{"id":22502,"date":"2024-10-09T10:28:01","date_gmt":"2024-10-09T02:28:01","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=22502"},"modified":"2024-10-09T10:28:01","modified_gmt":"2024-10-09T02:28:01","slug":"%e6%96%87%e5%bf%83%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%b5%8b%e8%83%bd%e5%95%86%e4%b8%9a%e6%99%ba%e8%83%bd%e5%8a%a9%e6%89%8b%e7%9a%84%e6%8e%a2%e7%b4%a2%e4%b8%8e%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/10\/09\/22502\/","title":{"rendered":"\u6587\u5fc3\u5927\u6a21\u578b\u8d4b\u80fd\u5546\u4e1a\u667a\u80fd\u52a9\u624b\u7684\u63a2\u7d22\u4e0e\u5b9e\u8df5"},"content":{"rendered":"<div><img data-dominant-color=\"0d4e7c\" data-has-transparency=\"false\" style=\"--dominant-color: #0d4e7c;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-22504\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/96d7157162fe6ae83e61259dd5ed1253c4ad62-300x140-1.png\" 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Compiler\uff0c\u4f01\u4e1a\u80fd\u591f\u66f4\u52a0\u7cbe\u51c6\u5730\u89e6\u8fbe\u76ee\u6807\u5ba2\u6237\uff0c\u63d0\u9ad8\u8f6c\u5316\u7387\uff0c\u5b9e\u73b0\u5546\u4e1a\u76ee\u6807\u7684\u540c\u65f6\uff0c\u4e5f\u4e3a\u7528\u6237\u521b\u9020\u66f4\u591a\u4ef7\u503c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u4e8c\u3001\u6587\u5fc3\u5927\u6a21\u578b\u6784\u5efa\u5546\u4e1a\u667a\u80fd\u52a9\u624b\u7684\u51e0\u79cd\u6a21\u5f0f<\/h3>\n<p>\u63a5\u4e0b\u6765\u4ecb\u7ecd\u6211\u4eec\u5982\u4f55\u5229\u7528\u6587\u5fc3\u5927\u6a21\u578b\u6784\u5efa\u5546\u4e1a\u667a\u80fd\u52a9\u624b\u3002<\/p>\n<h4>1. \u68c0\u7d22\u589e\u5f3a\u6280\u672f\uff08RAG\uff09<\/h4>\n<p>&nbsp;<\/p>\n<p>\u7b2c\u4e00\u79cd\u6a21\u5f0f\u5c31\u662f\u5229\u7528\u68c0\u7d22\u589e\u5f3a\u6280\u672f\uff0c\u5373\u68c0\u7d22\u4e00\u4e9b\u6587\u6863\u7528\u505a\u77e5\u8bc6\u589e\u5f3a\u3002\u7136\u800c\uff0c\u5355\u7eaf\u4f9d\u8d56 RAG 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key\uff0c\u201c\u7535\u8bdd\u201d\u4e3a value \u8fdb\u884c\u67e5\u8be2\uff0c\u5c06\u7ed3\u679c\u4ea4\u7531\u6587\u5fc3\u5927\u6a21\u578b\u5904\u7406\uff0c\u751f\u6210\u7cbe\u786e\u56de\u7b54\u3002\u5bf9\u4e8e\u817e\u8baf\u6295\u8d44\u7684\u516c\u53f8\uff0c\u6a21\u578b\u4e0d\u518d\u5c40\u9650\u4e8e\u8868\u9762\u5173\u8054\uff0c\u800c\u662f\u63ed\u793a\u4e86\u5982\u534e\u8c0a\u5144\u5f1f\u7b49\u4e0e\u817e\u8baf\u6709\u5b9e\u9645\u6301\u80a1\u6bd4\u4f8b\u7684\u590d\u6742\u5173\u7cfb\u3002<\/p>\n<p>\u53c8\u5982\uff0c\u67e5\u8be2\u817e\u8baf\u7684\u6cd5\u4eba\u6295\u8d44\u4e86\u54ea\u4e9b\u516c\u53f8\u3002\u8fd9\u65f6\u7684\u610f\u56fe\u8bc6\u522b\u53d8\u5f97\u66f4\u52a0\u590d\u6742\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u7c7b\u590d\u6742\u67e5\u8be2\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u77e5\u8bc6\u56fe\u8c31\u68c0\u7d22\u65b9\u6848\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728\u67e5\u8be2\u65f6\uff0c\u4e0d\u518d\u662f\u7b80\u5355\u5730\u901a\u8fc7\u5199\u4e00\u4e9b\u89c4\u5219\u53bb\u67e5\uff0c\u800c\u662f\u5229\u7528\u5927\u6a21\u578b\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\uff0c\u751f\u6210 SQL \u67e5\u8be2\u8bed\u53e5\u3002\u7136\u800c\u76f4\u63a5\u751f\u6210\u4ee3\u7801\u7684\u51c6\u786e\u7387\u521d\u65f6\u8f83\u4f4e\uff0c\u5927\u7ea6\u5728 10% \u5de6\u53f3\uff0c\u8fd9\u4e3b\u8981\u662f\u7531\u4e8e\u6a21\u578b\u5bf9\u5177\u4f53\u6570\u636e\u5e93\u7ed3\u6784\u7406\u89e3\u7684\u4e0d\u8db3\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4e3a\u63d0\u9ad8\u4ee3\u7801\u751f\u6210\u7684\u51c6\u786e\u7387\uff0c\u6211\u4eec\u91c7\u53d6\u4e86\u4ee5\u4e0b\u4e24\u6b65\u4f18\u5316\u7b56\u7565\uff1a<\/p>\n<ul data-id=\"ua73dd4b-bhBGBMOl\">\n<li data-id=\"ld70c578-wjHlApkA\">\u6ce8\u5165\u8868\u7ed3\u6784\u77e5\u8bc6\uff1a\u9996\u5148\uff0c\u6211\u4eec\u5411\u6a21\u578b\u4e2d\u6ce8\u5165\u6570\u636e\u5e93\u7684\u8868\u7ed3\u6784\uff08schema\uff09\u4fe1\u606f\uff0c\u5e2e\u52a9\u6a21\u578b\u7406\u89e3\u6570\u636e\u5e93\u5b57\u6bb5\uff0c\u51cf\u5c11\u5b57\u6bb5\u5339\u914d\u9519\u8bef\u3002\u8fd9\u4e00\u4e3e\u63aa\u663e\u8457\u63d0\u5347\u4e86\u4ee3\u7801\u7684\u6b63\u786e\u6027\uff0c\u51c6\u786e\u7387\u53ef\u63d0\u5347\u81f3 40% \u5de6\u53f3\u3002<\/li>\n<li data-id=\"ld70c578-tXHmOl55\">\u6837\u4f8b\u5b66\u4e60\uff1a\u8fdb\u4e00\u6b65\uff0c\u6211\u4eec\u5229\u7528\u5927\u6a21\u578b\u7684\u5b66\u4e60\u80fd\u529b\uff0c\u901a\u8fc7\u63d0\u4f9b\u5177\u4f53\u573a\u666f\u4e0b\u7684\u6837\u4f8b\u67e5\u8be2\uff0c\u8ba9\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5b66\u4e60\u548c\u4f18\u5316\u3002\u8fd9\u79cd in-context learning\uff08\u4e0a\u4e0b\u6587\u5b66\u4e60\uff09\u7b56\u7565\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u6839\u636e\u6837\u4f8b\u8c03\u6574\u751f\u6210\u7b56\u7565\uff0c\u51c6\u786e\u7387\u53ef\u8fdb\u4e00\u6b65\u63d0\u5347\u81f3 70% \u5230 80%\uff0c\u5b9e\u73b0\u4e86\u8d28\u7684\u98de\u8dc3\u3002<\/li>\n<\/ul>\n<p>\u7136\u800c\uff0c\u5927\u6a21\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u6709\u9650\u5236\u7684\uff0c\u5f53\u67e5\u8be2\u6d89\u53ca\u591a\u8868\u3001\u591a\u5b57\u6bb5\u7684\u590d\u6742\u6570\u636e\u5e93\u65f6\uff0c\u76f4\u63a5\u5c06\u6240\u6709\u8868\u7ed3\u6784\uff08schema\uff09\u4fe1\u606f\u5d4c\u5165 prompt \u4e2d\u53d8\u5f97\u4e0d\u5207\u5b9e\u9645\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u91c7\u7528\u4e86 schema linking \u7b56\u7565\uff1a<\/p>\n<ul data-id=\"ua73dd4b-dUQRbaTD\">\n<li data-id=\"ld70c578-KjGH8Aug\">\u52a8\u6001 schema 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prompt\uff0c\u5b9e\u73b0\u5bf9\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u6709\u6548\u5229\u7528\u3002<\/li>\n<\/ul>\n<p>\u6700\u7ec8\uff0c\u8fd9\u4e00\u7b56\u7565\u4e0d\u4ec5\u89e3\u51b3\u4e86\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236\uff0c\u8fd8\u63d0\u5347\u4e86\u67e5\u8be2\u6548\u7387\uff0c\u786e\u4fdd\u4e86\u5927\u6a21\u578b\u5728\u590d\u6742\u6570\u636e\u5e93\u67e5\u8be2\u573a\u666f\u4e0b\u7684\u5b9e\u9645\u53ef\u7528\u6027\u3002<\/p>\n<p>\u53bb\u5e74\u9879\u76ee\u542f\u52a8\u65f6\uff0c\u6211\u4eec\u5bf9\u96f6\u6837\u672c\uff08zero-shot\uff09\u548c\u5c11\u91cf\u6837\u672c\uff08few-shot\uff09\u5b66\u4e60\u7684\u6548\u679c\u8fdb\u884c\u4e86\u521d\u6b65\u8c03\u7814\uff0c\u6bd4\u8f83\u4e86\u6587\u5fc3 ErnieBot\u3001ChatGLM\u3001ChatGLM \u7cbe\u8c03\u548c LLaMA-Chinese-alpaca 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90%\u3002<\/p>\n<p>\u5bf9\u4e8e\u95f4\u63a5\u6295\u8d44\u5173\u7cfb\u7684\u67e5\u8be2\uff0c\u6a21\u578b\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u901a\u7528\u6027\u3002\u4f8b\u5982\uff0c\u67e5\u8be2\u201c\u5c0f\u7c73\u516c\u53f8\u95f4\u63a5\u6295\u8d44\u4e86\u54ea\u4e9b\u516c\u53f8\uff1f\u201d\u65f6\uff0c\u6a21\u578b\u80fd\u591f\u8ffd\u8e2a\u590d\u6742\u7684\u591a\u5c42\u6295\u8d44\u94fe\uff0c\u63ed\u793a\u5c0f\u7c73\u901a\u8fc7 A \u516c\u53f8\u95f4\u63a5\u6295\u8d44 B 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30%\uff0c\u4f53\u73b0\u4e86\u5927\u6a21\u578b\u5728\u4f01\u4e1a\u5185\u90e8\u6570\u636e\u7ba1\u7406\u4e0e\u51b3\u7b56\u652f\u6301\u4e2d\u7684\u5de8\u5927\u4ef7\u503c\u3002<\/p>\n<p>\u5927\u6a21\u578b\u5728\u4f01\u4e1a\u5185\u90e8\u7684\u5e94\u7528\u4e0d\u4ec5\u9650\u4e8e\u7231\u4f01\u67e5\u7b49\u516c\u5f00\u573a\u666f\uff0c\u5176\u5728\u5185\u90e8\u6570\u636e\u7ba1\u7406\u4e0e\u51b3\u7b56\u652f\u6301\u4e2d\u5c55\u73b0\u51fa\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u4e3a\u4f01\u4e1a\u5e26\u6765\u4e86\u663e\u8457\u7684\u6548\u7387\u63d0\u5347\u548c\u5546\u4e1a\u4ef7\u503c\u3002\u901a\u8fc7\u4e13\u4e1a\u7684 Prompt 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52%\uff0c\u8fd9\u4e2a\u6ee1\u610f\u5ea6\u662f\u600e\u4e48\u7b97\u51fa\u6765\u7684\uff1f\u901a\u8fc7\u4ec0\u4e48\u65b9\u5f0f\u76d1\u6d4b\u51fa\u6765\u7684\uff1f<\/strong><\/p>\n<p>A4\uff1a\u6ee1\u610f\u5ea6\u8bc4\u4f30\u57fa\u4e8e\u7528\u6237\u4f53\u9a8c\uff0c\u5982\u67e5\u8be2\u7ed3\u679c\u7684\u51c6\u786e\u6027\uff0c\u65e0\u6cd5\u56de\u7b54\u7684\u67e5\u8be2\u88ab\u89c6\u4e3a\u4e0d\u6ee1\u610f\u3002\u76ee\u524d\uff0c\u8bc4\u4f30\u5927\u6a21\u578b\u6548\u679c\u4e3b\u8981\u4f9d\u8d56\u4eba\u5de5\uff0c\u901a\u8fc7\u968f\u673a\u62bd\u6837\u6570\u636e\u8fdb\u884c\u4eba\u5de5\u68c0\u67e5\uff0c\u4ee5\u6807\u7b7e\u5f62\u5f0f\u7ed9\u51fa\u6ee1\u610f\u5ea6\u6307\u6807\u3002\u5c3d\u7ba1\u81ea\u52a8\u5316\u8bc4\u4f30\u662f\u7814\u7a76\u65b9\u5411\uff0c\u4f7f\u7528\u5927\u6a21\u578b\u8bc4\u4f30\u5927\u6a21\u578b\u7684\u6548\u679c\u5b58\u5728\u53ef\u9760\u6027\u4e89\u8bae\uff0c\u4eba\u4f9d\u7136\u662f\u6700\u53ef\u9760\u7684\u8bc4\u4f30\u8005\u3002\u5f53\u524d\u7684\u8bc4\u4f30\u6307\u6807\u867d\u5c1d\u8bd5\u5229\u7528\u5927\u6a21\u578b\u8fdb\u884c\u81ea\u6211\u8bc4\u4f30\uff0c\u4f46\u8fd9\u79cd\u65b9\u6cd5\u7684\u81ea\u52a8\u5316\u5b9e\u73b0\u9762\u4e34\u6311\u6218\uff0c\u53ef\u9760\u6027\u5c1a\u5f85\u9a8c\u8bc1\u3002\u4eba\u5de5\u8bc4\u4f30\u4ecd\u4e3a\u786e\u4fdd\u5927\u6a21\u578b\u6027\u80fd\u548c\u670d\u52a1\u8d28\u91cf\u7684\u5173\u952e\u624b\u6bb5\u3002<\/p>\n<p><strong>Q5\uff1a\u5bf9\u8bdd\u5f00\u53e3\u7387\u662f\u4ec0\u4e48\u6837\u7684\u4e00\u4e2a\u6307\u6807\uff1f\u53cd\u6620\u7684\u662f\u4ec0\u4e48\u95ee\u9898\uff1f<\/strong><\/p>\n<p>A5\uff1a\u5bf9\u8bdd\u5f00\u53e3\u7387\u53cd\u6620\u7528\u6237\u4e0e\u673a\u5668\u4eba\u4e92\u52a8\u7684\u610f\u613f\uff0c\u88ab\u89c6\u4e3a\u7528\u6237\u7559\u5b58\u7684\u6307\u6807\u3002\u767e\u5ea6\u7814\u7a76\u9662\u4e0e\u7231\u4f01\u67e5\u5e73\u53f0\u5408\u4f5c\uff0c\u91c7\u7528\u6b64\u6307\u6807\u8bc4\u4f30\u7528\u6237\u6ee1\u610f\u5ea6\u3002\u82e5\u7528\u6237\u521d\u6b21\u67e5\u8be2\u83b7\u5f97\u6ee1\u610f\u56de\u7b54\uff0c\u6b21\u65e5\u53ef\u80fd\u518d\u6b21\u4e92\u52a8\uff1b\u53cd\u4e4b\uff0c\u4e0d\u6ee1\u610f\u4f53\u9a8c\u5c06\u964d\u4f4e\u518d\u6b21\u63d0\u95ee\u7684\u53ef\u80fd\u3002\u901a\u8fc7\u91cf\u5316\u5bf9\u8bdd\u5f00\u53e3\u7387\uff0c\u53ef\u4fa7\u9762\u53cd\u6620\u95ee\u7b54\u6548\u679c\uff0c\u4f5c\u4e3a\u4eba\u5de5\u8bc4\u4f30\u7684\u8865\u5145\uff0c\u95f4\u63a5\u8861\u91cf\u5927\u6a21\u578b\u7684\u6027\u80fd\u4e0e\u7528\u6237\u63a5\u53d7\u5ea6\u3002<\/p>\n<p><strong>Q6\uff1a\u5982\u679c\u628a\u6837\u4f8b\u653e\u5230 prompt \u91cc\u9762\uff0c\u4f1a\u4e0d\u4f1a\u9020\u6210\u63d0\u793a\u8bcd\u7279\u522b\u81c3\u80bf\uff1f<\/strong><\/p>\n<p>A6\uff1a\u5927\u6a21\u578b\u5904\u7406\u80fd\u529b\u53d7\u9650\u4e8e\u957f\u5ea6\uff0cschema linking \u6210\u4e3a\u5173\u952e\uff0c\u65e8\u5728\u4f18\u5316\u5185\u5bb9\uff0c\u907f\u514d\u8d85\u957f\u95ee\u9898\u3002\u6837\u4f8b\u9009\u62e9\u4e0e\u6392\u5e8f\u5bf9\u7ed3\u679c\u5f71\u54cd\u91cd\u5927\uff0c\u9700\u7cbe\u5fc3\u6311\u9009\u4e0e\u5e03\u5c40\u3002\u8fd9\u6df1\u5165\u5230\u6a21\u578b\u5e94\u7528\u7684\u590d\u6742\u5c42\u9762\uff0c\u8fdc\u8d85\u7b80\u5355\u64cd\u4f5c\uff0c\u5982 APP \u6784\u5efa\u5de5\u5177\u7684\u76f4\u89c9\u4f7f\u7528\u3002\u5c24\u5176\u5728\u6570\u636e\u79d1\u5b66\u9886\u57df\uff0c\u5982\u4ee3\u7801\u751f\u6210\uff0c\u7cbe\u51c6\u67e5\u627e\u8981\u6c42\u6781\u9ad8\uff0c\u9700\u5927\u91cf\u5de5\u4f5c\u4f18\u5316\u6837\u4f8b\u4e0e schema \u94fe\u63a5\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u957f\u5ea6\u9650\u5236\u4e0b\u4ecd\u80fd\u9ad8\u6548\u3001\u51c6\u786e\u5730\u6267\u884c\u4efb\u52a1\u3002\u8fd9\u8981\u6c42\u6df1\u5165\u7406\u89e3\u6a21\u578b\u673a\u5236\uff0c\u7cbe\u5fc3\u8bbe\u8ba1\u4ee5\u5e94\u5bf9\u590d\u6742\u67e5\u8be2\u9700\u6c42\u3002<\/p>\n<p><strong>Q7\uff1a\u5fae\u8c03\u7684\u5f62\u5f0f\u548c\u6ce8\u5165\u6837\u4f8b\u7684\u5f62\u5f0f\u5bf9\u6bd4\uff0c\u6709\u660e\u663e\u7684\u5dee\u8ddd\u5417\uff1f<\/strong><\/p>\n<p>A7\uff1a\u5fae\u8c03\u5c55\u73b0\u66f4\u4f18\u6548\u679c\uff0c\u56e0\u5176\u80fd\u5168\u9762\u5b66\u4e60\u6837\u672c\uff0c\u514b\u670d\u6837\u4f8b\u8fc7\u591a\u5bfc\u81f4\u7684\u6ce8\u610f\u529b\u5206\u6563\u95ee\u9898\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6837\u4f8b\u6ce8\u5165\u867d\u4fbf\u6377\uff0c\u4f46\u5728\u6548\u679c\u4e0a\u7565\u900a\u4e00\u7b79\u3002\u5fae\u8c03\u867d\u6548\u679c\u663e\u8457\uff0c\u4f46\u5f00\u53d1\u5468\u671f\u4e0e\u90e8\u7f72\u6210\u672c\u9ad8\u6602\uff0c\u9700\u91cd\u65b0\u90e8\u7f72\u6a21\u578b\uff0c\u8fdc\u8d85\u76f4\u63a5\u8c03\u7528 API \u7684\u7ecf\u6d4e\u6027\u3002\u6211\u4eec\u66fe\u5bf9\u6bd4 400 \u6761\u6837\u4f8b\u7684 schema linking \u4e0e\u5fae\u8c03\uff0c\u5fae\u8c03\u6548\u679c\u66f4\u4f73\uff0c\u4f46\u6210\u672c\u63a7\u5236\u662f\u5173\u952e\u8003\u91cf\u3002\u5728\u6027\u80fd\u63d0\u5347\u4e0e\u6210\u672c\u6548\u76ca\u95f4\u627e\u5230\u5e73\u8861\uff0c\u662f\u4f18\u5316\u6a21\u578b\u5e94\u7528\u7684\u6838\u5fc3\u3002<\/p>\n<p><strong>Q8\uff1aOpen AI V3.5 \u4e3a\u5b83\u6240\u6709\u7684\u5927\u6a21\u578b\u63d0\u4f9b\u4e86\u5fae\u8c03\u7684\u63a5\u53e3\uff0c\u767e\u5ea6\u6709\u7c7b\u4f3c\u7684\u5417\uff1f<\/strong><\/p>\n<p>A8\uff1a\u8fd9\u4e2a\u5fae\u8c03\u63a5\u53e3\u6211\u4eec\u80af\u5b9a\u662f\u4e5f\u6709\u7684\u3002<\/p>\n<p>\u767e\u5ea6\u5343\u5e06\u5e73\u53f0\uff0c\u4f5c\u4e3a\u767e\u5ea6\u7684\u6a21\u578b\u5f00\u53d1\u4e0e\u5fae\u8c03\u5e73\u53f0\uff0c\u4e0d\u4ec5\u652f\u6301\u81ea\u7814\u7684\u6587\u732e\u6a21\u578b\uff0c\u8fd8\u517c\u5bb9\u591a\u79cd\u5f00\u6e90\u6a21\u578b\uff0c\u5982 Lama 3\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u8fc1\u79fb\u5b66\u4e60\u7b49\u9886\u57df\u3002\u5e73\u53f0\u63d0\u4f9b\u4ece\u6a21\u578b\u8bad\u7ec3\u5230\u8bc4\u4f30\uff0c\u518d\u5230\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u7684\u5168\u5957\u670d\u52a1\uff0c\u5305\u62ec\u6570\u636e\u96c6\u7ba1\u7406\u3001\u6570\u636e\u6e05\u6d17\u3001\u6570\u636e\u589e\u5f3a\u7b49\u529f\u80fd\u3002<\/p>\n<p>\u7528\u6237\u53ef\u5728\u5343\u5e06\u5e73\u53f0\u4e0a\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\u3001\u90e8\u7f72\u53ca\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\uff0c\u5982\u6784\u5efa APP\u3001\u6a21\u578b\u90e8\u7f72\u6216\u7f16\u5199\u81ea\u5b9a\u4e49 Agent\u3002\u5e73\u53f0\u8fd8\u652f\u6301\u6a21\u578b\u8bc4\u4f30\uff0c\u5141\u8bb8\u7528\u6237\u6784\u5efa\u56fa\u5b9a\u96c6\u5408\u8fdb\u884c\u6027\u80fd\u68c0\u9a8c\uff0c\u786e\u4fdd\u6a21\u578b\u8d28\u91cf\u3002\u603b\u4e4b\uff0c\u5343\u5e06\u5e73\u53f0\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u7ad9\u5f0f\u89e3\u51b3\u65b9\u6848\uff0c\u8986\u76d6\u6a21\u578b\u5f00\u53d1\u5168\u6d41\u7a0b\uff0c\u5168\u9762\u52a9\u529b AI 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