{"id":10021050,"date":"2025-10-25T10:48:17","date_gmt":"2025-10-25T02:48:17","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021050"},"modified":"2025-10-25T10:48:17","modified_gmt":"2025-10-25T02:48:17","slug":"%e5%a6%82%e4%bd%95%e6%9e%84%e5%bb%ba%e4%bc%81%e4%b8%9a%e7%ba%a7%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e5%8a%a9%e6%89%8b%ef%bc%9adata-agent-%e5%bc%80%e5%8f%91%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021050","title":{"rendered":"\u5982\u4f55\u6784\u5efa\u4f01\u4e1a\u7ea7\u6570\u636e\u5206\u6790\u52a9\u624b\uff1aData Agent \u5f00\u53d1\u5b9e\u8df5"},"content":{"rendered":"

\u672c\u6587\u4f5c\u8005\uff1a\u963f\u91cc\u4e91\u6570\u636e\u5e93\u9ad8\u7ea7\u6280\u672f\u4e13\u5bb6 \u5f90\u5927\u4e01(\u8fb0\u9a6c)<\/p>\n

\u524d\u8a00<\/h2>\n

\u201cWhat I cannot create, I do not understand.\u201d — Richard Feynman<\/p>\n

2025\u5e743\u6708\uff0c\u7b14\u8005\u66fe\u64b0\u6587\u63a2\u8ba8LLM\u9a71\u52a8\u7684AI Agent\u5982\u4f55\u91cd\u5851\u4eba\u673a\u534f\u540c\u6a21\u5f0f\uff0c\u5f7c\u65f6\u66f4\u591a\u805a\u7126\u4e8e\u6280\u672f\u5b9e\u9a8c\u4e0e\u7406\u8bba\u63a8\u6f14\uff0c\u5c1a\u672a\u5728\u5b9e\u9645\u4e1a\u52a1\u573a\u666f\u4e2d\u843d\u5730\u3002\u5982\u4eca\uff0c\u968f\u7740Agentic AI\u6280\u672f\u7684\u6210\u719f\uff0cData Agent for Analytics \u6b63\u5f0f\u4ece\u5b9e\u9a8c\u5ba4\u8d70\u5411\u4f01\u4e1a\u751f\u4ea7\u4e00\u7ebf\u2014\u2014\u5b83\u4e0d\u4ec5\u662f\u5bf9AI Agent\u6f5c\u529b\u7684\u9a8c\u8bc1\uff0c\u66f4\u662f\u4f01\u4e1a\u7ea7\u6570\u636e\u5206\u6790\u8303\u5f0f\u7684\u9769\u65b0\u3002<\/p>\n

\u672c\u7bc7\u5c06\u4ecb\u7ecdDMS\u7684\u4e00\u6b3e\u6570\u636e\u5206\u6790\u667a\u80fd\u4f53\uff08Data Agent for Analytics \uff09\u4ea7\u54c1\u7684\u6280\u672f\u601d\u8003\u548c\u5b9e\u8df5\u3002Data Agent for Analytics \u5b9a\u4f4d\u4e3a\u4e00\u6b3e\u4f01\u4e1a\u7ea7\u6570\u636e\u5206\u6790\u667a\u80fd\u4f53\uff0c \u57fa\u4e8eAgentic AI \u6280\u672f\uff0c\u5e2e\u52a9\u7528\u6237\u67e5\u6570\u636e\u3001\u505a\u5206\u6790\u3001\u751f\u6210\u62a5\u544a\u3001\u6df1\u5165\u6d1e\u5bdf\u3002\u7531\u4e8e\u4e0d\u540c\u4ea7\u54c1\u7684\u6f14\u8fdb\u8def\u5f84\uff0c\u80cc\u666f\u90fd\u4e0d\u4e00\u6837\uff0c\u6240\u4ee5\u53ea\u4ecb\u7ecd\u6700\u6838\u5fc3\u7684\u90e8\u5206\uff0c\u6765\u6df1\u5165\u5256\u6790\u5982\u4f55\u6784\u5efa\u4f01\u4e1a\u7ea7\u6570\u636e\u5206\u6790\u52a9\u624b\uff1a\u80fd\u529b\u8fb9\u754c\u5b9a\u4e49\uff0c\u6280\u672f\u5185\u6838\uff0c\u4f01\u4e1a\u7ea7\u80fd\u529b\u3002\u5e0c\u671b\u65e2\u80fd\u4f5c\u4e3aData Agent for Analytics\u4ea7\u54c1\u7684\u6280\u672f\u6838\u5fc3\u4ecb\u7ecd\uff0c\u4e5f\u80fd\u4f5c\u4e3a\u8bfb\u8005\u7684\u5f00\u53d1\u5b9e\u8df5\u7684\u53c2\u8003\u3002<\/p>\n

\u80fd\u529b\u8fb9\u754c\u5b9a\u4e49<\/h2>\n

\u4e0eChatBI\/NL2SQL\u7684\u533a\u522b<\/h4>\n

\u5f88\u591a\u5ba2\u6237\u4f1a\u95eeData Agent\u662f\u4e0d\u662fChatBI\uff0c\u662f\u4e0d\u662f\u53e6\u4e00\u4e2aNL2SQL\u4ea7\u54c1\u3002\u6211\u4e00\u822c\u90fd\u4f1a\u660e\u786e\u56de\u7b54\u4e0d\u662f\uff0c\u5e76\u8865\u5145Data Agent\u4f7f\u7528\u4e86ChatBI\u548cNL2SQL\u76f8\u5173\u7684\u6280\u672f\u3002\u4f46\u4e3a\u4e86\u66f4\u597d\u7684\u8ba9\u7528\u6237\u7406\u89e3\u672c\u8d28\u7684\u533a\u522b\uff0c\u9700\u8981\u5148\u505a\u4e00\u4e9b\u6982\u5ff5\u7684\u62bd\u8c61\uff0c\u805a\u7126\u5728\u6570\u636e\u4e0e\u5206\u6790\u6280\u672f\u9886\u57df\u4e0a\uff0c\u4ee5\u53ca\u5bf9Agentic AI\u7684\u4ecb\u7ecd\uff0c\u62bd\u8c61\u80fd\u591f\u66f4\u597d\u7684\u7406\u89e3\u3002<\/p>\n

\u5b9a\u4e49\u5206\u6790\u6280\u672f<\/h4>\n

\u6570\u636e\u4e0e\u5206\u6790\u4e3b\u9898\u5728\u5927\u8bed\u8a00\u6a21\u578b\u8d77\u6765\u4e4b\u524d\u5df2\u7ecf\u6bd4\u8f83\u70ed\u95e8\u3002\u6211\u4eec\u53ef\u4ee5\u501f\u52a9Gartner\u5bf9\u6570\u636e\u4e0e\u5206\u6790\u7684\u5b9a\u4e49\uff0c\u5c1d\u8bd5\u628aData Agent\u7684\u5206\u6790\u80fd\u529b\u8fb9\u754c\u5b9a\u4e49\u6e05\u695a\u3002 Gartner\u628a\u6570\u636e\u548c\u5206\u6790\u5b9a\u4e49\u4e3a\uff1a\u7ba1\u7406\u6570\u636e\u4ee5\u53d1\u6325\u6570\u636e\u4f5c\u7528\uff0c\u5206\u6790\u6570\u636e\u4ee5\u4f18\u5316\u51b3\u7b56\u3001\u4e1a\u52a1\u6d41\u7a0b\u548c\u6210\u679c\u7684\u65b9\u6cd5\u3002\u5e76\u5c06\u6838\u5fc3\u5206\u6790\u6280\u672f\u6309\u7167\u76ee\u6807\u5206\u4e3a\u56db\u79cd\uff1a
\u25cf \u63cf\u8ff0\u6027\u5206\u6790\uff08Descriptive analytics\uff09\uff1a\u4f7f\u7528BI\u5de5\u5177\u3001\u6570\u636e\u53ef\u89c6\u5316\u548c\u5c55\u793a\u9762\u677f\u6765\u56de\u7b54\uff1a\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f
\u25cf \u8bca\u65ad\u6027\u5206\u6790\uff08Diagnostic analytics\uff09\uff1a\u9700\u8981\u66f4\u6df1\u5165\u7684\u5206\u6790\u548c\u6570\u636e\u6316\u6398\u80fd\u529b\u6765\u56de\u7b54\uff1a\u4e3a\u4ec0\u4e48\u4f1a\u53d1\u751f\uff1f
\u25cf \u9884\u6d4b\u6027\u5206\u6790\uff08Predictive analytics\uff09\uff1a\u901a\u8fc7\u6982\u7387\u9884\u6d4b\u6216\u6a21\u62df\u4e00\u6bb5\u65f6\u95f4\u5185\u4e00\u7cfb\u5217\u7ed3\u679c \u6765\u56de\u7b54\uff1a\u53ef\u80fd\u53d1\u751f\u4ec0\u4e48\uff1f
\u25cf \u89c4\u8303\u6027\u5206\u6790\uff08Prescriptive analytics \uff09\uff1a\u4ee5\u7ed3\u6784\u5316\u65b9\u5f0f\u6574\u5408\u5df2\u6709\u7684\u77e5\u8bc6\u548c\u4f18\u5316\u6280\u672f\uff0c\u5728\u7ea6\u675f\u8303\u56f4\u5185\u5bfb\u627e\u6700\u4f73\u7ed3\u679c\u5e76\u751f\u6210\u53ef\u6267\u884c\u7684\u884c\u52a8\u8ba1\u5212\uff0c\u4ee5\u6b64\u6765\u56de\u7b54\uff1a\u5e94\u8be5\u505a\u4ec0\u4e48\uff1f<\/p>\n

\u4f20\u7edf\u7684BI\u5206\u6790<\/h4>\n

ChatBI\u6216NL2SQL\u7c7b\u7684\u4ea7\u54c1\u5206\u6790\u6280\u672f\u672c\u8d28\u4e0a\u5728\u4f20\u7edf\u7684BI\u5206\u6790\u57fa\u7840\u4e0a\u7ed3\u5408\u4e86LLM\u80fd\u529b\u3002 \u4f20\u7edf\u7684BI\u5206\u6790\u4fa7\u91cd\u63cf\u8ff0\u6027\u5206\u6790\u548c\u8bca\u65ad\u6027\u5206\u6790\uff0c\u4e5f\u5c31\u662f\u56de\u7b54\u53d1\u751f\u4e86\u4ec0\u4e48\uff0c\u4e3a\u4ec0\u4e48\u4f1a\u53d1\u751f\u95ee\u9898\uff0c\u4e3a\u51b3\u7b56\u63d0\u4f9b\u4e8b\u5b9e\u4f9d\u636e\uff0c \u5178\u578b\u6d41\u7a0b\u662f\uff1a\u4e1a\u52a1\u7cfb\u7edf\uff0cETL\u5de5\u5177\uff0c\u6570\u636e\u4ed3\u5e93\uff0c\u9884\u5b9a\u4e49\u6307\u6807\u6700\u540e\u5230\u62a5\u8868\u548c\u4eea\u8868\u76d8\u3002<\/p>\n

\u4f20\u7edf\u7684BI\u5206\u6790\u6280\u672f\uff0c\u4f18\u52bf\u5728\u4e8e\u76f4\u89c2\u53ef\u63a7\uff0c \u4e1a\u52a1\u4eba\u5458\u53ef\u4ee5\u81ea\u4e3b\u5730\u751f\u6210\u62a5\u8868\uff0c \u5de5\u5177\u94fe\u5b8c\u6574\uff0c\u6280\u672f\u6210\u719f\u3002 \u52a3\u52bf\u4e3b\u8981\u5728\u5206\u6790\u80fd\u529b\u4e0a\uff0c\u6bd4\u5982\u6df1\u5ea6\u4e0a\u5b58\u5728\u5c40\u9650\uff0c\u4f9d\u8d56\u9884\u5b9a\u4e49\u6307\u6807\uff0c\u9700\u63d0\u524d\u5b9a\u4e49\u5206\u6790\u7ef4\u5ea6\u548c\u63d0\u51fa\u5047\u8bbe\uff0c\u6bd4\u8f83\u96be\u4ee5\u53d1\u73b0\u9690\u85cf\u6d1e\u5bdf\u3002<\/p>\n

\u9ad8\u7ea7\u5206\u6790\u6280\u672f<\/h4>\n

\u4f20\u7edf\u7684BI\u5206\u6790\u5bf9\u4e8e\u9884\u6d4b\u6027\u6216\u8005\u89c4\u8303\u6027\u7684\u5206\u6790\u6d1e\u5bdf\u662f\u6bd4\u8f83\u56f0\u96be\u7684\uff0c\u6240\u4ee5\u8fd9\u91cc\u63d0\u51fa\u4e86\u9ad8\u7ea7\u5206\u6790\u6280\u672f\uff0c \u6db5\u76d6\u4e86\u9884\u6d4b\u6027\uff0c\u89c4\u8303\u6027\u548c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u3002 \u504f\u5411\u4e8e\u4f7f\u7528\u6570\u636e\u79d1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u4e3b\u8981\u6d41\u7a0b\u5305\u542b\u6570\u636e\u5904\u7406\u4e0e\u7279\u5f81\u5de5\u7a0b\uff0c\u6a21\u578b\u6784\u5efa\uff0c\u6a21\u578b\u63a8\u7406\u6700\u540e\u5230\u884c\u52a8\u5efa\u8bae\u3002<\/p>\n

\u9ad8\u7ea7\u5206\u6790\u6280\u672f\u7684\u4f18\u52bf\u662f\u53ef\u4ee5\u5229\u7528\u4e0d\u540c\u7684\u6570\u636e\u8f93\u5165\u7c7b\u578b\u548c\u6765\u6e90\uff0c\u4e3a\u5206\u6790\u8005\u63d0\u4f9b\u66f4\u591a\u7684\u89d2\u5ea6\u6d1e\u5bdf\uff0c\u63a8\u52a8\u4f01\u4e1a\u4f5c\u51fa\u66f4\u660e\u667a\u7684\u5546\u4e1a\u51b3\u7b56\u3002\u901a\u8fc7ML\u6a21\u578b\u9884\u5224\u8d8b\u52bf\/\u98ce\u9669\uff0c\u4f18\u5316\u7b97\u6cd5\u751f\u6210\u884c\u52a8\u65b9\u6848\uff0c\u4ee5\u53ca\u4ece\u975e\u7ed3\u6784\u5316\u6570\u636e\u4e2d\u6316\u6398\u5173\u8054\u89c4\u5219\uff0c\u6bd4\u5982\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u6316\u6398\u9690\u85cf\u6a21\u5f0f\u7b49\u3002 \u52a3\u52bf\u4e3b\u8981\u662f\u95e8\u69db\u8f83\u9ad8\uff0c\u843d\u5730\u5468\u671f\u957f\u3002 \u6570\u636e\u7c7b\u578b\u652f\u6301\u4e0a\uff0c\u9664\u4e86\u7ed3\u6784\u5316\u6570\u636e\uff0c \u76f8\u6bd4\u4f20\u7edfBI\u5206\u6790\uff0c\u591a\u4e86\u975e\u7ed3\u6784\u5316\uff0c\u5b9e\u65f6\u6570\u636e\u6d41\u4ee5\u53ca\u56fe\u5173\u7cfb\u6570\u636e\uff0c\u6240\u4ee5\u5bf9\u6570\u636e\u6cbb\u7406\u8981\u6c42\u4e5f\u6bd4\u8f83\u9ad8\u3002 \u53e6\u5916\u6d89\u53ca\u5230\u673a\u5668\u5b66\u4e60\uff0c\u5c24\u5176\u662f\u7528\u5230\u4e86\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u53ef\u89e3\u91ca\u6027\u5b58\u5728\u6311\u6218\u3002<\/p>\n

Data Agent\u7684\u4ef7\u503c\u4e3b\u5f20<\/h4>\n

\u6211\u4eec\u73b0\u5728\u53ef\u4ee5\u66f4\u660e\u786e\u5730\u5b9a\u4e49DMS Data Agent for Analytics\u4e86\u3002 \u6211\u4eec\u5e0c\u671b\u628a Data Agent \u5b9a\u4f4d\u4e3a\u4e00\u6b3e\u80fd\u591f\u540c\u65f6\u8986\u76d6\u4f20\u7edfBI\u5206\u6790\uff08\u63cf\u8ff0\u6027\u3001\u8bca\u65ad\u6027\uff09\u548c\u9ad8\u7ea7\u5206\u6790\uff08\u9884\u6d4b\u6027\u3001\u89c4\u8303\u6027\uff09\u80fd\u529b\u7684\u667a\u80fd\u4f53\u3002\u4e5f\u5c31\u662f\u65e2\u53ef\u4ee5\u4f5c\u4e3a\u81ea\u7136\u8bed\u8a00\u5230SQL\u67e5\u8be2\u7684\u8f6c\u6362\u5de5\u5177\uff08NL2SQL\uff09\uff0c\u4e5f\u53ef\u4ee5\u751f\u6210\u9884\u5b9a\u4e49\u62a5\u8868\u7684\u804a\u5929\u5f0fBI\uff08\u5305\u62ecChatBI\uff09\uff0c\u66f4\u91cd\u8981\u7684\u662f\u4e00\u4e2a\u5177\u5907\u7406\u89e3\u5206\u6790\u610f\u56fe\u3001\u89c4\u5212\u5206\u6790\u8def\u5f84\u3001\u6267\u884c\u590d\u6742\u4efb\u52a1\u3001\u5e76\u751f\u6210\u6df1\u5ea6\u6d1e\u5bdf\u7684\u81ea\u4e3b\u667a\u80fd\u7cfb\u7edf\u3002<\/p>\n

\u8fd9\u91cc\u5148\u5c1d\u8bd5\u5b9a\u4e49Data Agent\u7684\u4ef7\u503c\u4e3b\u5f20\uff0c\u6280\u672f\u5b9e\u73b0\u4e5f\u662f\u56f4\u7ed5\u4ee5\u4e0b\u7684\u4ef7\u503c\u4e3b\u5f20\uff1a<\/p>\n

\u25cf \u6253\u7834\u5206\u6790\u80fd\u529b\u8fb9\u754c\uff1a \u7528\u6237\u65e0\u9700\u9884\u5148\u77e5\u9053\u8be5\u7528\u63cf\u8ff0\u6027\u7edf\u8ba1\u8fd8\u662f\u6784\u5efa\u9884\u6d4b\u6a21\u578b\u3002Data Agent \u80fd\u6839\u636e\u7528\u6237\u6a21\u7cca\u6216\u590d\u6742\u7684\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff08\u6bd4\u5982\u201c\u4e3a\u4ec0\u4e48\u4e0a\u5b63\u5ea6\u534e\u4e1c\u533a\u9500\u552e\u989d\u4e0b\u6ed1\uff1f\u9884\u6d4b\u4e0b\u5b63\u5ea6\u8d8b\u52bf\u5e76\u7ed9\u51fa\u6539\u5584\u5efa\u8bae\u201d\uff09\uff0c\u81ea\u52a8\u5224\u65ad\u6240\u9700\u7684\u5206\u6790\u6280\u672f\u7ec4\u5408\uff0c\u65e0\u7f1d\u8854\u63a5\u67e5\u8be2\u3001\u8bca\u65ad\u3001\u9884\u6d4b\u548c\u89c4\u5212\u3002
\u25cf \u964d\u4f4e\u9ad8\u7ea7\u5206\u6790\u95e8\u69db\uff1a \u5c06\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u3001\u4f18\u5316\u7b97\u6cd5\u7b49\u9ad8\u7ea7\u5206\u6790\u80fd\u529b\u5c01\u88c5\u5728Data Agent\u5185\u90e8\uff0c\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5373\u53ef\u8c03\u7528\uff0c\u65e0\u9700\u5177\u5907\u6570\u636e\u79d1\u5b66\u4e13\u4e1a\u77e5\u8bc6\uff0c\u7f29\u77ed\u4ece\u95ee\u9898\u5230\u6d1e\u5bdf\u7684\u884c\u52a8\u8def\u5f84\u3002
\u25cf \u6446\u8131\u9884\u5b9a\u4e49\u7684\u9650\u5236\uff1a \u4e0d\u518d\u5c40\u9650\u4e8e\u9884\u5b9a\u4e49\u7684\u6307\u6807\u3001\u7ef4\u5ea6\u548c\u4eea\u8868\u76d8\u3002Data Agent \u80fd\u52a8\u6001\u63a2\u7d22\u6570\u636e\uff0c\u53d1\u73b0\u9884\u5b9a\u4e49\u6846\u67b6\u4e4b\u5916\u7684\u9690\u85cf\u6a21\u5f0f\u3001\u5173\u8054\u5173\u7cfb\u548c\u5f02\u5e38\u70b9\uff0c\u63d0\u4f9b\u66f4\u5168\u9762\u3001\u66f4\u6df1\u5165\u7684\u6d1e\u5bdf\u3002
\u25cf \u5b9e\u73b0\u7aef\u5230\u7aef\u5206\u6790\u95ed\u73af\uff1a \u4ece\u6570\u636e\u67e5\u8be2\u3001\u53ef\u89c6\u5316\u3001\u6839\u56e0\u8bca\u65ad\u3001\u8d8b\u52bf\u9884\u6d4b\u5230\u884c\u52a8\u65b9\u6848\u5efa\u8bae\uff0c\u80fd\u591f\u5728\u4e00\u4e2a\u8fde\u8d2f\u7684\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u5b8c\u6210\uff0c\u8fc7\u7a0b\u53ef\u89e3\u91ca\uff0c\u5206\u6790\u8fc7\u7a0b\u53ef\u590d\u7528\uff0c\u63d0\u4f9b\u95ed\u73af\u7684\u5206\u6790\u4f53\u9a8c\u3002
\u25cf \u5177\u5907\u4f01\u4e1a\u7ea7\u66f4\u5927\u89c4\u6a21\u6570\u636e\u7684\u5206\u6790\u80fd\u529b\uff1a\u4e0d\u9650\u4e8e\u5206\u6790\u6570\u636e\u5e93\u6216\u8005\u8868\u683c\u6587\u4ef6\uff0c\u501f\u52a9\u4e8e\u4e91\u539f\u751f\u8ba1\u7b97\u80fd\u529b\uff0c\u80fd\u591f\u65e0\u7f1d\u5bf9\u63a5\u5927\u6570\u636e\u751f\u6001\uff0c\u4f7f\u7528\u5206\u5e03\u5f0f\u8ba1\u7b97\uff08Spark\/Ray\uff09\u5b9e\u73b0\u6d77\u91cf\uff0c\u591a\u6a21\u7684\u6570\u636e\u5b9e\u65f6\u5206\u6790\u3002<\/p>\n

Agentic AI \u80fd\u529b\u5bf9\u6bd4<\/h4>\n

Data Agent\u4e0eChatBI\u7b49\u5e02\u9762\u4e0a\u5176\u4ed6\u7684\u95ee\u6570\u7684\u4ea7\u54c1\u533a\u522b\u662f\u4ec0\u4e48\u5462\uff1f\u6bd5\u7adf\u90fd\u5728\u5f3a\u8c03\u5177\u5907Agentic AI\u7684\u80fd\u529b\u3002 Agentic AI\uff08\u667a\u80fd\u4f53\u9a71\u52a8\u7684\u4eba\u5de5\u667a\u80fd\uff09\u7684\u6982\u5ff5\u5728LLM\u51fa\u73b0\u4e4b\u524d\u5c31\u5b58\u5728\uff08\u4f8b\u5982\u5728\u5f3a\u5316\u5b66\u4e60\u3001\u4f20\u7edfAI\u4e2d\uff09\uff0c \u4f46\u968f\u7740LLM\u80fd\u529b\u7684\u7a81\u7834\u6027\u8fdb\u5c55\uff0cAgentic AI\u4f5c\u4e3a\u65b0\u4e00\u4ee3AI\u8303\u5f0f\u88ab\u5e7f\u6cdb\u8ba4\u53ef\u3002\u5176\u6838\u5fc3\u53ef\u5b9a\u4e49\u4e3a\uff1a\u4ee5\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e3a\u8ba4\u77e5\u5f15\u64ce\uff0c\u5177\u5907\u81ea\u4e3b\u51b3\u7b56\u3001\u76ee\u6807\u5bfc\u5411\u548c\u73af\u5883\u4ea4\u4e92\u80fd\u529b\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u3002<\/p>\n

\u6211\u4eec\u53ef\u4ee5\u4ece\u5229\u7528\u6a21\u578b\u63a8\u7406\u7684\u7a0b\u5ea6\u6765\u8fdb\u884c\u5206\u522b\uff0c\u4e5f\u5c31\u662fTest-Time Scalling\u3002 \u662f\u6a21\u578b\u63a8\u7406\u9636\u6bb5\u7684Scaling Law\u3002<\/p>\n

\u968f\u7740OpenAI o1\u548cDeepSeek R1\u7b49\u6a21\u578b\u5c55\u793a\u4e86\u5f3a\u5927\u7684CoT\u63a8\u7406\u80fd\u529b\uff0c\u4e1a\u754c\u8ba4\u8bc6\u5230\u589e\u52a0\u63a8\u7406\u8ba1\u7b97\u91cf\u80fd\u663e\u8457\u63d0\u5347\u590d\u6742\u4efb\u52a1\u7684\u51c6\u786e\u6027\u3002\u8fd9\u50ac\u751f\u4e86TTS\uff08Test-Time Scaling\uff09\u8fd9\u4e00\u65b0\u5174\u7684\u7814\u7a76\u9886\u57df\u3002TTS\u6a21\u4eff\u4e86\u4eba\u7c7b\u5728\u5904\u7406\u56f0\u96be\u95ee\u9898\u65f6\u7684\u503e\u5411\uff0c\u4e5f\u5c31\u662f\u6295\u5165\u66f4\u957f\u7684\u65f6\u95f4\u548c\u66f4\u591a\u7684\u601d\u8003\u8d44\u6e90\u6765\u63d0\u9ad8\u51b3\u7b56\u7684\u53ef\u9760\u6027\uff0c \u5bf9\u4e8eAI Agent\u6765\u8bf4\uff0c \u901a\u8fc7\u589e\u52a0LLM\u7684\u6d4b\u8bd5\u65f6\u95f4\uff0c \u53ef\u4ee5\u589e\u5f3a\u5176\u81ea\u6211\u6539\u8fdb\uff0c\u51cf\u5c11\u4eba\u5de5\u76d1\u7763\u3002 \u63a5\u4e0b\u6765\u6211\u4eec\u7ed3\u5408TTS\u4ece\u67b6\u6784\u5dee\u5f02\uff0c\u6027\u80fd\u548c\u9002\u7528\u573a\u666f\u8fdb\u884c\u7b80\u5355\u5bf9\u6bd4\u3002<\/p>\n

\u25cf \u67b6\u6784\u7684\u5dee\u5f02\uff1a
\u25cb ChatBI\uff08\u95ee\u6570\uff09\u4f18\u52bf\uff1a\u67b6\u6784\u7b80\u6d01\uff0c\u57fa\u4e8eNL2SQL\u6280\u672f\uff0c\u6613\u4e8e\u96c6\u6210\u73b0\u6709BI\u5e73\u53f0\uff0c\u652f\u6301\u5feb\u901f\u610f\u56fe\u8bc6\u522b\u548c\u53ef\u89c6\u5316\u8f93\u51fa\uff0c\u9002\u5408\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u3002\u5c40\u9650\uff1aTTS\u5e94\u7528\u6709\u9650\uff08\u7b80\u5355\u7684CoT\uff09\uff0c\u88ab\u52a8\u54cd\u5e94\u6a21\u5f0f\uff0c\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u548c\u591a\u6b65\u63a8\u7406\uff0c\u96be\u4ee5\u5904\u7406\u590d\u6742\u67e5\u8be2\u548c\u6839\u56e0\u5206\u6790\u3002\u524d\u671f\u914d\u7f6e\u5de5\u4f5c\u8f83\u591a\uff0c\u6bd4\u5982\u9700\u8981\u5bf9\u63a5\u5165\u7684\u6570\u636e\u6e90\u8fdb\u884c\u6e05\u6d17\uff0c\u8d28\u91cf\u4f18\u5316\u3002\u540c\u65f6\u4e3a\u4e86\u63d0\u9ad8\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u7684\u51c6\u786e\u5ea6\uff0c\u9700\u8981\u9884\u5b9a\u4e49\u597d\u6570\u636e\u6a21\u578b\uff08\u7ef4\u5ea6\uff0c\u72ec\u7acb\uff0c\u5c42\u6b21\u5173\u7cfb\u7b49\uff09
\u25cb Data Agent \u4f18\u52bf\uff1a\u591a\u4ee3\u7406\u67b6\u6784\uff0c\u96c6\u6210\u77e5\u8bc6\u5e93\u548c\u957f\u671f\u8bb0\u5fc6\uff0c\u6df1\u5ea6\u5e94\u7528TTS\uff08\u591a\u8def\u5f84\u63a2\u7d22\u3001\u8fed\u4ee3\u91c7\u6837\uff09\uff0c\u652f\u6301\u4e3b\u52a8\u76d1\u63a7\u548c\u4e2a\u6027\u5316\u6d1e\u5bdf\u3002\u5c40\u9650\uff1a\u67b6\u6784\u590d\u6742\uff0c\u5b9e\u65bd\u95e8\u69db\u9ad8\uff0c\u5bf9\u4e8e\u7b80\u5355\u7684\u95ee\u9898\u5bb9\u6613\u9677\u5165\u590d\u6742\u7684\u903b\u8f91\u9677\u9631\u4e2d\uff0c\u5bfc\u81f4\u53d6\u6570\u6548\u7387\u4e0d\u9ad8\u3002<\/p>\n

\u25cf \u6027\u80fd\uff1a
\u25cb ChatBI\uff08\u95ee\u6570\uff09\u54cd\u5e94\u901f\u5ea6\u5feb\uff0c\u4f4e\u5ef6\u8fdf\uff08\u5355\u8f6e100-5000 Token\uff09\uff0c\u9002\u5408\u5373\u65f6\u6d1e\u5bdf\uff08\u5982\u9500\u552e\u6c47\u603b\u3001\u56fe\u8868\u751f\u6210\uff09\uff0c\u63a8\u7406\u6df1\u5ea6\u6709\u9650\uff0c\u7f3a\u4e4f\u4e3b\u52a8\u6027\u3002
\u25cb Data Agent\uff1a\u6df1\u5ea6\u5206\u6790\uff08\u5f02\u5e38\u68c0\u6d4b\u3001\u9884\u6d4b\u5efa\u6a21\u3001\u884c\u52a8\u5efa\u8bae\uff09\uff0c\u652f\u6301\u591a\u6e90\u6570\u636e\u5904\u7406\uff0c\u5ef6\u8fdf\u8f83\u9ad8\uff0cToken\u6d88\u8017\u5927\uff0c\u4f46\u53ef\u4ee5\u57fa\u4e8e\u95ee\u9898\u7684\u96be\u4ee5\u7a0b\u5ea6\u5b9e\u73b0\u63a8\u7406\u65f6\u95f4\u7684\u6700\u4f18\u5206\u914d\u3002<\/p>\n

\u25cf \u9002\u7528\u573a\u666f\uff1a
\u25cb ChatBI\uff08\u95ee\u6570\uff09\uff1a\u9002\u5408\u6807\u51c6\u5316\u3001\u9ad8\u9891\u7684\u7b80\u5355\u67e5\u8be2\u573a\u666f\uff0c\u4f46\u5bf9\u6570\u636e\u8d28\u91cf\u8981\u6c42\u6781\u9ad8\uff0c\u9700\u8981\u63d0\u524d\u505a\u6570\u636e\u5efa\u6a21\u3002
\u25cb Data Agent\uff1a\u9002\u5408\u590d\u6742\u3001\u4e2a\u6027\u5316\u7684\u5206\u6790\u573a\u666f\uff0c\u5bf9\u6570\u636e\u8d28\u91cf\u8981\u6c42\u4e0d\u9ad8\uff0c\u63d0\u4f9b\u4e3b\u52a8\u5f0f\u3001\u667a\u80fd\u5316\u7684\u6570\u636e\u6d1e\u5bdf\u4f53\u9a8c\u3002<\/p>\n

\u603b\u7ed3<\/h4>\n

\u6700\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u7528\u8868\u683c\u5bf9\u4f20\u7edfBI\/ChatBI\uff0c\u9ad8\u7ea7\u5206\u6790\u548cData Agent\u5dee\u5f02\u5316\u8fdb\u884c\u603b\u7ed3\uff1a
\"image.png\"<\/p>\n

\u6280\u672f\u5185\u6838<\/h2>\n

\u901a\u8fc7\u524d\u9762\u7684\u4ecb\u7ecd\uff0cData Agent\u5c06LLM\u4f5c\u4e3a\u8ba4\u77e5\u5f15\u64ce\u3002 LLM\u57fa\u4e8e\u8bed\u8a00\u6a21\u5f0f\u7684\u7edf\u8ba1\u5b66\u4e60\uff0c\u7f3a\u4e4f\u5bf9\u4e8b\u5b9e\u4e16\u754c\u7684\u771f\u5b9e\u7406\u89e3\u3002\u751f\u6210\u7684\u5185\u5bb9\u662f\u5bf9\u8bad\u7ec3\u6570\u636e\u4e2d\u6a21\u5f0f\u7684\u91cd\u7ec4\uff0c\u800c\u975e\u57fa\u4e8e\u903b\u8f91\u63a8\u7406\u7684\u4e8b\u5b9e\u8868\u8ff0\uff0c\u8fd9\u5c31\u4f1a\u5bfc\u81f4\u6570\u636e\u5206\u6790\u8fc7\u7a0b\u4e2d\uff0c\u6709\u53ef\u80fd\u51fa\u73b0\u5e7b\u89c9\u3002 \u5176\u6b21\u662f\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\uff08ICL\uff09\u7684\u5c40\u9650\u6027\uff0c\u6bd4\u5982\u5dee\u7684Few-shot\u4f1a\u8bef\u5bfc\u540e\u7eed\u63a8\u7406\uff0c\u6cdb\u5316\u80fd\u529b\u95ee\u9898\uff0c\u96be\u4ee5\u7406\u89e3\u590d\u6742\u573a\u666f\u4e0b\u7684\u6df1\u5ea6\u8bed\u4e49\u548c\u610f\u56fe\u7b49\u3002 \u53e6\u5916\u662f\u5de5\u5177\u4f7f\u7528\u4e0a\uff0c\u4e00\u65b9\u9762LLM\u5bf9\u4e8e\u592a\u591a\u5de5\u5177\u96be\u4ee5\u9002\u5e94\uff0c\u4e00\u65b9\u9762\u5de5\u5177\u8c03\u7528\u4e5f\u5b58\u5728\u5b89\u5168\u7684\u98ce\u9669\u3002<\/p>\n

\u63a5\u4e0b\u6765\u91cd\u70b9\u4ecb\u7ecd Data Agent \u9488\u5bf9\u4ee5\u4e0a\u7684\u95ee\u9898\u662f\u5982\u4f55\u4f18\u5316\u7684\uff0c\u4ee5\u53ca\u5982\u4f55\u8ba9LLM\u50cf\u5206\u6790\u5e08\u4e00\u6837\u601d\u8003\u4e0e\u884c\u52a8\uff0c\u5305\u542b\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a
\u25cf \u6df1\u5ea6\u8bed\u4e49\u7406\u89e3
\u25cf \u4e0a\u4e0b\u6587\u7ba1\u7406
\u25cf \u5e7b\u89c9\u6291\u5236
\u25cf \u5de5\u5177\u7684\u4f7f\u7528<\/p>\n

\u6df1\u5ea6\u8bed\u4e49\u7406\u89e3<\/h4>\n

\u9996\u5148\u9700\u8981\u7406\u89e3\u7528\u6237\u60f3\u8981\u4ec0\u4e48\uff0c\u5f53\u7528\u6237\u8bf4”\u5206\u6790\u4e00\u4e0b\u9500\u552e\u8868\u73b0”\u65f6\uff0c\u4f5c\u4e3a\u6570\u636e\u5206\u6790\u7684\u667a\u80fd\u52a9\u624b\uff0c Data Agent\u9700\u8981\u8003\u8651\u63d0\u95ee\u8005\u7684\u89d2\u8272\u80cc\u666f\u3001\u6240\u5904\u7684\u4e1a\u52a1\u573a\u666f\u3001\u4ee5\u53ca\u5386\u53f2\u5bf9\u8bdd\u8bb0\u5f55\u4e2d\u5b66\u4e60\u7684\u7528\u6237\u504f\u597d\uff0c\u8ba1\u7b97\u53e3\u5f84\u7b49\uff0c\u9700\u8981\u8bb0\u5fc6\u6c89\u6dc0\u80fd\u529b\u3002<\/p>\n

\u5176\u6b21\u662f\u8bed\u4e49\u7406\u89e3\uff0c\u8bed\u4e49\u7406\u89e3\u7684\u590d\u6742\u6027\u4f53\u73b0\u5728\u540c\u4e00\u4e2a\u8bcd\u5728\u4e0d\u540c\u884c\u4e1a\u3001\u4e0d\u540c\u516c\u53f8\u751a\u81f3\u4e0d\u540c\u90e8\u95e8\u90fd\u6709\u4e0d\u540c\u542b\u4e49\u3002”\u6d3b\u8dc3\u7528\u6237”\u5728\u7535\u5546\u573a\u666f\u4e0b\u53ef\u80fd\u630730\u5929\u5185\u6709\u8d2d\u4e70\u884c\u4e3a\u7684\u7528\u6237\uff0c\u5728\u793e\u4ea4\u4ea7\u54c1\u4e2d\u53ef\u80fd\u63077\u5929\u5185\u6709\u767b\u5f55\u884c\u4e3a\u7684\u7528\u6237\uff0c\u5728SaaS\u4ea7\u54c1\u4e2d\u53ef\u80fd\u6307\u5f53\u6708\u6709\u6838\u5fc3\u529f\u80fd\u4f7f\u7528\u7684\u4ed8\u8d39\u7528\u6237\u3002Data Agent\u5fc5\u987b\u7ef4\u62a4\u8fd9\u4e9b\u9886\u57df\u7279\u5b9a\u7684\u8bed\u4e49\u6620\u5c04\uff0c\u5e76\u5728\u5bf9\u8bdd\u4e2d\u52a8\u6001\u9009\u62e9\u6b63\u786e\u7684\u89e3\u91ca\u3002<\/p>\n

\u6570\u636e\u7684\u5143\u6570\u636e\uff08Catalog\uff09\u51b3\u5b9aData Agent\u7684\u6570\u636e\u7406\u89e3\uff0c \u6bd4\u5982\u591a\u8868\u5173\u8054\u67e5\u8be2\uff0c\u6216\u8005\u67d0\u4e2a\u5b57\u6bb5\u7684\u5206\u5e03\u7279\u5f81\uff0c\u5982\u679c\u4e00\u5f00\u59cb Data Agent\u4e0d\u7406\u89e3\u6216\u8005\u672a\u5b8c\u5168\u7406\u89e3\uff0c\u76f4\u63a5\u5bfc\u81f4\u540e\u7eed\u5206\u6790\u903b\u8f91\u9519\u8bef\uff0c\u6211\u4eec\u628a\u6570\u636e\u7406\u89e3\u4f5c\u4e3a\u72ec\u7acb\u6a21\u5757\uff0c\u4fbf\u4e8e\u5728\u7528\u6237\u5f55\u5165\u548c\u5206\u6790\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u590d\u7528\u3002<\/p>\n

\u8ba1\u7b97\u53e3\u5f84\u7684\u6f84\u6e05\u662f\u8bed\u4e49\u7406\u89e3\u7684\u53e6\u4e00\u4e2a\u5173\u952e\u7ef4\u5ea6\u3002\u4f01\u4e1a\u6570\u636e\u5206\u6790\u4e2d\u6700\u5e38\u89c1\u7684\u95ee\u9898\u4e4b\u4e00\u5c31\u662f\uff1a\u540c\u6837\u7684\u6307\u6807\u540d\u79f0\uff0c\u4e0d\u540c\u56e2\u961f\u8ba1\u7b97\u51fa\u7684\u7ed3\u679c\u4e0d\u4e00\u6837\uff0c\u8fd9\u5f80\u5f80\u6e90\u4e8e\u5bf9\u8ba1\u7b97\u53e3\u5f84\u7684\u7406\u89e3\u5dee\u5f02\u3002\u662f\u5426\u5305\u542b\u9000\u8d27\u3001\u662f\u5426\u5254\u9664\u6d4b\u8bd5\u8ba2\u5355\u3001\u662f\u7528\u4e0b\u5355\u65f6\u95f4\u8fd8\u662f\u652f\u4ed8\u65f6\u95f4\u3001\u6c47\u7387\u662f\u7528\u5b9e\u65f6\u8fd8\u662f\u6708\u672b\u7b49\u7b49\u3002<\/p>\n

\u6211\u4eec\u628a\u4ee5\u4e0a\u7684\u5185\u5bb9\u62bd\u8c61\u4e3a\u77e5\u8bc6\u548c\u8bb0\u5fc6\u3002<\/p>\n

\u77e5\u8bc6\u4e0e\u8bb0\u5fc6\u5f62\u6210\u4e86\u4eba\u5bf9\u4e8b\u7269\u7684\u8ba4\u77e5\uff0cAI Agent\u4e2d\u7684\u77e5\u8bc6\u548c\u8bb0\u5fc6\u662f\u4ec0\u4e48\u5462\uff1f\u5728AI Agent \u7cfb\u7edf\u4e2d\uff0c\u201c\u77e5\u8bc6\u201d\u901a\u5e38\u6307Agent\u53ef\u83b7\u53d6\u7684\u9886\u57df\u4e8b\u5b9e\u3001\u89c4\u5219\u6216\u9759\u6001\u4fe1\u606f\uff0c\u5982\u9884\u5148\u6536\u96c6\u7684\u6587\u6863\u3001\u77e5\u8bc6\u5e93\u6216\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u9690\u5f0f\u77e5\u8bc6\uff1b\u800c\u201c\u8bb0\u5fc6\u201d\u6307Agent\u5728\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u52a8\u6001\u8bb0\u5f55\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u548c\u7ecf\u9a8c\uff0c\u5982\u7528\u6237\u5386\u53f2\u5bf9\u8bdd\u3001\u504f\u597d\u6216\u4e4b\u524d\u51b3\u7b56\u3002\u77e5\u8bc6\u548c\u8bb0\u5fc6\u5982\u540c\u5149\u8c31\u7684\u4e24\u7aef\uff0c\u4e8c\u8005\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u53ef\u4ee5\u76f8\u4e92\u8f6c\u5316\u3002<\/p>\n

\u25cf \u5de6\u4fa7\u662f\u5177\u4f53\uff0c\u4e2a\u6027\u5316\u7684\u8bb0\u5fc6\uff0c\u504f\u5411\u5177\u4f53\u7684\u4e8b\u5b9e\u8bb0\u5f55\uff0c\u6709\u60c5\u666f\u6027\u548c\u7279\u6b8a\u6027\u3002
\u25cf \u53f3\u4fa7\u662f\u62bd\u8c61\uff0c\u901a\u7528\u7684\u77e5\u8bc6\uff0c\u539f\u7406\u548c\u89c4\u5219\uff0c\u5177\u6709\u903b\u8f91\u6027\u5f3a\uff0c\u901a\u5e38\u662f\u7ecf\u8fc7\u6574\u7406\u548c\u5f52\u7eb3\u7684\u901a\u7528\u4fe1\u606f\u3002
\u25cf \u4e2d\u95f4\u5b58\u5728\u8fc7\u6e21\u72b6\u6001\uff0c\u5982\u540c\u5149\u8c31\u7684\u989c\u8272\u6e10\u53d8\u4e00\u6837\uff0c\u5f53\u8bb0\u5fc6\u88ab\u591a\u6b21\u9a8c\u8bc1\u3001\u7ed3\u6784\u5316\u3001\u62bd\u8c61\u5316\u540e\uff0c\u5b83\u53ef\u4ee5\u4e0a\u5347\u4e3a\u77e5\u8bc6\uff1b\u53cd\u4e4b\uff0c\u5f53\u77e5\u8bc6\u88ab\u4e2a\u6027\u5316\u4f7f\u7528\u65f6\uff0c\u4e5f\u4f1a\u6c89\u6dc0\u4e3a\u65b0\u7684\u8bb0\u5fc6\u3002
\"image.png\"
\u54f2\u5b66\u5bb6\u5bf9\u77e5\u8bc6\u7684\u5b9a\u4e49\u59cb\u7ec8\u672a\u8fbe\u6210\u4e00\u81f4\uff0c\u4e0d\u8fc7\u6211\u4eec\u53ef\u4ee5\u5c1d\u8bd5\u5b9a\u4e49 Data Agent\u7684\u77e5\u8bc6\uff0c\u53ef\u4ee5\u6309\u7167\u4e0d\u540c\u7684\u62bd\u8c61\u5c42\u6b21\u8fdb\u884c\u5212\u5206\uff1a
\u25cf \u5e95\u5c42\u662f\u57fa\u7840\u6570\u636e\u77e5\u8bc6\uff0c\u5173\u4e8e\u6570\u636e\u672c\u8eab\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u5305\u62ec\u6570\u636e\u7684Catalog\uff08\u901a\u5e38\u5305\u542b\u5e93\u8868\u5217\uff0c\u540d\u79f0\u542b\u4e49\u3001\u6570\u636e\u7c7b\u578b\uff0c\u5b58\u50a8\u65b9\u5f0f\uff0c\u91c7\u96c6\u6765\u6e90\uff0c\u6570\u636e\u8840\u7f18\u7b49\uff09\uff0c\u662f Data Agent\u7406\u89e3\u548c\u83b7\u53d6\u539f\u59cb\u6570\u636e\u7684\u57fa\u7840\u3002
\u25cf \u4e2d\u95f4\u4e3a\u5206\u6790\u65b9\u6cd5\u77e5\u8bc6\uff0c\u5305\u542b\u5404\u79cd\u7528\u4e8e\u5904\u7406\u548c\u5206\u6790\u6570\u636e\u7684\u7b97\u6cd5\uff0c\u6a21\u578b\uff0c\u7edf\u8ba1\u65b9\u6cd5\u6216\u53e3\u5f84\uff0c\u4ee5\u53ca\u81ea\u5b9a\u4e49\u7684\u5206\u6790\u6d41\u7a0b\uff0c \u51b3\u5b9a Data Agent\u5982\u4f55\u4ece\u539f\u59cb\u6570\u636e\u4e2d\u63d0\u53d6\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u548c\u89c4\u5f8b\u3002
\u25cf \u6700\u9ad8\u5c42\u4e3a\u884c\u4e1a\u901a\u7528\u77e5\u8bc6\uff0c\u5305\u542b\u901a\u7528\u7684\u4e1a\u52a1\u903b\u8f91\uff0c\u884c\u4e1a\u672f\u8bed\uff08\u9ed1\u8bdd\uff09\uff0c\u6982\u5ff5\u4ee5\u53ca\u884c\u4e1a\u7684\u4e00\u822c\u6027\u89c4\u5219\u548c\u7406\u5ff5\u7b49\uff0c\u7528\u4e8e\u6307\u5bfc Data Agent\u7684\u5206\u6790\u65b9\u5411\uff0c\u5982\u4f55\u89e3\u8bfb\u5206\u6790\u7ed3\u679c\uff0c\u5e76\u4f7f\u5f97 Data Agent\u4ee5\u7b26\u5408\u884c\u4e1a\u6216\u516c\u53f8\u4e60\u60ef\u7684\u65b9\u6cd5\u8fdb\u884c\u4ea4\u6d41\u548c\u5e94\u7528\u5206\u6790\u7ed3\u679c\u3002<\/p>\n

\u77e5\u8bc6\u548c\u8bb0\u5fc6\u7684\u96be\u70b9\u5728\u4e8e\u5982\u4f55\u53ec\u56de\uff0c\u4e8c\u8005\u7684\u53ec\u56de\u76ee\u7684\uff0c\u6d41\u7a0b\u548c\u7b56\u7565\u90fd\u6709\u8f83\u5927\u7684\u5dee\u522b\uff0c\u77e5\u8bc6\u7684\u76ee\u7684\u662f\u4fdd\u8bc1\u5206\u6790\u7684\u6b63\u786e\u6027\u4e0e\u901a\u7528\u6027\uff0c\u63d0\u4f9b\u786e\u5b9a\u6027\uff0c\u903b\u8f91\u89c4\u5219\uff0c\u800c\u8bb0\u5fc6\u662f\u4e3a\u4e86\u8fde\u7eed\u6027\u548c\u60c5\u666f\u5316\u3002 \u7b56\u7565\u4e0a\uff0c\u77e5\u8bc6\u53ef\u4ee5\u4f7f\u7528RAG\uff0c\u5c42\u7ea7\uff08\u4e0a\u6587\u7684\u4e09\u4e2a\u62bd\u8c61\u5c42\u7ea7\uff09\u5206\u7c7b\u53ec\u56de\u3002 \u800c\u8bb0\u5fc6\u9700\u8981\u6839\u636e\u65f6\u95f4\u548c\u70ed\u5ea6\u53ec\u56de\uff0c\u8bb0\u5fc6\u9700\u8981\u5177\u5907\u9057\u5fd8\u673a\u5236\u3002<\/p>\n

\u6700\u540e\uff0c\u4eba\u4e0e\u4eba\u4e4b\u95f4\u6c9f\u901a\u9700\u6c42\u65f6\uff0c\u4e5f\u4e0d\u662f\u4e00\u6b21\u95ee\u7b54\u5c31\u80fd\u591f\u6e05\u6670\u660e\u4e86\u7684\uff0c\u6240\u4ee5\u591a\u8f6e\u5bf9\u8bdd\u4e5f\u662f\u5fc5\u8981\u7684\uff0c \u8fd9\u5c31\u8981\u6c42 Data Agent \u9700\u6c42\u5206\u6790\u6a21\u5757\u5177\u5907\u201c\u53cd\u5411\u63d0\u95ee\u201d\u7684\u80fd\u529b\uff0c\u5f53\u6a21\u578b\u68c0\u6d4b\u5230\u8bed\u4e49\u7f6e\u4fe1\u5ea6\u4e0d\u8db3\uff0c\u901a\u8fc7Human-in-the-Loop \u610f\u56fe\u6f84\u6e05\u673a\u5236\uff0c\u4f7f\u5f97Data Agent\u80fd\u591f\u5728\u524d\u671f\u786e\u4fdd\u95ee\u9898\u88ab\u6b63\u786e\u5b9a\u4e49\u3002
\"image.png\"
\u4e0d\u963b\u585e\u5206\u6790-\u63d0\u793a
\"image.png\"
\u963b\u585e\u5206\u6790-\u9700\u8981\u660e\u786e\u53cd\u9988<\/p>\n

\u5728\u8bed\u4e49\u7ed3\u6784\u660e\u786e\u540e\uff0cData Agent \u4f1a\u81ea\u52a8\u751f\u6210\u610f\u56fe\u6267\u884c\u8ba1\u5212\uff0c\u4ee5\u7ed3\u6784\u5316\u65b9\u5f0f\u7ed9\u7528\u6237\u5c55\u793a\u5206\u6790\u601d\u8def\uff0c\u7528\u6237\u4e5f\u53ef\u4ee5\u6839\u636e\u9700\u8981\u8fdb\u884c\u8c03\u6574\u3002
\"image.png\"
\u6267\u884c\u8ba1\u5212\u6982\u89c8
\"image.png\"
\u5c55\u5f00\u540e\u7684\u8ba1\u5212\u8be6\u60c5<\/p>\n

\u5982\u4f55\u5904\u7406\u5f00\u653e\u5f0f\u63a2\u7d22\u6027\u7c7b\u578b\u7684\u95ee\u9898\uff0c \u5f88\u591a\u65f6\u5019\u7528\u6237\u53ef\u80fd\u4e5f\u4e0d\u77e5\u9053\u600e\u4e48\u63d0\u95ee\uff0c\u5c31\u50cf\u8001\u677f\u7ed9\u4f60\u5206\u914d\u4e00\u4e2a\u6a21\u7cca\u7684\u4efb\u52a1\u4e00\u6837\uff0c\u8001\u677f\u5185\u5fc3\u91cc\u9762\u53ef\u80fd\u5e0c\u671b\u4f60\u53d1\u73b0\u4e00\u4e9b\u6d1e\u5bdf\uff0c\u4f46\u662f\u4e0d\u77e5\u9053\u5177\u4f53\u662f\u4ec0\u4e48\u3002 \u8fd9\u7c7b\u95ee\u9898\u5bf9\u4eba\u6765\u8bf4\u7b80\u76f4\u662f\u5929\u707e\uff0c\u6ca1\u6709\u76ee\u7684\u5730\u5206\u6790\uff0c\u5bf9\u4e8e\u8ba4\u771f\u5de5\u4f5c\u7684\u4f60\u6765\u8bf4\uff0c\u5f80\u5f80\u9700\u8981\u8017\u8d39\u66f4\u591a\u7684\u7cbe\u529b\u3002 \u4f46\u662f\u5bf9\u4e8eData Agent\u6765\u8bf4\uff0c\u8fd9\u53cd\u800c\u662f\u5176\u6700\u64c5\u957f\u7684\u70b9\u3002 Data Agent\u53ef\u4ee5\u7ed3\u5408\u4e1a\u52a1\u8bed\u4e49\uff0c\u6570\u636e\u8bed\u4e49\u4ece\u4e0d\u540c\u7684\u89d2\u5ea6\u8fdb\u884c\u5206\u6790\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u80fd\u4f1a\u7ed9\u4f60\u66f4\u591a\u7684\u542f\u53d1\uff0c\u5e2e\u52a9\u4f60\u8fdb\u4e00\u6b65\u4e0b\u94bb\u5206\u6790\u3002<\/p>\n

\"image.png\"
Data Agent\u4e00\u8f6e\u5206\u6790\u5b8c\u540e\u7ed9\u51fa\u95ee\u9898\u5efa\u8bae\uff0c\u5e2e\u52a9\u7528\u6237\u8fdb\u4e00\u6b65\u6d1e\u5bdf<\/p>\n

\u4e0a\u4e0b\u6587\u7ba1\u7406<\/h4>\n

Context Engineering \u662f\u5f53\u4e0b\u6bd4\u8f83\u6d41\u884c\u7684AI Agent\u5f00\u53d1\u7684\u5de5\u7a0b\u5b9e\u8df5\uff0c \u9488\u5bf9\u6bcf\u4e00\u6b21\u7ed9\u5230LLM\u7684\u4e0a\u4e0b\u6587\u8fdb\u884c\u52a8\u6001\u7684\u8bbe\u8ba1\uff0c\u6784\u5efa\uff0c\u548c\u4f18\u5316\uff0c\u4e0a\u4e0b\u6587\u5185\u5bb9\u9664\u4e86\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u89d2\u8272\u548c\u76ee\u6807\u63cf\u8ff0\u3001\u7528\u6237\u9700\u6c42\u5916\uff0c\u8fd8\u6709\u5bf9\u8bdd\u5386\u53f2\uff0c\u5916\u90e8\u77e5\u8bc6\uff0c\u5de5\u5177\u8c03\u7528\u7b49\u3002 \u7b80\u5355\u6765\u8bf4\uff0c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u51b3\u5b9a\u4e86\u6a21\u578b\u77e5\u9053\u4ec0\u4e48\uff0c\u4f55\u65f6\u77e5\u9053\u4ee5\u53ca\u4f55\u79cd\u65b9\u5f0f\u77e5\u9053\uff0c \u6700\u7ec8\u76ee\u7684\u662fLLM\u5728\u7ea6\u675f\u7684\u641c\u7d22\u7a7a\u95f4\u4e0b\uff0c \u53ef\u4ee5\u66f4\u597d\u7684\u7406\u89e3\u3001\u63a8\u7406\u548c\u51b3\u7b56\u3002<\/p>\n

\u5982\u4e0b\u56fe\uff0cData Agent \u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u5b9e\u9645\u4e0a\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u667a\u80fd\u8ba4\u77e5\u7cfb\u7edf\u7684\u6784\u5efa\uff0c\u6838\u5fc3\u6d41\u7a0b\u5982\u4e0b\uff1a\u4ece\u89c4\u5212\uff0c\u5206\u6790\uff0c\u53cd\u601d\u5230\u5b66\u4e60\uff0c\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684\u667a\u80fd\u8ba4\u77e5\u7cfb\u7edf\u3002<\/p>\n

\"image.png\"<\/p>\n

Agent Core Loop<\/p>\n

\u8fdb\u4e00\u6b65\u5c55\u5f00\uff0c\u5982\u4e0b\u56fe\uff0c \u4ece\u53f3\u5f80\u5de6\u770b\uff1a<\/p>\n

\"image.png\"<\/p>\n

Data Agent\u4e0a\u4e0b\u6587\u7ba1\u7406<\/p>\n

\u25cf Data Agent\u901a\u8fc7Multi-Agents\u534f\u4f5c\uff0c\u6bcf\u4e2aAgent\u5177\u5907\u72ec\u7acb\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u80fd\u529b\uff0c\u6709\u52a9\u4e8e\u8fdb\u4e00\u6b65\u7f29\u5c0f\u6a21\u578b\u7684\u641c\u7d22\u7a7a\u95f4\uff0c \u901a\u8fc7\u534f\u4f5c\u5b8c\u6210\u590d\u6742\u7684\u4efb\u52a1\u3002
\u25cf Context Windows\u5185\u5bb9\u662f\u52a8\u6001\u7684\uff0c\u4e5f\u5c31\u662f\u5927\u5bb6\u5e38\u770b\u5230\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u80fd\u529b\uff0c \u6bd4\u5982\u957f\u5ea6\u63a7\u5236\uff0cKVCache\u4f18\u5316\uff0c \u6309\u9700\u4ece\u957f\u671f\u8bb0\u5fc6\u5c42\u5bfb\u627e\u76f8\u5173\u89c4\u5219\u548c\u77e5\u8bc6\u5185\u5bb9\u3002
\u25cf \u6211\u4eec\u79f0\u4e3aCognition\uff0c\u6709\u70b9\u62df\u4eba\u5316\u610f\u601d\u3002 \u5305\u542b\u524d\u6587\u63cf\u8ff0\u7684\u4e09\u5c42\u77e5\u8bc6\uff08\u57fa\u7840\u6570\u636e\u77e5\u8bc6\uff0c\u5206\u6790\u65b9\u6cd5\u652f\u6301\u548c\u884c\u4e1a\u901a\u7528\u77e5\u8bc6\uff09\uff0c\u540c\u65f6\u5305\u542bAgent\u7684\u957f\u671f\u8bb0\u5fc6\uff0c \u4f5c\u4e3a Data Agent\u7684\u8ba4\u77e5\u57fa\u5ea7\uff0c\u4e3a\u6bcf\u6b21\u5206\u6790\u63d0\u4f9b\u8ba4\u77e5\u652f\u6491\u3002
\u25cf \u6700\u5de6\u8fb9\u662f\u5916\u90e8\u8f93\u5165\u5c42\uff0c\u5177\u5907\u591a\u6e90\u77e5\u8bc6\u878d\u5408\u80fd\u529b\uff0c \u4e3b\u8981\u8d1f\u8d23\u5c06\u6587\u6863\u3001\u6570\u636e\u5e93\u3001\u5b9e\u65f6\u641c\u7d22\u7b49\u5f02\u6784\u6570\u636e\u6e90\u7edf\u4e00\u5904\u7406\uff0c\u901a\u8fc7\u77e5\u8bc6\u56fe\u8c31\u548c\u5411\u91cf\u5316\u6280\u672f\u5b9e\u73b0\u8bed\u4e49\u7ea7\u7684\u77e5\u8bc6\u5b58\u50a8\u548c\u68c0\u7d22\u3002<\/p>\n

\u5e7b\u89c9\u6291\u5236<\/h4>\n

\u7528\u6237\u7ecf\u5e38\u4f1a\u95ee\u4f7f\u7528Data Agent\u505a\u6570\u636e\u5206\u6790\uff0c\u6a21\u578b\u6709\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236\uff0c\u662f\u600e\u4e48\u653e\u5f97\u4e0b\u7684\uff0c \u6211\u4eec\u901a\u5e38\u56de\u7b54\u653e\u4e0d\u4e0b\uff0c\u56e0\u4e3aData Agent\u5e76\u4e0d\u4f1a\u628a\u7528\u6237\u7684\u539f\u59cb\u6570\u636e\u7ed9\u5230\u6a21\u578b\u4e0a\u4e0b\u6587\uff0c \u6839\u672c\u539f\u56e0\u4e0d\u662f\u4e0a\u4e0b\u6587\u7a97\u53e3\u95ee\u9898\uff0c\u800c\u662f\u6a21\u578b\u63a8\u7406\u7684\u672c\u8d28\uff0c \u867d\u7136\u4eca\u5929\u50cfQwen\uff0cDeepSeek\u8fd9\u7c7b\u6a21\u578b\u5177\u5907Thinking\u6a21\u5f0f\uff0c\u6a21\u578b\u8fdb\u884c\u4f9d\u7136\u662f\u8bed\u4e49\u7a7a\u95f4\u7684\u6a21\u5f0f\u5339\u914d\u548c\u6982\u7387\u63a8\u7406\uff0c\u5bf9\u4e8e\u7cbe\u786e\u7684\u6570\u503c\u8ba1\u7b97\uff0c\u903b\u8f91\u63a8\u5bfc\uff0c\u6a21\u578b\u672c\u8d28\u662f\u5728\u6a21\u62df\u8ba1\u7b97\u8fc7\u7a0b\uff0c\u800c\u975e\u771f\u6b63\u6267\u884c\u8ba1\u7b97\u3002 \u6bd4\u5982\u4e0b\u9762\u7684\u4f8b\u5b50\uff0c \u6a21\u578b\u4f1a\u6839\u636e\u95ee\u9898\u8fdb\u884c\u4e0b\u4e00\u4e2aToken\u9884\u6d4b\uff0c \u5982\u679c\u4f7f\u7528Greedy Decoding\u65b9\u5f0f\uff0c\u6bcf\u6b21\u53d6\u6982\u7387\u6700\u5927\u7684Logis\u6216token\uff0c\u5f88\u6709\u53ef\u80fd\u8ba1\u7b97\u9519\u8bef\uff0c\u8bbe\u7f6e\u4e0d\u540c\u7684tok_k\u6216\u8005temperature\u4f1a\u4ea7\u751f\u4e0d\u4e00\u6837\u7684\u7ed3\u8bba\u3002<\/p>\n

\"image.png\"<\/p>\n

\u6765\u81ea\uff1aChain-of-Thought Reasoning without Prompting<\/p>\n

\u5982\u679c\u7ed3\u5408LLM\u7684\u9884\u8bad\u7ec3\u673a\u5236\uff0c\u6211\u4eec\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5206\u6790LLM\u6570\u5b57\u5e7b\u89c9\u7684\u539f\u7406\uff0c\u5c3d\u7ba1\u4eca\u5929\u7684LLM\u5728\u6570\u5b66\u80fd\u529b\u4e0a\u663e\u8457\u63d0\u5347\uff0c\u5728\u4e00\u4e9b\u7ade\u8d5b\u4e0a\u5df2\u7ecf\u8d85\u8fc7\u4e86\u5927\u90e8\u5206\u4eba\uff0c\u4f46\u5728\u5904\u7406\u9700\u8981\u7cbe\u786e\u6570\u503c\u7406\u89e3\u7684\u4efb\u52a1\u65f6\uff0c\u4ecd\u6613\u4ea7\u751f\u6570\u5b57\u5e7b\u89c9\u3002\u5177\u4f53\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u3002<\/p>\n

\u25cb \u5206\u8bcd\u95ee\u9898\uff0cLLM\u5728\u63a8\u7406\u4e4b\u524d\uff0c\u4f1a\u628a\u8f93\u5165\u8fdb\u884c\u5206\u8bcd\uff0c\u4e5f\u5c31\u662f\u6211\u4eec\u5e38\u8bf4\u7684Token\u5316\uff0c\u7136\u540e\u518d\u8fdb\u884cEmbedding\u5411\u91cf\u5316\u3002 \u6709\u65f6LLM\u5bf9\u6570\u5b57\u7684\u5206\u8bcd\u662f\u975e\u539f\u5b50\u5316\u7684\uff0c\u6bd4\u5982\u201c489,012\u201d \u53ef\u80fd\u88ab\u5206\u89e3\u4e3a\uff1a489\u3001 \uff0c \u3001012 \u4e09\u4e2a\u72ec\u7acb\u7684Token\uff0c\u8fd9\u4e0d\u4ec5\u5272\u88c2\u4e86\u6570\u5b57\u7684\u6574\u4f53\u6027\uff0c\u4f7f\u6a21\u578b\u96be\u4ee5\u5c06\u5176\u4f5c\u4e3a\u4e00\u4e2a\u5355\u4e00\u6570\u503c\u5b9e\u4f53\u5904\u7406\uff0c\u5206\u9694\u7b26Token\uff08\u5982\u9017\u53f7\uff09\u8fd8\u53ef\u80fd\u5f15\u5165\u5e72\u6270\u6216\u6b67\u4e49\u3002<\/p>\n

\u25cb \u4f4d\u7f6e\u7f16\u7801\u5e72\u6270\uff0c\u4e3b\u6d41\u7684\u5e8f\u5217\u4f4d\u7f6e\u7f16\u7801\u65b9\u6cd5\uff08\u6bd4\u5982RoPE\uff09\u4e3b\u8981\u89e3\u51b3\u6587\u672c\u7684\u76f8\u5bf9\u4f4d\u7f6e\u4f9d\u8d56\u6027\uff0c\u4f46\u5bf9\u6570\u503c\u7684\u7edd\u5bf9\u7cbe\u5ea6\u9700\u6c42\u652f\u6301\u4e0d\u8db3\u3002\u4f4d\u7f6e\u7f16\u7801\u7684\u91cf\u5316\u7279\u6027\u4e5f\u53ef\u80fd\u5bf9\u90bb\u8fd1\u5c0f\u6570\u5b57\u7684\u8868\u5f81\u9020\u6210\u4e0d\u5229\u5f71\u54cd\u3002<\/p>\n

\u25cb \u9884\u8bad\u7ec3\u77e5\u8bc6\u4e2d\u6570\u636e\u5206\u5e03\u7684\u957f\u5c3e\u6548\u5e94\uff0c \u6570\u636e\u4e2d\u67d0\u4e9b\u6a21\u5f0f\u7684\u666e\u904d\u6027\u4f1a\u5bfc\u81f4\u6a21\u578b\u4ea7\u751f\u7cfb\u7edf\u6027\u504f\u5dee\u3002\u4f8b\u5982\u6211\u4eec\u4e4b\u524d\u9047\u5230\u7684\u4e00\u4e2a\u771f\u5b9e\u6848\u4f8b\uff1a\u8bad\u7ec3\u8bed\u6599\u4e2d\u201c\u7b2cX\u4e2a\u201d\u7684\u8868\u8fbe\u5e38\u4ee5\u201c\u7b2c0\u4e2a\u201d\u6216\u201c\u7b2c\u4e00\u4e2a\u201d\u5bf9\u5e94\u7d22\u5f150\u5f00\u59cb\uff0c\u5bfc\u81f4\u6a21\u578b\u5728\u660e\u786e\u8981\u6c42\u201c\u4ece1\u5f00\u59cb\u8ba1\u6570\u201d\u65f6\uff0c\u4ecd\u987d\u56fa\u5730\u8f93\u51fa\u4ece0\u5f00\u59cb\u7684\u7d22\u5f15\uff08BadCase\uff09\u3002\u76f8\u53cd\uff0c\u8981\u6c42\u201c\u4ece100\u5f00\u59cb\u8ba1\u6570\u201d\u5219\u53ef\u80fd\u6b63\u786e\uff0c\u56e0\u4e3a\u8be5\u6a21\u5f0f\u5728\u6570\u636e\u4e2d\u76f8\u5bf9\u5c11\u89c1\u3002<\/p>\n

\u25cb \u6570\u5b57\u6a21\u5f0f\u7684\u8fc7\u62df\u5408\uff0c\u6bd4\u5982LLM\u5b66\u5230\u4e86\u201c\u9500\u552e\u589e\u957f\u901a\u5e38\u572820-30%\u201d \u8fd9\u6837\u7684\u6a21\u5f0f\uff0c \u5f53\u5b9e\u9645\u9700\u8981\u8ba1\u7b97\u65f6\uff0c\u5982\u679cPE\u6ca1\u6709\u505a\u597d\uff0c\u6a21\u578b\u5f88\u53ef\u80fd\u4f1a\u8f93\u51fa\u8fd9\u4e2a\u201c\u7ecf\u9a8c\u503c\u201d<\/p>\n

\u25cb \u8bed\u4e49\u7a7a\u95f4\u548c\u6570\u503c\u7a7a\u95f4\u662f\u4e0d\u5bf9\u7b49\u7684\uff0c \u6211\u4eec\u77e5\u9053LLM\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u6a21\u5f0f\u5339\u914d\uff0c\u5176\u6570\u503c\u63a8\u7406\u7f3a\u4e4f\u6570\u5b66\u4e25\u8c28\u6027\uff0c\u5728Embedding\u7a7a\u95f4\u4e2d\uff0c\u4e24\u7ec4\u6570\u5b57\u8bed\u4e49\u8ddd\u79bb\u53ef\u80fd\u79bb\u5f97\u5f88\u8fd1\uff0c\u4f46\u5b9e\u9645\u4e0a\u5bf9\u6570\u503c\u5206\u6790\u6765\u8bf4\uff0c\u6beb\u65e0\u610f\u4e49\uff0c\u751a\u81f3\u4ea7\u751f\u8bef\u5bfc\u3002<\/p>\n

\u90a3\u5982\u4f55\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u5462\uff0c\u4e00\u79cd\u65b9\u5f0f\u662f\u901a\u8fc7\u63d0\u793a\u8bcd\u5de5\u7a0b\uff08PE\uff09\u624b\u6bb5\u8fdb\u884c\u4f18\u5316\uff0c\u6bd4\u5982COT\uff0cStep by Step\u7b49\uff0c\u8fd9\u4e9bPE\u4f18\u5316\u624b\u6bb5\u7684\u4e3b\u8981\u4f5c\u7528\u662f\uff1a\u63d0\u5347\u63a8\u7406\u8fc7\u7a0b\u7684\u900f\u660e\u5ea6\u3001\u5f15\u5bfcLLM\u7ed3\u6784\u5316\u601d\u8003\u3001\u66b4\u9732\u6f5c\u5728\u9519\u8bef\uff0c\u5b83\u4eec\u672c\u8eab\u4e0d\u80fd\u76f4\u63a5\u5927\u5e45\u964d\u4f4e\u524d\u9762\u63cf\u8ff0\u7684LLM\u56fa\u6709\u5e7b\u89c9\u3002\u5728Agent\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u7684\u4f5c\u7528\u662f\u8ba9\u9519\u8bef\u66f4\u5bb9\u6613\u88ab\u53d1\u73b0\uff0c\u5e76\u4e3a\u540e\u7eed\u7684\u9a8c\u8bc1\u6216\u5de5\u5177\u8c03\u7528\u521b\u9020\u6761\u4ef6\u3002\u53e6\u5916\u4e5f\u53ef\u4ee5\u4f7f\u7528Self-Consistency \u65b9\u5f0f\uff0c\u91c7\u6837\u591a\u4e2a\u63a8\u7406\u8def\u5f84\u5e76\u6295\u7968\uff0c\u80fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u51cf\u5c11\u968f\u673a\u9519\u8bef\u7684\u53d1\u751f\u3002Self-Consistency \u5047\u8bbe\u6b63\u786e\u7684\u7b54\u6848\u5f80\u5f80\u5bf9\u5e94\u591a\u6761\u5408\u7406\u7684\u63a8\u7406\u8def\u5f84\uff0c\u4ece\u7edf\u8ba1\u4e0a\u662f\u4f18\u4e8e\u5355\u4e00\u8def\u5f84\u4e0a\u7684\u7ed3\u679c\u3002<\/p>\n

\u53e6\u5916\u5c31\u662f\u501f\u52a9\u5de5\u5177\uff0c\u6bd4\u5982\u8ba1\u7b97\u5668\u3002 2023\u5e746\u6708GPT-4\u9996\u6b21\u5f15\u5165Function Calling\uff0c\u800cCalculator\u662f\u6700\u65e9\u7684\u793a\u4f8b\u4e4b\u4e00\u3002
\u89c2\u5bdf\u4eca\u5929\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4e3b\u8981\u5728\u5185\u5bb9\u521b\u4f5c\uff0cMath\u548cCoding\u80fd\u529b\u65b9\u9762\uff0c\u8fd9\u5f88\u5927\u539f\u56e0\u662f\u8fd9\u4e9b\u77e5\u8bc6\u90fd\u662f\u4eba\u7c7b\u5bf9\u4e16\u754c\u7684\u62bd\u8c61\u8bed\u8a00\uff0c\u5e76\u4e14\u5df2\u7ecf\u6570\u5b57\u5316\uff0c\u8fd9\u6b63\u662fLLM\u7684\u5b66\u4e60\u6765\u6e90\u3002 \u5bf9\u4e8eAgent\u6765\u8bf4\uff0c\u4f7f\u7528LLM \u6765Coding\uff0c\u5b9e\u9645\u5728\u521b\u9020\u5de5\u5177\uff0c\u611f\u77e5\u771f\u5b9e\u4e16\u754c\uff0c\u89e3\u51b3\u66f4\u590d\u6742\u7684\u95ee\u9898\uff0c\u53ef\u80fd\u662f\u901a\u5f80AGI\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002\u5404\u5927\u5382\u5546\u90fd\u5728\u4e0d\u65ad\u589e\u5f3aLLM\u7684Codding\u80fd\u529b\u3002<\/p>\n

Data Agent \u7efc\u5408\u4e86\u4ee5\u4e0a\u7684\u4f18\u5316\u601d\u8def\uff0c\u5c24\u5176\u662f\u4ee5 Code-based Reasoning \u4e3a\u6838\u5fc3\u7b56\u7565\uff0c LLM\u8d1f\u8d23\u7406\u89e3\u95ee\u9898\u5e76\u751f\u6210\u53ef\u6267\u884c\u4ee3\u7801\uff0c\u6bd4\u5982SQL\uff0cPython \u4ee5\u53ca\u5176\u4ed6\u7684DSL\uff0c\u4f5c\u4e3a\u4e2d\u95f4\u7684\u903b\u8f91\u8868\u793a\uff0c \u5c06\u6700\u7ec8\u7b54\u6848\u751f\u6210\u7684\u8d23\u4efb\u8f6c\u79fb\u7ed9\u4ee3\u7801\u6267\u884c\u5f15\u64ce\uff0c\u4f7f\u8f93\u51fa\u53ef\u6267\u884c\u3001\u53ef\u89e3\u91ca\u3001\u53ef\u590d\u73b0\u3002\u5c06\u4ea7\u751f\u5e7b\u89c9\u7684\u98ce\u9669\u4ece\u201c\u81ea\u7136\u8bed\u8a00\u5c42\u9762\u7684\u76f4\u63a5\u5e7b\u89c9\u201d\u8f6c\u5316\u4e3a\u201c\u903b\u8f91\u5c42\u9762\u7684\u4ee3\u7801\u6b63\u786e\u6027\u98ce\u9669\u201d\uff0c\u540e\u8005\u53ef\u901a\u8fc7\u5de5\u7a0b\u5316\u624b\u6bb5\uff08\u4ee3\u7801\u68c0\u67e5\u3001\u6d4b\u8bd5\u3001\u9a8c\u8bc1\uff09\u8fdb\u884c\u66f4\u6709\u6548\u7684\u7cfb\u7edf\u6027\u7ba1\u7406\uff0c\u4ece\u800c\u4ece\u5927\u5e45\u51cf\u5c11LLM \u5728\u6700\u7ec8\u6570\u503c\u548c\u4e8b\u5b9e\u65ad\u8a00\u4e0a\u7684\u7f16\u9020\u95ee\u9898\u3002<\/p>\n

\u5176\u6b21Data Agent\u4f7f\u5f97LLM\u50cf\u4e00\u4e2a\u6570\u636e\u5206\u6790\u5e08\u90a3\u6837\u601d\u8003\uff1a\u7406\u89e3\u95ee\u9898 \uff0c\u6570\u636e\u83b7\u53d6 \uff0c \u6570\u636e\u9a8c\u8bc1 \uff0c \u903b\u8f91\u5efa\u6a21 \uff0c \u53ef\u89c6\u5316\uff0c\u7ed3\u8bba\u751f\u6210\u7b49\u3002\u9664\u4e86\u901a\u8fc7\u7f16\u5199SQL\u6216\u8005\u501f\u52a9Pandas\uff0cNumpy\u8fd9\u7c7b\u6570\u636e\u5206\u6790\u5e38\u7528\u7684\u5e93\u4ee5\u5916\uff0cData Agent\u4e5f\u4f1a\u548c\u6570\u636e\u5206\u6790\u4e00\u6837\uff0c\u901a\u8fc7\u6570\u636e\u53ef\u89c6\u5316\u8fdb\u884c\u76f4\u89c9\u9a8c\u8bc1\uff0c\u6bd5\u7adf\u4e00\u56fe\u80dc\u5343\u8a00\uff0c\u501f\u52a9VL\u6a21\u578b\u53ef\u4ee5\u6bd4\u8f83\u5bb9\u6613\u5730\u6d1e\u5bdf\u6570\u636e\u8d8b\u52bf\u548c\u5f02\u5e38\u70b9\u3002 Verify\u673a\u5236\u4e5f\u662fData Agent\u6700\u91cd\u8981\u7684\u90e8\u5206\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u5bf9\u53ef\u89c6\u5316\u6548\u679c\u8fdb\u884c\u5ba1\u67e5\uff0c\u6700\u91cd\u8981\u7684\u662f\u5bf9\u6700\u7ec8\u7684\u5206\u6790\u7ed3\u679c\u8fdb\u884c\u4e0a\u4e0b\u6587\u9a8c\u8bc1\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u5e7b\u89c9\u3002\u53e6\u5916\u5728\u6570\u636e\u5206\u6790\u5c42\u6b21\u4e0a\uff0c\u6bd4\u5982DIKW\u6a21\u578b\u7684\u5185\u5316\uff0c\u6709\u52a9\u4e8e Data Agent\u66f4\u52a0\u7684\u4e13\u4e1a\u5316\u7684\u5206\u6790\u3002<\/p>\n

\u5de5\u5177\u7684\u4f7f\u7528<\/h4>\n

LLM\u56e0\u4e3a\u6709\u4e86\u5de5\u5177\uff0c\u4e0d\u518d\u5c40\u9650\u4e8e\u6587\u672c\u751f\u6210\u3002 MCP\u6380\u8d77\u4e00\u6ce2AI Ready \u70ed\u6f6e\uff0c\u53ef\u80fdMCP\u7684\u6784\u5efa\u8005\u6bd4MCP\u7528\u6237\u8fd8\u8981\u591a\u3002 \u5b9e\u9645\u4e0a\u6a21\u578b\u80fd\u591f\u51c6\u786e\u5730\u7528\u597d\u51e0\u4e2a\u5de5\u5177\u5df2\u7ecf\u662f\u975e\u5e38\u5927\u7684\u8fdb\u6b65\u4e86\u3002\u5b9e\u9645\u7ecf\u9a8c\u6765\u770b\uff0c\u8d85\u8fc710\u4e2a\u4ee5\u4e0a\uff0c\u4e3b\u6d41\u7684LLM\u5f88\u96be\u5f97\u5fc3\u5e94\u624b\u3002\u603b\u7ed3\u4e0b\u6765\u6709\u51e0\u4e2a\u65b9\u9762\u3002<\/p>\n

\u25cf \u5f53\u7cfb\u7edf\u4e2d\u5de5\u5177\u6570\u91cf\u589e\u591a\u65f6\uff0c\u7cfb\u7edf\u6ce8\u518c\u4e86\u5927\u91cf\u5de5\u5177\uff08\u4f8b\u5982\uff1a\u67e5\u8be2\u6570\u636e\u5e93\u3001\u7ed8\u56fe\u3001\u62a5\u8868\u751f\u6210\u3001\u5916\u90e8 API \u8c03\u7528\u7b49\uff09\uff0c \u6a21\u578b\u9700\u8981\u6839\u636e\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5728\u8fd9\u4e9b\u5de5\u5177\u4e4b\u95f4\u8fdb\u884c\u5339\u914d\uff0c\u9762\u4e34\u5de5\u5177\u9009\u62e9\u7684\u8bed\u4e49\u6a21\u7cca\u6027\uff0c\u5bfc\u81f4\u5de5\u5177\u8bef\u9009\uff0c\u6f0f\u9009\u3002<\/p>\n

\u25cf \u5176\u6b21\u662f\u5de5\u5177\u591a\uff0c\u589e\u52a0\u4e86\u7ec4\u5408\u590d\u6742\u6027\uff0c\u5c24\u5176\u662f\u53c2\u6570\u590d\u6742\u6216\u4e2d\u95f4\u72b6\u6001\u4e0d\u900f\u660e\u65f6\uff0c\u5f88\u5bb9\u6613\u5bfc\u81f4\u8c03\u7528\u94fe\u65ad\u88c2\uff0c\u7ed3\u679c\u4e0d\u4e00\u81f4\u548c\u6b7b\u5faa\u73af\u3002<\/p>\n

\u25cf \u4e0a\u4e0b\u6587\u5bb9\u91cf\u4e0e\u8bb0\u5fc6\u788e\u7247\u5316\u95ee\u9898\uff0c \u5de5\u5177\u8bf4\u660e\u4f1a\u5360\u7528\u5927\u91cf\u4e0a\u4e0b\u6587\uff0c\u5de5\u5177\u8c03\u7528\u4e4b\u95f4\u7684\u72b6\u6001\u548c\u7ed3\u679c\u96be\u4ee5\u957f\u671f\u4fdd\u7559\uff0c\u5bfc\u81f4\u8bb0\u5fc6\u788e\u7247\u5316\uff0c\u4fe1\u606f\u4e22\u5931\u3002<\/p>\n

\u25cf \u5de5\u5177\u63a5\u53e3\u4e0d\u7edf\u4e00\uff0c\u5f80\u5f80\u7531\u4e0d\u540c\u56e2\u961f\u6216\u7cfb\u7edf\u63d0\u4f9b\uff0c\u63a5\u53e3\u89c4\u8303\u3001\u8f93\u5165\u8f93\u51fa\u683c\u5f0f\u3001\u9519\u8bef\u673a\u5236\u5404\u4e0d\u76f8\u540c\uff0c\u65e0\u5f62\u5730\u589e\u52a0\u4e86LLM\u63a8\u7406\u65f6\u7684\u641c\u7d22\u7a7a\u95f4\u3002<\/p>\n

\u25cf \u6700\u540e\u662f\u5b89\u5168\u95ee\u9898\uff0c\u5de5\u5177\u8c03\u7528\u5f80\u5f80\u610f\u5473\u7740\u6267\u884c\u5916\u90e8\u4ee3\u7801\u6216\u8bbf\u95ee\u654f\u611f\u6570\u636e\uff0c\u5916\u90e8\u5de5\u5177\u6076\u610f Prompt \u6ce8\u5165\u53ef\u80fd\u8bf1\u5bfc\u6a21\u578b\u8d8a\u6743\u6267\u884c\u3002<\/p>\n

Data Agent \u5bf9\u4e8e\u5de5\u5177\u7684\u9009\u62e9\u59cb\u7ec8\u4fdd\u6301\u514b\u5236\uff0c\u524d\u6587\u63d0\u5230 Data Agent \u4f7f\u7528 \u201cCode-based Reasoning\u201d \u7684\u7b56\u7565\uff0c\u4e13\u6ce8\u4e8e\u6570\u636e\u5206\u6790\uff0c \u9664\u4e86\u7ed9\u5230LLM\u7684\u4e0a\u4e0b\u6587\u662f\u8fde\u8d2f\u7684\uff0c \u6211\u4eec\u5e0c\u671b\u4ee3\u7801\u903b\u8f91\u4e5f\u662f\u8fde\u8d2f\u7684\uff0c\u4e5f\u5c31\u662fLLM\u7684\u8f93\u51fa\u662f\u53ef\u6267\u884c\u3001\u53ef\u89e3\u91ca\u3001\u53ef\u590d\u73b0\u7684\u3002\u7ed3\u5408DMS\u7684DataOps\u7684\u80fd\u529b\u79ef\u7d2f\uff0c\u6211\u4eec\u4e3a\u5ba2\u6237\u63d0\u4f9b\u4e00\u4e2a\u5b89\u5168\u7684\uff0c\u4e91\u539f\u751f\u7684\u6c99\u7bb1\u73af\u5883\uff0cAgent\u901a\u8fc7\u7edf\u4e00\u7684\u4ea4\u4e92\u534f\u8bae\u4e0e\u4e4b\u901a\u4fe1\u3002 \u8fd9\u79cd\u6a21\u5f0f\u6709\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u4f18\u52bf\uff0c\u4e5f\u662f Data Agent\u670d\u52a1\u4e8e\u4f01\u4e1a\u5ba2\u6237\u6570\u636e\u5206\u6790\u573a\u666f\u7684\u5173\u952e\u3002<\/p>\n

\u25cf \u6a21\u578b\u53ea\u9700\u8981\u77e5\u9053\u4e00\u4e2a\u5de5\u5177\uff0c\u53ef\u4ee5\u6267\u884cSQL\uff0cPython\u4ee3\u7801\uff0c\u753b\u56fe\uff0c\u7f16\u5199\u6587\u6863\uff0c\u5e76\u4e14\u662f\u4ea4\u4e92\u5f0f\u7684\uff0c\u53ef\u9a8c\u8bc1\u8ba1\u7b97\uff0c\u6709\u52a9\u4e8eLLM\u81ea\u52a8\u4fee\u6b63\u4e0e\u9010\u6b65\u63a8\u7406\u3002<\/p>\n

\u25cf \u5177\u5907\u6301\u4e45\u6267\u884c\u4e0a\u4e0b\u6587\uff0c\u4ee3\u7801\u6267\u884c\u5668\u53ef\u4ee5\u5728\u591a\u8f6e\u63a8\u7406\u4e2d\u4fdd\u7559\u53d8\u91cf\u3001\u51fd\u6570\u3001\u6570\u636e\u8868\u548c\u4e2d\u95f4\u7ed3\u679c\uff0c\u53d8\u91cf\u4e0e\u51fd\u6570\u5728\u591a\u8f6e\u63a8\u7406\u95f4\u590d\u7528\u3002\u8fd9\u79cd\u6a21\u5f0f\u4e0e\u6a21\u578b\u4e0a\u4e0b\u6587\u7684\u76ee\u7684\u662f\u4e00\u81f4\u7684\uff0c\u80fd\u8ba9 LLM \u4ee5\u66f4\u81ea\u7136\u3001\u66f4\u4e00\u81f4\u7684\u65b9\u5f0f\u8fdb\u884c\u591a\u6b65\u63a8\u7406\u4e0e\u63a2\u7d22\u3002\u540c\u65f6\u53ef\u4ee5\u56fa\u5316\u4e3a\u5206\u6790\u6587\u6863\uff0c\u4f7f\u5f97\u5206\u6790\u6d41\u7a0b\u53ef\u8ffd\u8e2a\u548c\u53ef\u89e3\u91ca\u3002<\/p>\n

\u25cf \u4e0e\u6570\u636e\u5206\u6790\u751f\u6001\u878d\u5408\uff0c \u517c\u5bb9\u4e3b\u6d41 Python \u6570\u636e\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u5e93\uff0c\u5728\u5206\u6790\u8fc7\u7a0b\u4e2d\u52a8\u6001\u6784\u5efa\u3001\u8bad\u7ec3\u6a21\u578b\uff0c\u5229\u7528\u7b97\u6cd5\u7ed3\u679c\u8f85\u52a9\u63a8\u7406\uff0c\u4f20\u7edf\u7684\u7b97\u6cd5\u63d0\u4f9b\u786e\u5b9a\u6027\uff0cLLM \u63d0\u4f9b\u8bed\u4e49\u89e3\u91ca\u3002<\/p>\n

\u25cf \u5927\u5c0f\u6a21\u578b\u534f\u540c\uff0c\u5c24\u5176\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u9664\u4e86LLM\uff0c\u8fd8\u6709\u8bb8\u591a\u4e13\u6709\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u5728\u60c5\u611f\u5206\u6790\uff0c\u6587\u672c\u805a\u7c7b\u7b49\u573a\u666f\u4e0b\uff0c\u5c24\u5176\u662f\u6570\u636e\u89c4\u6a21\u6bd4\u8f83\u5927\u7684\u60c5\u51b5\u4e0b\uff0c\u6027\u80fd\u6548\u7387\u66f4\u51fa\u8272\u3002<\/p>\n

\u25cf \u652f\u6301\u90e8\u7f72\u5728\u7528\u6237VPC\u7f51\u7edc\u73af\u5883\uff0c\u8ba1\u7b97\u6c99\u7bb1\u73af\u5883\u4e0eVPC\u5185\u5b58\u50a8\u4e0e\u8ba1\u7b97\u8d44\u6e90\u6253\u901a\uff0c\u6784\u5efa\u79c1\u6709\u7f51\u7edc\u5206\u6790\u73af\u5883\uff0c\u6570\u636e\u4e0d\u51fa\u57df\u3002<\/p>\n

\u25cf \u652f\u6301\u66f4\u5927\u89c4\u6a21\u6570\u636e\u7684\u5206\u6790\uff0c\u8ba1\u7b97\u6c99\u7bb1\u73af\u5883\u53ef\u4ee5\u4f5c\u4e3a\u6570\u636e\u5e93\uff0c\u5206\u5e03\u5f0f\u8ba1\u7b97\u5f15\u64ce\u6216\u6846\u67b6\uff08\u6bd4\u5982Spark\uff0cRay\uff0c Dask\u7b49\uff09\u7684Driver\u7aef\uff0c\u8fdb\u800c\u8fde\u63a5\u66f4\u5927\u89c4\u6a21\u7684\u6570\u636e\u3002\u5bf9\u6d77\u91cf\u7684\u6570\u636e\u8fdb\u884c\u63a2\u7d22\u6027\u5206\u6790\u3002
\"image.png\"<\/p>\n

\u4e3e\u4e00\u4e2a\u4f8b\u5b50\uff0c \u7528Data Agent\u5206\u6790\u300a2017\u5e74Kaggle \u673a\u5668\u5b66\u4e60\u548c\u6570\u636e\u79d1\u5b66\u8c03\u67e5\u300b \u516c\u5f00\u6570\u636e\u96c6\uff0cData Agent \u53ef\u4ee5\u5229\u7528BERTopic\uff0c\u5c06\u57fa\u4e8e Transformer \u7684\u5d4c\u5165\u6a21\u578b\uff0c\u805a\u7c7b\u4ee5\u53ca\u81ea\u5b9a\u4e49 TF-IDF \u7b56\u7565\u76f8\u7ed3\u5408\uff0c\u521b\u5efa\u53ef\u89e3\u91ca\u4e14\u8bed\u4e49\u4e0a\u6709\u610f\u4e49\u7684\u4e3b\u9898\uff0c\u518d\u7ed3\u5408LLM\u7684\u8bed\u8a00\u7406\u89e3\u80fd\u529b\uff0c\u53ef\u4ee5\u7ed9\u51fa\u4eba\u80fd\u770b\u5f97\u61c2\u7684\u5206\u6790\u62a5\u544a\u3002<\/p>\n

\"image.png\"<\/p>\n

\u4f01\u4e1a\u7ea7\u80fd\u529b<\/h2>\n

Data Agent \u7ecf\u8fc7\u5c0f\u534a\u5e74\u7684\u5efa\u8bbe\uff0c\u5176\u5206\u6790\u80fd\u529b\u5df2\u7ecf\u5f97\u5230\u5ba2\u6237\u7684\u8ba4\u53ef\uff0c\u5e76\u5728\u4e91\u6816\u5927\u4f1a\u4e0a\uff0c\u5907\u53d7\u5173\u6ce8\u3002 \u4e09\u5929\u7684\u4e91\u6816\u5927\u4f1a\uff0c\u56e2\u961f\u7684\u540c\u5b66\u5728\u5c55\u53f0\u8fb9\u4e0a\u4e0e\u6765\u81ea\u5404\u884c\u5404\u4e1a\u7684300+\u5ba2\u6237\u4ea4\u6d41\uff0c\u6df1\u523b\u8ba4\u8bc6\u5230\uff0c\u6210\u4e3a\u4f01\u4e1a\u751f\u4ea7\u94fe\u8def\u7684\u4e00\u73af\u662f\u591a\u4e48\u7684\u91cd\u8981\uff0c\u6280\u672f\u5148\u8fdb\u6027\u9700\u4e0e\u4f01\u4e1a\u4ef7\u503c\u5bf9\u9f50\uff0c\u7f3a\u4e4f\u4e1a\u52a1\u589e\u957f\u652f\u6491\u7684\u80fd\u529b\u5c06\u96be\u4ee5\u843d\u5730\u3002\u90a3\u6211\u4eec\u5e38\u8bf4\u7684\u4f01\u4e1a\u7ea7\u80fd\u529b\u662f\u4ec0\u4e48\u5462\uff0c \u6216\u8005\u8bf4\u7528\u4e91\u4f01\u4e1a\u5ba2\u6237\u5173\u6ce8\u4f01\u4e1a\u7ea7\u80fd\u529b\u4ec0\u4e48\u7279\u5f81\uff1f\u6211\u7406\u89e3\u6838\u5fc3\u6709\u4e09\u70b9\uff1a
\u25cb \u9996\u5148\u662f\u53ef\u9760\u6027\uff0c\u7cfb\u7edf\u6301\u7eed\u5728\u7ebf\uff1b
\u25cb \u5176\u6b21\u662f\u53ef\u63a7\u6027\uff0c\u6570\u636e\uff0c\u5b89\u5168\uff0c\u8d23\u4efb\u8fb9\u754c\u7b49\u53ef\u63a7\uff1b
\u25cb \u6700\u540e\u662f\u53ef\u590d\u7528\u6027\uff0c \u77e5\u8bc6\uff0c\u6d41\u7a0b\uff0c\u6d1e\u5bdf\u80fd\u88ab\u6c89\u6dc0\u548c\u6269\u5c55\u3002
\u4ece\u8fd9\u4e09\u4e2a\u7279\u5f81\u51fa\u53d1\uff0c\u7ed3\u5408\u5ba2\u6237\u4ea4\u6d41\u53cd\u9988\uff0c \u53ef\u4ee5\u5b9a\u4e49\u51faData Agent\u5e94\u5f53\u6709\u54ea\u4e9b\u4f01\u4e1a\u7ea7\u6838\u5fc3\u80fd\u529b\u3002<\/p>\n

\"image.png\"
\"image.png\"<\/p>\n

Data Agent \u77e5\u8bc6\uff0c\u8bb0\u5fc6\u4e0e\u534f\u4f5c<\/p>\n

\u7a7a\u95f4\u5185\u90e8\u6210\u5458\uff0c \u4e00\u4e2a\u4f01\u4e1a\u6216\u8005\u7ec4\u7ec7\u4e2d\uff0c \u56f4\u7ed5\u6570\u636e\u53ef\u4ee5\u5206\u4e3a\u56db\u5c42\u7ed3\u6784\uff0c\u901a\u5e38\u6bcf\u4e00\u5c42\u5bf9\u6570\u636e\u7684\u8ba4\u77e5\u9700\u6c42\u4e5f\u4e0d\u592a\u4e00\u6837\uff0c \u53ef\u4ee5\u9762\u524d\u7684\u4e0eDIKW\u6a21\u578b\u5bf9\u5e94\u8d77\u6765\uff0c\u4f46\u8fd9\u4e5f\u4e0d\u662f\u7edd\u5bf9\u7684\u3002 \u4f46\u6211\u4eec\u53ef\u4ee5\u660e\u786e\u7684\u662f\uff0c \u5bf9\u6570\u636e\u6d1e\u5bdf\u7684\u9700\u6c42\u4ee5\u53ca\u6570\u636e\u5206\u6790\u6280\u80fd\u7684\u638c\u63e1\u662f\u4e0d\u5339\u914d\u7684\uff0c \u5927\u591a\u6570\u6700\u6709\u80fd\u529b\u7684\u4eba\u8ddd\u79bb\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u76f8\u5bf9\u800c\u8a00\u66f4\u8fdc\u3002\u6240\u4ee5Data Agent\u9700\u8981\u8003\u8651\u4ed6\u4eec\u4e4b\u95f4\u7684\u534f\u4f5c\u5173\u7cfb\uff0c\u5e2e\u52a9\u6709\u6570\u636e\u4e13\u4e1a\u5206\u6790\u6280\u80fd\u7684\u4eba\u66f4\u52a0\u9ad8\u6548\uff0c\u4f7f\u5f97\u4ed6\u4eec\u7684\u4ef7\u503c\u901a\u8fc7Data Agent \u653e\u5927\u6570\u500d\uff0c\u5b9e\u73b0\u5bf9\u4f01\u4e1a\u6570\u636e\u66f4\u52a0\u6df1\u523b\u7684\u6d1e\u5bdf\uff0c\u540c\u65f6\u53ef\u4ee5\u51cf\u5c11\u6570\u636e\u6d88\u8d39\u8005\u6d1e\u5bdf\u6570\u636e\u4ef7\u503c\u7684\u7b49\u5f85\u65f6\u95f4\uff0c\u53e6\u5916\u501f\u52a9Data Agent\u8d4b\u4e88\u6570\u636e\u6d88\u8d39\u8005\u66f4\u591a\u7684\u81ea\u4e3b\u80fd\u529b\u3002
\"image.png\"<\/p>\n

\u4f01\u4e1a\u6570\u636e\u5206\u6790\u9700\u6c42\u5206\u5e03<\/p>\n

\u6700\u540e<\/h2>\n

\u4ee5\u4e0a\u662f\u6211\u4eec\u8fd9\u534a\u5e74\u505aData Agent \u4e00\u4e9b\u60f3\u6cd5\u548c\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u5e0c\u671b\u4f7f\u5f97\u60a8\u5bf9Data Agent\u6709\u66f4\u5168\u9762\u7684\u8ba4\u8bc6\uff0c \u540c\u65f6\u5728\u6784\u5efa\u7c7b\u4f3c\u7684\u4ea7\u54c1\u529f\u80fd\u65f6\u6709\u4e9b\u53c2\u8003\u4ef7\u503c\uff0c LLM\u80fd\u529b\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u4f7f\u4eba\u6709\u4e00\u79cdAGI\u5f88\u5feb\u5c31\u4f1a\u5230\u6765\u7684\u9519\u89c9\uff0c \u4f46\u5b9e\u8df5\u4e0b\u6765\u5176\u5b9e\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\uff0c \u6216\u8bb8\u4e0d\u4e45\u5c06\u6765\u4f1a\u51fa\u73b0\u6bd4\u57fa\u4e8eTransformer\u6216\u8005RL\u66f4\u5148\u8fdb\u7684\u8bad\u7ec3\u65b9\u6cd5\uff0c\u4e0d\u7ba1\u600e\u4e48\u6837\uff0c\u4eba\u5de5\u667a\u80fd\u59cb\u7ec8\u662f\u4e00\u95e8\u5e94\u7528\u5b66\u79d1\uff0c\u53ea\u6709\u4e0d\u65ad\u5730\u5b9e\u8df5\uff0c\u624d\u80fd\u7a81\u7834\u8ba4\u77e5\u74f6\u9888\uff0c\u66f4\u597d\u7684\u62e5\u62b1\u65f6\u4ee3\u7684\u53d8\u5316\u3002
\"image.png\"<\/p>\n

\u53c2\u8003\u8d44\u6599<\/h3>\n

Data Agent \u7cbe\u5f69\u6f14\u793a\uff1ahttps:\/\/developer.aliyun.com\/live\/255453<\/a>
DMS Data Agent \u5f53\u524d\u5f00\u653e\u9080\u6d4b\u4e2d\uff0c\u7acb\u5373\u7533\u8bf7\u9080\u6d4b\u7801\u514d\u8d39\u6d4b\u8bd5\uff1ahttps:\/\/page.aliyun.com\/form\/act366003960\/index.htm<\/a>
Data Agent \u514d\u8d39\u4f53\u9a8c\u4e2d\u5fc3\uff1ahttps:\/\/www.aliyun.com\/exp\/data-agent<\/a>
\u4ea7\u54c1\u6587\u6863\uff1ahttps:\/\/help.aliyun.com\/zh\/dms\/data-agent-for-analytics\/<\/a>
Data Agent \u4e2a\u4eba\u724899\u5143\uff1ahttps:\/\/yaochi-buy.aliyun.com\/data-agent\/create<\/a><\/p>\n

https:\/\/segmentfault.com\/a\/1190000047345737<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

\u672c\u6587\u4f5c\u8005\uff1a\u963f\u91cc\u4e91\u6570\u636e\u5e93\u9ad8\u7ea7\u6280\u672f\u4e13\u5bb6 \u5f90\u5927\u4e01(\u8fb0\u9a6c) \u524d\u8a00 \u201cWhat I cannot create, I d […]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10021050","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021050","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10021050"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021050\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10021050"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10021050"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10021050"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}