ed9\u51fa\u56de\u7b54\u3002<\/li>\n
  • Plan-then-Execute\uff1a\u667a\u80fd\u4f53\u901a\u8fc7\u5c06\u4efb\u52a1\u7ec6\u5206\u4e3a\u591a\u4e2a\u5b50\u6b65\u9aa4\uff08\u5982\u6709\u5fc5\u8981\uff09\u6765\u8fdb\u884c\u4e8b\u524d\u89c4\u5212\uff0c\u7136\u540e\u9010\u4e00\u6267\u884c\u8fd9\u4e9b\u6b65\u9aa4\u3002<\/li>\n<\/ul>\n

    \u5728\u6784\u5efa\u901a\u7528\u5355\u667a\u80fd\u4f53\u65f6\uff0cReAct \u548c Plan-then-Execute \u8fd9\u4e24\u79cd\u6a21\u5f0f\u901a\u5e38\u662f\u8d77\u6b65\u7684\u6700\u4f73\u9009\u62e9\u3002<\/p>\n

    \"\u5e38\u89c1\u667a\u80fd\u4f53\u884c\u4e3a\u6a21\u5f0f\u6982\u89c8\u3002\uff08\u56fe\u7247\u7531\u539f\u6587\u4f5c\u8005\u521b\u4f5c\uff09\"\u5e38\u89c1\u667a\u80fd\u4f53\u884c\u4e3a\u6a21\u5f0f\u6982\u89c8\u3002\uff08\u56fe\u7247\u7531\u539f\u6587\u4f5c\u8005\u521b\u4f5c\uff09<\/span><\/p>\n

    \u4e3a\u4e86\u6709\u6548\u5730\u5b9e\u73b0\u8fd9\u4e9b\u884c\u4e3a\u6a21\u5f0f\uff0c\u6211\u4eec\u9700\u8981\u5bf9\u63d0\u793a\u8bcd\u8fdb\u884c\u7cbe\u5fc3\u8bbe\u8ba1\u3002\u53ef\u80fd\u8fd8\u9700\u8981\u91c7\u7528\u7ed3\u6784\u5316\u751f\u6210\u6280\u672f[13]\uff0c\u8fd9\u610f\u5473\u7740\u4f1a\u8c03\u6574 LLM \u7684\u8f93\u51fa\uff0c\u4f7f\u5176\u7b26\u5408\u7279\u5b9a\u7684\u683c\u5f0f\u6216\u67b6\u6784\uff0c\u4ece\u800c\u786e\u4fdd\u667a\u80fd\u4f53\u7684\u56de\u590d\u4e0e\u6211\u4eec\u6240\u8ffd\u6c42\u7684\u6c9f\u901a\u98ce\u683c\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n

    \u4e3e\u4f8b\uff1a\u4e0b\u9762\u662f Bee Agent Framework[14] \u4e2d\u4e00\u4e2a ReAct \u98ce\u683c\u667a\u80fd\u4f53\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u7247\u6bb5\u3002<\/p>\n

    \"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

    \u7b2c\u4e09\u6b65\uff1a\u8bbe\u5b9a\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u6307\u4ee4<\/h4>\n

    \u6211\u4eec\u5f80\u5f80\u4f1a\u60f3\u5f53\u7136\u5730\u8ba4\u4e3a\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e00\u5f00\u7bb1\u5c31\u80fd\u63d0\u4f9b\u4e00\u7cfb\u5217\u529f\u80fd\u3002\u867d\u7136\u5176\u4e2d\u67d0\u4e9b\u529f\u80fd\u975e\u5e38\u51fa\u8272\uff0c\u4f46\u5e76\u975e\u6240\u6709\u529f\u80fd\u90fd\u80fd\u6ee1\u8db3\u6211\u4eec\u7684\u5177\u4f53\u9700\u6c42\u3002\u8981\u60f3\u5b9e\u73b0\u671f\u671b\u7684\u6027\u80fd\u8868\u73b0\uff0c\u5c31\u9700\u8981\u5728\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e2d\u8be6\u7ec6\u5217\u51fa\u5e94\u8be5\u5305\u542b\u4ee5\u53ca\u4e0d\u5e94\u8be5\u5305\u542b\u7684\u529f\u80fd\u3002<\/p>\n

    \u8fd9\u53ef\u80fd\u6d89\u53ca\u4ee5\u4e0b\u6307\u4ee4\uff1a<\/p>\n

      \n
    • \u667a\u80fd\u4f53\u7684\u540d\u79f0\u4e0e\u804c\u8d23\uff1a\u667a\u80fd\u4f53\u7684\u547d\u540d\u53ca\u5176\u9884\u671f\u6267\u884c\u7684\u4efb\u52a1\u3002<\/li>\n
    • \u8bed\u8a00\u98ce\u683c\u4e0e\u7b80\u6d01\u6027\uff1a\u667a\u80fd\u4f53\u5728\u4ea4\u6d41\u65f6\u5e94\u8be5\u4fdd\u6301\u7684\u6b63\u5f0f\u6216\u968f\u610f\u7a0b\u5ea6\uff0c\u4ee5\u53ca\u4fe1\u606f\u4f20\u8fbe\u7684\u7b80\u6d01\u6027\u3002<\/li>\n
    • \u5de5\u5177\u4f7f\u7528\u65f6\u673a\uff1a\u786e\u5b9a\u4f55\u65f6\u5e94\u8be5\u5229\u7528\u5916\u90e8\u5de5\u5177\uff0c\u4f55\u65f6\u4f9d\u8d56\u6a21\u578b\u81ea\u8eab\u7684\u77e5\u8bc6\u5e93\u3002<\/li>\n
    • \u9519\u8bef\u5904\u7406\uff1a\u5f53\u5de5\u5177\u4f7f\u7528\u6216\u6d41\u7a0b\u6267\u884c\u51fa\u73b0\u95ee\u9898\u65f6\uff0c\u667a\u80fd\u4f53\u5e94\u91c7\u53d6\u7684\u884c\u52a8\u3002<\/li>\n<\/ul>\n

      \u793a\u4f8b\uff1a\u4ee5\u4e0b\u6458\u5f55\u81ea Bee Agent Framework[14] \u7684\u64cd\u4f5c\u6307\u5357\u90e8\u5206\u3002<\/p>\n

      \"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

      \u7b2c\u56db\u6b65\uff1a\u5b9a\u4e49\u5e76\u4f18\u5316\u6838\u5fc3\u5de5\u5177\u96c6<\/h3>\n

      \u5de5\u5177\u5c31\u662f\u8d4b\u4e88\u667a\u80fd\u4f53\u8d85\u80fd\u529b\u7684\u9b54\u6cd5\u3002\u53ea\u9700\u4e00\u5957\u5b9a\u4e49\u660e\u786e\u7684\u5de5\u5177\uff0c\u5c31\u80fd\u5b9e\u73b0\u5e7f\u6cdb\u7684\u5e94\u7528\u529f\u80fd\u3002\u91cd\u8981\u7684\u5de5\u5177\u5305\u62ec\u4ee3\u7801\u6267\u884c\u3001\u7f51\u7edc\u68c0\u7d22\u3001\u6587\u6863\u8bfb\u53d6\u548c\u6570\u636e\u89e3\u6790\u7b49\u3002<\/p>\n

      \u5bf9\u4e8e\u6bcf\u4e00\u9879\u5de5\u5177\uff0c\u90fd\u9700\u8981\u5b9a\u4e49\u4ee5\u4e0b\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u878d\u5165\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e4b\u4e2d\uff1a<\/p>\n

        \n
      • Tool Name\uff1a\u4e3a\u8fd9\u9879\u529f\u80fd\u8d77\u4e00\u4e2a\u72ec\u7279\u4e14\u5177\u63cf\u8ff0\u6027\u7684\u540d\u79f0\u3002<\/li>\n
      • Tool Description\uff1a\u6e05\u6670\u5730\u9610\u8ff0\u8be5\u5de5\u5177\u7684\u4f5c\u7528\u53ca\u5176\u4f7f\u7528\u65f6\u673a\u3002\u8fd9\u6709\u52a9\u4e8e\u667a\u80fd\u4f53\u5224\u65ad\u4f55\u65f6\u9009\u7528\u5408\u9002\u7684\u5de5\u5177\u3002<\/li>\n
      • Tool Input Schema\uff1a\u8fd9\u662f\u4e00\u4e2a\u6846\u67b6\uff0c\u5b83\u89c4\u5b9a\u4e86\u5fc5\u9700\u548c\u53ef\u9009\u7684\u53c2\u6570\u3001\u53c2\u6570\u7c7b\u578b\u4ee5\u53ca\u6240\u6709\u7ea6\u675f\u6761\u4ef6\u3002\u667a\u80fd\u4f53\u6839\u636e\u7528\u6237\u7684\u63d0\u95ee\uff0c\u5229\u7528\u8fd9\u4e2a\u6846\u67b6\u6765\u586b\u5145\u6240\u9700\u7684\u8f93\u5165\u3002<\/li>\n
      • \u63d0\u4f9b\u4e00\u4e2a\u6307\u793a\u6216\u8005\u6307\u5357\uff0c\u544a\u8bc9\u7528\u6237\u6216\u8005\u5f00\u53d1\u8005\u8fd9\u4e2a\u5de5\u5177\u5e94\u8be5\u5728\u54ea\u91cc\u4ee5\u53ca\u5982\u4f55\u88ab\u8fd0\u884c\u3002<\/li>\n<\/ul>\n

        \u4f8b\u5982\uff1a\u4ee5\u4e0b\u662f\u4ece Langchain \u793e\u533a\u6458\u5f55\u7684 Arxiv \u5de5\u5177\u5b9e\u73b0\u7247\u6bb5[15]\uff0c\u9700\u8981 ArxivAPIWrapper[16] \u7684\u652f\u6301\u3002<\/p>\n

        \"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

        \u5728\u67d0\u4e9b\u573a\u666f\u4e0b\uff0c\u4e3a\u4e86\u8fbe\u5230\u9884\u671f\u7684\u6027\u80fd\uff0c\u6211\u4eec\u9700\u8981\u5bf9\u5de5\u5177\u8fdb\u884c\u4f18\u5316\u3002\u8fd9\u53ef\u80fd\u9700\u8981\u901a\u8fc7\u5fae\u8c03\u5de5\u5177\u540d\u79f0\u6216\u63cf\u8ff0\u6765\u8fdb\u884c\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u8bbe\u7f6e\u9ad8\u7ea7\u914d\u7f6e\u6765\u5904\u7406\u5e38\u89c1\u95ee\u9898\uff0c\u6216\u662f\u8fc7\u6ee4\u3001\u7b5b\u9009\u5de5\u5177\u7684\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n

        \u7b2c\u4e94\u6b65\uff1a\u786e\u7acb\u5185\u5b58\u7ba1\u7406\u7b56\u7565<\/h3>\n

        \u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u53d7\u9650\u4e8e\u5b83\u4eec\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u5c0f \u2014\u2014 \u4e5f\u5c31\u662f\u5b83\u4eec\u4e00\u6b21\u6027\u80fd\u591f\u201c\u8bb0\u4e0b\u201d\u7684 tokens \u6570\u91cf\u3002\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\uff0c\u8fc7\u5f80\u4e92\u52a8\u3001\u5de5\u5177\u8f93\u51fa\u7684\u957f\u6587\u672c\u6216\u8005\u662f Agent \u6240\u4f9d\u8d56\u7684\u989d\u5916\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u90fd\u53ef\u80fd\u8fc5\u901f\u5360\u6ee1\u5185\u5b58\u7a7a\u95f4\u3002\u56e0\u6b64\uff0c\u5236\u5b9a\u4e00\u4e2a\u6709\u6548\u7684\u5185\u5b58\u7ba1\u7406\u7b56\u7565\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002<\/p>\n

        \u5728\u8fd9\u91cc\uff0c\u6240\u8c13\u7684\u201c\u5185\u5b58\u201d\u662f\u6307\u667a\u80fd\u4f53\uff08Agent\uff09\u5b58\u50a8\u3001\u8c03\u7528\u5e76\u5229\u7528\u5386\u53f2\u4ea4\u4e92\u4fe1\u606f\u7684\u80fd\u529b\u3002\u8fd9\u79cd\u80fd\u529b\u4f7f\u5f97\u667a\u80fd\u4f53\u80fd\u591f\u6301\u7eed\u8ddf\u8e2a\u5bf9\u8bdd\u4e0a\u4e0b\u6587\uff0c\u57fa\u4e8e\u4e4b\u524d\u7684\u5bf9\u8bdd\u6765\u4f18\u5316\u56de\u7b54\uff0c\u4ece\u800c\u63d0\u4f9b\u66f4\u52a0\u5b9a\u5236\u5316\u7684\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n

        \u5e38\u89c1\u7684\u5185\u5b58\u7ba1\u7406\u7b56\u7565\u5305\u62ec\uff1a<\/p>\n

          \n
        • Sliding Memory\uff1a\u53ea\u4fdd\u7559\u6700\u8fd1 k \u8f6e\u5bf9\u8bdd\u7684\u8bb0\u5fc6\uff0c\u8f83\u65e9\u7684\u5bf9\u8bdd\u5219\u88ab\u820d\u5f03\u3002<\/li>\n
        • Token Memory\uff1a\u53ea\u8bb0\u4e0b\u6700\u8fd1 n \u4e2a tokens\uff0c\u5176\u4f59\u7684\u5219\u88ab\u9057\u5fd8\u3002<\/li>\n
        • Summarized Memory\uff1a\u6bcf\u8f6e\u5bf9\u8bdd\u540e\uff0c\u4f7f\u7528 LLM \u5bf9\u5bf9\u8bdd\u5185\u5bb9\u8fdb\u884c\u603b\u7ed3\u6458\u8981\uff0c\u5e76\u4e22\u5f03\u539f\u59cb\u4fe1\u606f\u3002<\/li>\n<\/ul>\n

          \u53e6\u5916\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u5229\u7528 LLM \u6765\u8bc6\u522b\u5173\u952e\u4fe1\u606f\uff08key moments\uff09\uff0c\u5e76\u5c06\u5176\u5b58\u50a8\u5728\u957f\u671f\u8bb0\u5fc6\u4e2d\u3002\u8fd9\u6837\uff0c\u667a\u80fd\u4f53\u5c31\u80fd\u201c\u8bb0\u4f4f\u201d\u7528\u6237\u7684\u91cd\u8981\u4fe1\u606f\uff0c\u4f7f\u7528\u6237\u4f53\u9a8c\u66f4\u52a0\u4e2a\u6027\u5316\u3002<\/p>\n

          \u6211\u4eec\u76ee\u524d\u6240\u8ba8\u8bba\u7684\u4e94\u4e2a\u6b65\u9aa4\u4e3a\u521b\u5efa\u667a\u80fd\u4f53\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u90a3\u4e48\uff0c\u5982\u679c\u5728\u8fd9\u4e2a\u9636\u6bb5\u6211\u4eec\u901a\u8fc7 LLM \u5904\u7406\u7528\u6237\u67e5\u8be2\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\u5462\uff1f<\/p>\n

          \"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

          \u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n

          \"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

          \u6b64\u65f6\uff0c\u667a\u80fd\u4f53\u4f1a\u751f\u6210\u4e00\u6bb5\u539f\u59cb\u7684\u6587\u672c\u8f93\u51fa\u3002\u90a3\u4e48\uff0c\u6211\u4eec\u5982\u4f55\u786e\u4fdd\u667a\u80fd\u4f53\u80fd\u591f\u6267\u884c\u540e\u7eed\u64cd\u4f5c\u5462\uff1f\u8fd9\u5c31\u9700\u8981\u5f15\u5165\u89e3\u6790\u548c\u7f16\u6392\u673a\u5236\u4e86\u3002<\/p>\n

          \u7b2c\u516d\u6b65\uff1a\u89e3\u6790\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u539f\u59cb\u8f93\u51fa<\/h4>\n

          \u89e3\u6790\u5668\u7684\u4f5c\u7528\u662f\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u6362\u6210\u5e94\u7528\u7a0b\u5e8f\u80fd\u591f\u8bc6\u522b\u548c\u4f7f\u7528\u7684\u6570\u636e\u683c\u5f0f\uff08\u4f8b\u5982\uff0c\u5e26\u6709\u7279\u5b9a\u5c5e\u6027\u7684\u5bf9\u8c61\uff09\u3002<\/p>\n

          \u5bf9\u4e8e\u6211\u4eec\u6b63\u5728\u6784\u5efa\u7684\u667a\u80fd\u4f53\uff0c\u89e3\u6790\u5668\u5fc5\u987b\u80fd\u591f\u8fa8\u8ba4\u51fa\u6211\u4eec\u5728\u7b2c\u4e8c\u6b65\u4e2d\u8bbe\u5b9a\u7684\u901a\u4fe1\u7ed3\u6784\uff0c\u5e76\u5c06\u5176\u8f6c\u6362\u6210\u7ed3\u6784\u5316\u6570\u636e\u8f93\u51fa\uff0c\u4f8b\u5982 JSON \u683c\u5f0f\u3002\u8fd9\u6837\u505a\u53ef\u4ee5\u8ba9\u5e94\u7528\u7a0b\u5e8f\u66f4\u52a0\u4fbf\u6377\u5730\u5904\u7406\u548c\u6267\u884c\u667a\u80fd\u4f53\u7684\u540e\u7eed\u52a8\u4f5c\u3002<\/p>\n

          \u5907\u6ce8\uff1a\u67d0\u4e9b\u6a21\u578b\u4f9b\u5e94\u5546\uff0c\u4f8b\u5982 OpenAI\uff0c\u53ef\u4ee5\u9ed8\u8ba4\u63d0\u4f9b\u53ef\u76f4\u63a5\u89e3\u6790\u7684\u8f93\u51fa\u3002\u800c\u5bf9\u4e8e\u5176\u4ed6\u6a21\u578b\uff0c\u5c24\u5176\u662f\u90a3\u4e9b\u5f00\u6e90\u6a21\u578b\uff0c\u53ef\u80fd\u9700\u8981\u989d\u5916\u8fdb\u884c\u89e3\u6790\u914d\u7f6e\u3002<\/p>\n

          \u7b2c\u4e03\u6b65\uff1a\u89c4\u5212\u667a\u80fd\u4f53\u7684\u540e\u7eed\u884c\u52a8<\/h4>\n

          \u6700\u540e\u4e00\u6b65\u662f\u5efa\u7acb\u7f16\u6392\u903b\u8f91\u3002\u8fd9\u4e00\u903b\u8f91\u51b3\u5b9a\u4e86 LLM \u8f93\u51fa\u5185\u5bb9\u7ed3\u679c\u4e4b\u540e\u7684\u5904\u7406\u6d41\u7a0b\u3002\u4f9d\u636e\u8f93\u51fa\u5185\u5bb9\uff0c\u7cfb\u7edf\u5c06\u6267\u884c\u4ee5\u4e0b\u4efb\u4e00\u64cd\u4f5c\uff1a<\/p>\n

            \n
          1. \u6267\u884c\u5de5\u5177\u8c03\u7528\uff0c\u6216\u8005<\/li>\n
          2. \u7ed9\u51fa\u56de\u5e94 \u2014\u2014 \u8fd9\u53ef\u80fd\u662f\u5bf9\u7528\u6237\u67e5\u8be2\u7684\u76f4\u63a5\u56de\u7b54\uff0c\u4e5f\u53ef\u80fd\u662f\u4e3a\u4e86\u83b7\u53d6\u66f4\u591a\u4fe1\u606f\u800c\u63d0\u51fa\u7684\u540e\u7eed\u95ee\u9898\u3002<\/li>\n<\/ol>\n

            \"\u6269\u5c55\u7684\u5355\u667a\u80fd\u4f53\u67b6\u6784\u56fe\u793a\u3002\uff08\u56fe\u7247\u7531\u539f\u6587\u4f5c\u8005\u63d0\u4f9b\uff09\"\u6269\u5c55\u7684\u5355\u667a\u80fd\u4f53\u67b6\u6784\u56fe\u793a\u3002\uff08\u56fe\u7247\u7531\u539f\u6587\u4f5c\u8005\u63d0\u4f9b\uff09<\/span><\/p>\n

            \u5982\u679c\u89e6\u53d1\u4e86\u5de5\u5177\u8c03\u7528\uff0c\u5de5\u5177\u7684\u8f93\u51fa\u4fe1\u606f\u4f1a\u88ab\u9001\u56de LLM\uff08\u4f5c\u4e3a\u5176\u5de5\u4f5c\u8bb0\u5fc6\u7684\u4e00\u90e8\u5206\uff09\u3002LLM \u5c06\u636e\u6b64\u51b3\u5b9a\u5982\u4f55\u5229\u7528\u8fd9\u4e9b\u65b0\u6570\u636e\uff1a\u662f\u7ee7\u7eed\u8fdb\u884c\u5de5\u5177\u8c03\u7528\uff0c\u8fd8\u662f\u76f4\u63a5\u5411\u7528\u6237\u8fd4\u56de\u7b54\u6848\u3002<\/p>\n

            \u4ee5\u4e0b\u662f\u5728\u4ee3\u7801\u4e2d\u5b9e\u73b0\u8fd9\u79cd\u7f16\u6392\u903b\u8f91\u7684\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n

            \"\u56fe\u7247\"\u56fe\u7247<\/span><\/p>\n

            \u5927\u529f\u544a\u6210\uff01\u73b0\u5728\uff0c\u4f60\u5df2\u7ecf\u6709\u4e86\u4e00\u4e2a\u80fd\u591f\u5e94\u5bf9\u591a\u79cd\u573a\u666f\u7684\u667a\u80fd\u4f53\u7cfb\u7edf \u2014\u2014 \u65e0\u8bba\u662f\u8fdb\u884c\u7ade\u4e89\u5206\u6790\u3001\u6df1\u5165\u7814\u7a76\uff0c\u8fd8\u662f\u5b9e\u73b0\u590d\u6742\u5de5\u4f5c\u6d41\u7a0b\u7684\u81ea\u52a8\u5316\u3002<\/p>\n

            3.\u591a\u667a\u80fd\u4f53\uff08multi-agent\uff09\u7cfb\u7edf\u5728\u4ec0\u4e48\u60c5\u51b5\u4e0b\u6d3e\u4e0a\u7528\u573a\uff1f<\/h3>\n

            \u5c3d\u7ba1\u5f53\u524d LLM \u7684\u8868\u73b0\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u4f46\u5b83\u4eec\u5728\u5904\u7406\u6d77\u91cf\u4fe1\u606f\u65f6\u5374\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3[17]\u3002\u4e00\u65e6\u4e0a\u4e0b\u6587\u8fc7\u591a\u6216\u5de5\u5177\u4f7f\u7528\u8fc7\u6742\uff0c\u6a21\u578b\u4fbf\u53ef\u80fd\u4e0d\u582a\u91cd\u8d1f\uff0c\u5bfc\u81f4\u6027\u80fd\u4e0b\u6ed1\u3002\u9762\u5411\u591a\u79cd\u7528\u9014\u7684\u5355\u667a\u80fd\u4f53\u7cfb\u7edf\u6700\u7ec8\u4f1a\u89e6\u53ca\u8fd9\u4e00\u4e0a\u9650\uff0c\u5c24\u5176\u662f\u5728\u5b83\u4eec\u5bf9 token \u7684\u6d88\u8017\u91cf\u4e4b\u5927\u5df2\u662f\u4f17\u6240\u5468\u77e5\u3002<\/p>\n

            \u5bf9\u4e8e\u67d0\u4e9b\u4f7f\u7528\u573a\u666f\uff0c\u90e8\u7f72\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u6216\u8bb8\u66f4\u4e3a\u5408\u9002\u3002\u901a\u8fc7\u5c06\u4efb\u52a1\u5206\u644a\u7ed9\u591a\u4e2a\u667a\u80fd\u4f53\uff0c\u53ef\u4ee5\u6709\u6548\u907f\u514d\u5355\u4e00 LLM Agent \u7684\u4e0a\u4e0b\u6587\u8d1f\u8f7d\u8fc7\u91cd\uff0c\u4ece\u800c\u63d0\u9ad8\u6574\u4f53\u7684\u6267\u884c\u6548\u7387\u3002<\/p>\n

            \u5c3d\u7ba1\u5982\u6b64\uff0c\u901a\u7528\u7684\u5355\u667a\u80fd\u4f53\u7cfb\u7edf\u4ecd\u7136\u662f\u539f\u578b\u5f00\u53d1\u7684\u4e00\u4e2a\u6781\u597d\u8d77\u70b9\u3002\u5b83\u80fd\u5e2e\u52a9\u6211\u4eec\u8fc5\u901f\u9a8c\u8bc1\u4f7f\u7528\u573a\u666f\uff0c\u5e76\u53d1\u73b0\u7cfb\u7edf\u4f55\u65f6\u5f00\u59cb\u51fa\u73b0\u6545\u969c\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u4f60\u5c06\u80fd\u591f\uff1a<\/p>\n

              \n
            • \u6d1e\u5bdf\u54ea\u4e9b\u4efb\u52a1\u73af\u8282\u786e\u5b9e\u80fd\u901a\u8fc7 Agent \u6a21\u5f0f\u5f97\u5230\u4f18\u5316\u3002<\/li>\n
            • \u786e\u5b9a\u53ef\u4ee5\u4f5c\u4e3a\u72ec\u7acb\u6d41\u7a0b\u5206\u79bb\u51fa\u6765\uff0c\u6210\u4e3a\u66f4\u5927\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u4e00\u73af\u7684\u90e8\u5206\u3002<\/li>\n
            • \u4ece\u5355\u667a\u80fd\u4f53\u8d77\u6b65\uff0c\u8fd9\u6837\u80fd\u591f\u83b7\u5f97\u4ed6\u4eba\u5b9d\u8d35\u7684\u7ecf\u9a8c\u3001\u89c1\u89e3\uff0c\u4ee5\u4fbf\u5728\u6784\u5efa\u66f4\u590d\u6742\u7cfb\u7edf\u65f6\u8c03\u6574\u548c\u4f18\u5316\u7b56\u7565\u3002<\/li>\n<\/ul>\n

              4.\u5982\u4f55\u5f00\u59cb\u4e0a\u624b\uff1f<\/h3>\n

              \u5df2\u7ecf\u8feb\u4e0d\u53ca\u5f85\u60f3\u8981\u5f00\u59cb\u6784\u5efa\u667a\u80fd\u4f53\u4e86\u5417\uff1f\u4f7f\u7528\u6846\u67b6\u662f\u5feb\u901f\u6d4b\u8bd5\u548c\u8fed\u4ee3\u667a\u80fd\u4f53\u914d\u7f6e\u7684\u597d\u65b9\u6cd5\u3002<\/p>\n

                \n
              • \u5982\u679c\u4f60\u6253\u7b97\u4f7f\u7528 Llama 3 \u8fd9\u6837\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u4e0d\u59a8\u8bd5\u8bd5 Bee Agent Framework[18] \u63d0\u4f9b\u7684\u521d\u59cb\u6a21\u677f[19]\u3002<\/li>\n
              • \u5982\u679c\u4f60\u6253\u7b97\u4f7f\u7528 OpenAI \u8fd9\u6837\u7684\u524d\u6cbf\u6a21\u578b\uff0c\u8bd5\u8bd5 LangGraph[20] \u63d0\u4f9b\u7684\u6559\u7a0b[21]\u53ef\u80fd\u4f1a\u7ed9\u4f60\u5e26\u6765\u5e2e\u52a9\u3002<\/li>\n<\/ul>\n

                Thanks for reading!<\/p>\n

                Hope you have enjoyed and learned new things from this blog!<\/p>\n

                About the authors<\/h4>\n

                Maya Murad<\/h4>\n

                Interdisciplinary techie currently tinkering with LLM agents. I write about AI, innovation ecosystems, and my creative coding experiments.<\/p>\n

                \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

                <\/div>\n

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                <\/div>\n","protected":false},"excerpt":{"rendered":"

                \u4e3a\u4ec0\u4e48\u8981\u6784\u5efa\u901a\u7528 Agent\uff1f\u56e0\u4e3a\u8fd9\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u4e3a\u6211\u4eec\u7684\u76ee\u6807\u4f7f\u7528\u573a\u666f\u63d0\u4f9b\u539f\u578b\uff0c\u5e76\u4e3a\u8bbe\u8ba1\u6211\u4eec\u81ea\u5df1\u7684\u5b9a\u5236 […]<\/p>\n

                <\/div>\n

                <\/g><\/svg><\/i> \"Loading\"<\/p>\n

                <\/div>\n","protected":false},"author":56,"featured_media":23597,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[1491,124,880],"class_list":["post-23595","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-agent","tag-ai","tag-880"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23595","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=23595"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23595\/revisions"}],"predecessor-version":[{"id":23599,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23595\/revisions\/23599"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/23597"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=23595"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=23595"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=23595"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}