{"id":3660,"date":"2026-01-29T22:33:52","date_gmt":"2026-01-29T22:33:52","guid":{"rendered":"https:\/\/umaax.com\/gugezhinengtiagentbaipishuzhongwenbantuililuojihe\/"},"modified":"2026-01-29T22:33:52","modified_gmt":"2026-01-29T22:33:52","slug":"gugezhinengtiagentbaipishuzhongwenbantuililuojihe","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/gugezhinengtiagentbaipishuzhongwenbantuililuojihe\/","title":{"rendered":"\u8c37\u6b4c\u300a\u667a\u80fd\u4f53Agent\u300b\u767d\u76ae\u4e66\uff08\u4e2d\u6587\u7248\uff09\u63a8\u7406\u3001\u903b\u8f91\u548c\u5916\u90e8\u4fe1\u606f\u7684\u83b7\u53d6\u90fd\u4e0e\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u76f8\u5173\u8054\uff0c\u8fd9\u79cd\u7ec4\u5408\u5f15\u7528\u4e86\u4ee3\u7406\u7684\u6982\u5ff5\u3002"},"content":{"rendered":"<p><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-37787 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/google-agent-white-paper.png\"  alt=\"\" width=\"669\" height=\"764\" \/> <\/p>\n<p style=\"text-align: center;\">\u81f4\u8c22<\/p>\n<p style=\"text-align: center;\"><strong>\u5ba1\u7a3f\u4eba\u548c\u6295\u7a3f\u4eba<\/strong><\/p>\n<p style=\"text-align: center;\">Evan Huang<\/p>\n<p style=\"text-align: center;\">Emily Xue<\/p>\n<p style=\"text-align: center;\">Olcan Sercinoglu<\/p>\n<p style=\"text-align: center;\">Sebastian Riedel<\/p>\n<p style=\"text-align: center;\">Satinder Baveja<\/p>\n<p style=\"text-align: center;\">Antonio Gulli<\/p>\n<p style=\"text-align: center;\">Anant Nawalgaria<\/p>\n<p style=\"text-align: center;\"><strong>\u7b56\u5c55\u4eba\u548c\u7f16\u8f91<\/strong><\/p>\n<p style=\"text-align: center;\">\u5b89\u4e1c\u5c3c\u5965-\u53e4\u5229<\/p>\n<p style=\"text-align: center;\">Anant Nawalgaria<\/p>\n<p style=\"text-align: center;\">Grace Mollison<\/p>\n<p style=\"text-align: center;\"><strong>\u6280\u672f\u64b0\u7a3f\u4eba<\/strong><\/p>\n<p style=\"text-align: center;\">\u4e54\u4f0a-\u6d77\u83ab\u514b<\/p>\n<p style=\"text-align: center;\"><strong>\u8bbe\u8ba1\u5e08<\/strong><\/p>\n<p style=\"text-align: center;\">\u8fc8\u514b\u5c14-\u6717\u5b81<\/p>\n<p> <img decoding=\"async\" class=\"wp-image-35469 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/12\/AI-bot.png\"  alt=\"\" width=\"290\" height=\"290\" \/> <\/p>\n<p style=\"text-align: center;\">\u83b7\u53d6<strong>\u300a\u8c37\u6b4c\u667a\u80fd\u4f53Agent\u767d\u76ae\u4e66\u300bPDF\u539f\u6587\u4ef6<\/strong>\uff0c\u626b\u7801\u5173\u6ce8\u56de\u590d\uff1a 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1 \u6240\u793a\uff0c\u4ee3\u7406\u7684\u8ba4\u77e5\u67b6\u6784\u6709\u4e09\u4e2a\u57fa\u672c\u7ec4\u4ef6\u3002<\/p>\n<p> <img decoding=\"async\" class=\"alignnone size-full wp-image-37791\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/tu1.png\"  alt=\"\" width=\"1050\" height=\"471\" \/> <\/p>\n<p style=\"text-align: center;\">\u56fe 1.\u4e00\u822c\u4ee3\u7406\u67b6\u6784\u548c\u7ec4\u4ef6<\/p>\n<h3>\u6a21\u578b<\/h3>\n<p>\u5728\u4ee3\u7406\u8303\u56f4\u5185\uff0c\u6a21\u578b\u6307\u7684\u662f\u8bed\u8a00\u6a21\u578b\uff08LM\uff09\uff0c\u5b83\u5c06\u88ab\u7528\u4f5c\u4ee3\u7406\u6d41\u7a0b\u7684\u96c6\u4e2d\u51b3\u7b56\u5236\u5b9a\u5668\u3002\u4ee3\u7406\u4f7f\u7528\u7684\u6a21\u578b\u53ef\u4ee5\u662f\u4e00\u4e2a\u6216\u591a\u4e2a LM\uff0c\u5927\u5c0f\u4e0d\u9650\uff08\u5c0f\/\u5927\uff09\uff0c\u80fd\u591f\u9075\u5faa\u57fa\u4e8e\u6307\u4ee4\u7684\u63a8\u7406\u548c\u903b\u8f91\u6846\u67b6\uff0c\u5982 ReAct\u3001Chain-of-Thought \u6216 Tree-of-Thoughts\u3002\u6a21\u578b\u53ef\u4ee5\u662f\u901a\u7528\u7684\u3001\u591a\u6a21\u6001\u7684\uff0c\u4e5f\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u4ee3\u7406\u67b6\u6784\u7684\u9700\u8981\u8fdb\u884c\u5fae\u8c03\u3002\u4e3a\u4e86\u83b7\u5f97\u6700\u4f73\u7684\u751f\u4ea7\u6548\u679c\uff0c\u60a8\u5e94\u8be5\u4f7f\u7528\u6700\u9002\u5408\u60a8\u6240\u9700\u7684\u6700\u7ec8\u5e94\u7528\u7684\u6a21\u578b\uff0c\u800c\u4e14\u6700\u597d\u662f\u5728\u4e0e\u60a8\u8ba1\u5212\u5728\u8ba4\u77e5\u67b6\u6784\u4e2d\u4f7f\u7528\u7684\u5de5\u5177\u76f8\u5173\u8054\u7684\u6570\u636e\u7279\u5f81\u4e0a\u7ecf\u8fc7\u8bad\u7ec3\u7684\u6a21\u578b\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6a21\u578b\u901a\u5e38\u4e0d\u4f1a\u6839\u636e\u4ee3\u7406\u7684\u5177\u4f53\u914d\u7f6e\u8bbe\u7f6e\uff08\u5982\u5de5\u5177\u9009\u62e9\u3001\u534f\u8c03\/\u63a8\u7406\u8bbe\u7f6e\uff09\u8fdb\u884c\u8bad\u7ec3\u3002\u4e0d\u8fc7\uff0c\u53ef\u4ee5\u901a\u8fc7\u63d0\u4f9b\u5c55\u793a\u4ee3\u7406\u80fd\u529b\u7684\u793a\u4f8b\uff0c\u5305\u62ec\u4ee3\u7406\u5728\u4e0d\u540c\u60c5\u5883\u4e0b\u4f7f\u7528\u7279\u5b9a\u5de5\u5177\u6216\u63a8\u7406\u6b65\u9aa4\u7684\u5b9e\u4f8b\uff0c\u8fdb\u4e00\u6b65\u5b8c\u5584\u4ee3\u7406\u4efb\u52a1\u7684\u6a21\u578b\u3002<\/p>\n<h3>\u5de5\u5177<\/h3>\n<p>\u57fa\u7840\u6a21\u578b\u5c3d\u7ba1\u80fd\u751f\u6210\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u6587\u672c\u548c\u56fe\u50cf\uff0c\u4f46\u4ecd\u7136\u53d7\u5230\u65e0\u6cd5\u4e0e\u5916\u90e8\u4e16\u754c\u4ea4\u4e92\u7684\u9650\u5236\u3002\u5de5\u5177\u5f25\u8865\u4e86\u8fd9\u4e00\u7f3a\u9677\uff0c\u4f7f\u4ee3\u7406\u80fd\u591f\u4e0e\u5916\u90e8\u6570\u636e\u548c\u670d\u52a1\u8fdb\u884c\u4ea4\u4e92\uff0c\u540c\u65f6\u91ca\u653e\u51fa\u5e95\u5c42\u6a21\u578b\u4e4b\u5916\u7684\u66f4\u591a\u884c\u52a8\u3002\u5de5\u5177\u7684\u5f62\u5f0f\u591a\u79cd\u591a\u6837\uff0c\u5176\u529f\u80fd\u4e5f\u5404\u4e0d\u76f8\u540c\u3002\u590d\u6742\u7a0b\u5ea6\u4e0d\u4e00\uff0c\u4f46\u901a\u5e38\u4e0e GET\u3001POST\u3001PATCH \u548c DELETE \u7b49\u5e38\u89c1\u7f51\u7edc API \u65b9\u6cd5\u4e00\u81f4\u3002\u4f8b\u5982\uff0c\u5de5\u5177\u53ef\u4ee5\u66f4\u65b0\u6570\u636e\u5e93\u4e2d\u7684\u5ba2\u6237\u4fe1\u606f\u6216\u83b7\u53d6\u5929\u6c14\u6570\u636e\uff0c\u4ee5\u5f71\u54cd\u4ee3\u7406\u5411\u7528\u6237\u63d0\u4f9b\u7684\u65c5\u884c\u5efa\u8bae\u3002\u901a\u8fc7\u5de5\u5177\uff0c\u4ee3\u7406\u53ef\u4ee5\u8bbf\u95ee\u548c\u5904\u7406\u771f\u5b9e\u4e16\u754c\u7684\u4fe1\u606f\u3002\u8fd9\u4f7f\u4ed6\u4eec\u80fd\u591f\u652f\u6301\u66f4\u4e13\u4e1a\u7684\u7cfb\u7edf\uff0c\u5982\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff0c\u4ece\u800c\u5927\u5927\u6269\u5c55\u4e86\u4ee3\u7406\u7684\u80fd\u529b\uff0c\u4f7f\u5176\u8d85\u8d8a\u4e86\u57fa\u7840\u6a21\u578b\u672c\u8eab\u6240\u80fd\u5b9e\u73b0\u7684\u8303\u56f4\u3002\u4e0b\u9762\u6211\u4eec\u5c06\u8be6\u7ec6\u8ba8\u8bba\u5de5\u5177\uff0c\u4f46\u6700\u91cd\u8981\u7684\u662f\u6211\u4eec\u9700\u8981\u7406\u89e3\u7684\u662f\uff0c\u5de5\u5177\u662f\u6c9f\u901a\u4ee3\u7406\u7684\u5185\u90e8\u80fd\u529b\u548c\u5916\u90e8\u4e16\u754c\u7684\u6865\u6881\uff0c\u5b83\u80fd\u5f00\u542f\u66f4\u5e7f\u6cdb\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<h3>\u534f\u8c03\u5c42<\/h3>\n<p>\u534f\u8c03\u5c42\u63cf\u8ff0\u4e86\u4e00\u4e2a\u5faa\u73af\u8fc7\u7a0b\uff0c\u8be5\u8fc7\u7a0b\u63a7\u5236\u7740\u4ee3\u7406\u5982\u4f55\u63a5\u6536\u4fe1\u606f\u3001\u6267\u884c\u4e00\u4e9b\u5185\u90e8\u63a8\u7406\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u63a8\u7406\u4e3a\u4e0b\u4e00\u6b65\u884c\u52a8\u6216\u51b3\u7b56\u63d0\u4f9b\u4fe1\u606f\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u8fd9\u4e2a\u5faa\u73af\u5c06\u4e00\u76f4\u6301\u7eed\u5230\u4ee3\u7406\u8fbe\u5230\u76ee\u6807\u6216\u505c\u6b62\u70b9\u4e3a\u6b62\u3002\u534f\u8c03\u5c42\u7684\u590d\u6742\u7a0b\u5ea6\u4f1a\u56e0\u4ee3\u7406\u53ca\u5176\u6267\u884c\u7684\u4efb\u52a1\u4e0d\u540c\u800c\u6709\u5f88\u5927\u5dee\u5f02\u3002\u6709\u4e9b\u5faa\u73af\u53ef\u4ee5\u662f\u5e26\u6709\u51b3\u7b56\u89c4\u5219\u7684\u7b80\u5355\u8ba1\u7b97\uff0c\u800c\u6709\u4e9b\u5faa\u73af\u5219\u53ef\u80fd\u5305\u542b\u8fde\u9501\u903b\u8f91\uff0c\u6d89\u53ca\u989d\u5916\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u6216\u5b9e\u65bd\u5176\u4ed6\u6982\u7387\u63a8\u7406\u6280\u672f\u3002\u6211\u4eec\u5c06\u5728\u8ba4\u77e5\u67b6\u6784\u90e8\u5206\u8be6\u7ec6\u8ba8\u8bba\u4ee3\u7406\u534f\u8c03\u5c42\u7684\u5b9e\u73b0\u3002<\/p>\n<h3>\u4ee3\u7406\u4e0e\u6a21\u578b<\/h3>\n<p>\u4e3a\u4e86\u66f4\u6e05\u695a\u5730\u7406\u89e3\u4ee3\u7406\u4eba\u4e0e\u6a21\u578b\u4e4b\u95f4\u7684\u533a\u522b\uff0c\u8bf7\u770b\u4e0b\u9762\u7684 Chafi\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th style=\"text-align: center;\">\u673a\u578b<\/th>\n<th style=\"text-align: center;\">\u4ee3\u7406<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u4ed6\u4eec\u7684\u77e5\u8bc6\u4ec5\u9650\u4e8e\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u5185\u5bb9\u3002<\/td>\n<td>\u901a\u8fc7\u5de5\u5177\u4e0e\u5916\u90e8\u7cfb\u7edf\u8fde\u63a5\uff0c\u77e5\u8bc6\u5f97\u4ee5\u6269\u5c55<\/td>\n<\/tr>\n<tr>\n<td>\u57fa\u4e8e\u7528\u6237\u67e5\u8be2\u7684\u5355\u4e00\u63a8\u7406\/\u9884\u6d4b\u3002\u9664\u975e\u4e3a\u6a21\u578b\u660e\u786e\u5b9e\u65bd\uff0c\u5426\u5219\u4e0d\u4f1a\u5bf9\u4f1a\u8bdd\u8fdb\u884c\u7ba1\u7406\u3002\u5386\u53f2\u6216\u8fde\u7eed\u4e0a\u4e0b\u6587\u3002\uff08\u5373\u804a\u5929\u8bb0\u5f55\uff09<\/td>\n<td>\u7ba1\u7406\u4f1a\u8bdd\u5386\u53f2\uff08\u5373\u804a\u5929\u5386\u53f2\uff09\uff0c\u4ee5\u4fbf\u6839\u636e\u534f\u8c03\u5c42\u4e2d\u7684\u7528\u6237\u67e5\u8be2\u548c\u51b3\u7b56\u8fdb\u884c\u591a\u8f6e\u63a8\u7406\/\u9884\u6d4b\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4e00\u4e2a\u201c\u56de\u5408\u201d\u88ab\u5b9a\u4e49\u4e3a\u4ea4\u4e92\u7cfb\u7edf\u4e0e\u4ee3\u7406\u4e4b\u95f4\u7684\u4e00\u6b21\u4ea4\u4e92\u3002\uff08\u53731\u4e2a\u4f20\u5165\u4e8b\u4ef6\/\u67e5\u8be2\u548c1\u4e2a\u4ee3\u7406\u54cd\u5e94\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u6ca1\u6709\u672c\u5730\u5de5\u5177\u5b9e\u65bd\u3002<\/td>\n<td>\u5de5\u5177\u662f\u5728\u4ee3\u7406\u67b6\u6784\u4e2d\u5b9e\u73b0\u7684\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u65e0\u672c\u5730\u903b\u8f91\u5c42\u3002\u7528\u6237\u53ef\u4ee5\u4ee5\u7b80\u5355\u95ee\u9898\u7684\u5f62\u5f0f\u53d1\u51fa\u63d0\u793a\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u63a8\u7406\u6846\u67b6\uff08CoT\u3001ReAct\u7b49\uff09\u53d1\u51fa\u590d\u6742\u7684\u63d0\u793a\uff0c\u4ee5\u6307\u5bfc\u6a21\u578b\u8fdb\u884c\u9884\u6d4b\u3002<\/td>\n<td class=\"last-node\">\u4f7f\u7528CoT\u3001ReAct\u7b49\u63a8\u7406\u6846\u67b6\u6216LangChain\u7b49\u5176\u4ed6\u9884\u5efa\u4ee3\u7406\u6846\u67b6\u7684\u672c\u5730\u8ba4\u77e5\u67b6\u6784\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<h3>\u8ba4\u77e5\u67b6\u6784\uff1a\u4ee3\u7406\u5982\u4f55\u8fd0\u4f5c<\/h3>\n<p>\u60f3\u8c61\u4e00\u4e0b\u53a8\u5e08\u5728\u5fd9\u788c\u7684\u53a8\u623f\u91cc\u7684\u60c5\u666f\u3002\u4ed6\u4eec\u7684\u76ee\u6807\u662f\u4e3a\u9910\u5385\u987e\u5ba2\u5236\u4f5c\u7f8e\u5473\u4f73\u80b4\uff0c\u8fd9\u5c31\u6d89\u53ca\u5230\u8ba1\u5212\u3001\u6267\u884c\u548c\u8c03\u6574\u7684\u5faa\u73af\u3002<\/p>\n<ul>\n<li>\u4ed6\u4eec\u6536\u96c6\u4fe1\u606f\uff0c\u5982\u987e\u5ba2\u7684\u8ba2\u5355\u4ee5\u53ca\u50a8\u85cf\u5ba4\u548c\u51b0\u7bb1\u91cc\u7684\u914d\u6599\u3002<\/li>\n<li>\u4ed6\u4eec\u4f1a\u6839\u636e\u521a\u521a\u6536\u96c6\u5230\u7684\u4fe1\u606f\u8fdb\u884c\u4e00\u4e9b\u5185\u90e8\u63a8\u7406\uff0c\u4ee5\u786e\u5b9a\u53ef\u4ee5\u5236\u4f5c\u54ea\u4e9b\u83dc\u80b4\u548c\u53e3\u5473\u3002<\/li>\n<li>\u4ed6\u4eec\u52a8\u624b\u5236\u4f5c\u83dc\u80b4\uff1a\u5207\u83dc\u3001\u8c03\u6599\u3001\u70e4\u8089\u3002<\/li>\n<\/ul>\n<p>\u5728\u8fd9\u4e00\u8fc7\u7a0b\u7684\u6bcf\u4e2a\u9636\u6bb5\uff0c\u53a8\u5e08\u90fd\u4f1a\u6839\u636e\u9700\u8981\u505a\u51fa\u8c03\u6574\uff0c\u5728\u98df\u6750\u8017\u5c3d\u6216\u6536\u5230\u987e\u5ba2\u53cd\u9988\u65f6\u5b8c\u5584\u4ed6\u4eec\u7684\u8ba1\u5212\uff0c\u5e76\u5229\u7528\u4e4b\u524d\u7684\u4e00\u7cfb\u5217\u7ed3\u679c\u6765\u51b3\u5b9a\u4e0b\u4e00\u6b65\u7684\u884c\u52a8\u8ba1\u5212\u3002\u8fd9\u79cd\u4fe1\u606f\u6444\u53d6\u3001\u8ba1\u5212\u3001\u6267\u884c\u548c\u8c03\u6574\u7684\u5faa\u73af\u63cf\u8ff0\u4e86\u53a8\u5e08\u4e3a\u5b9e\u73b0\u76ee\u6807\u800c\u91c7\u7528\u7684\u72ec\u7279\u8ba4\u77e5\u7ed3\u6784\u3002 \u5c31\u50cf\u53a8\u5e08\u4e00\u6837\uff0c\u4ee3\u7406\u53ef\u4ee5\u4f7f\u7528\u8ba4\u77e5\u67b6\u6784\uff0c\u901a\u8fc7\u8fed\u4ee3\u5904\u7406\u4fe1\u606f\u3001\u505a\u51fa\u660e\u667a\u7684\u51b3\u7b56\uff0c\u5e76\u6839\u636e\u5148\u524d\u7684\u4ea7\u51fa\u5b8c\u5584\u4e0b\u4e00\u6b65\u884c\u52a8\uff0c\u4ece\u800c\u5b9e\u73b0\u5176\u6700\u7ec8\u76ee\u6807\u3002\u4ee3\u7406\u8ba4\u77e5\u67b6\u6784\u7684\u6838\u5fc3\u662f\u534f\u8c03\u5c42\uff0c\u8d1f\u8d23\u7ef4\u62a4\u8bb0\u5fc6\u3001\u72b6\u6001\u3001\u63a8\u7406\u548c\u89c4\u5212\u3002\u5b83\u5229\u7528\u5feb\u901f\u53d1\u5c55\u7684\u63d0\u793a\u5de5\u7a0b\u9886\u57df\u548c\u76f8\u5173\u6846\u67b6\u6765\u6307\u5bfc\u63a8\u7406\u548c\u89c4\u5212\uff0c\u4f7f\u4ee3\u7406\u80fd\u591f\u66f4\u6709\u6548\u5730\u4e0e\u73af\u5883\u4e92\u52a8\u5e76\u5b8c\u6210\u4efb\u52a1\u3002\u9488\u5bf9\u8bed\u8a00\u6a21\u578b\u7684\u63d0\u793a\u5de5\u7a0b\u6846\u67b6\u548c\u4efb\u52a1\u89c4\u5212\u9886\u57df\u7684\u7814\u7a76\u6b63\u5728\u8fc5\u901f\u53d1\u5c55\uff0c\u5e76\u4ea7\u751f\u4e86\u5404\u79cd\u6709\u524d\u9014\u7684\u65b9\u6cd5\u3002\u867d\u7136\u8fd9\u5e76\u4e0d\u662f\u4e00\u4e2a\u8be6\u5c3d\u7684\u6e05\u5355\uff0c\u4f46\u5728\u672c\u62a5\u544a\u53d1\u8868\u65f6\uff0c\u8fd9\u4e9b\u90fd\u662f\u4e00\u4e9b\u6700\u6d41\u884c\u7684\u6846\u67b6\u548c\u63a8\u7406\u6280\u672f\uff1a<\/p>\n<ul>\n<li>ReAct \u662f\u4e00\u4e2a\u63d0\u793a\u5de5\u7a0b\u6846\u67b6\uff0c\u5b83\u4e3a\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u79cd\u601d\u7ef4\u8fc7\u7a0b\u7b56\u7565\uff0c\u4ee5\u4fbf\u5728\u6709\u6216\u6ca1\u6709\u4e0a\u4e0b\u6587\u793a\u4f8b\u7684\u60c5\u51b5\u4e0b\uff0c\u5bf9\u7528\u6237\u67e5\u8be2\u8fdb\u884c\u63a8\u7406\u5e76\u91c7\u53d6\u884c\u52a8\u3002\u4e8b\u5b9e\u8bc1\u660e\uff0cReAct \u63d0\u793a\u7684\u6548\u679c\u4f18\u4e8e\u51e0\u79cd SOTA \u57fa\u7ebf\uff0c\u5e76\u63d0\u9ad8\u4e86 LLM \u7684\u4eba\u7c7b\u4e92\u64cd\u4f5c\u6027\u548c\u53ef\u4fe1\u5ea6\u3002<\/li>\n<li>\u601d\u7ef4\u94fe\uff08CoT\uff09\u662f\u4e00\u79cd\u901a\u8fc7\u4e2d\u95f4\u6b65\u9aa4\u5b9e\u73b0\u63a8\u7406\u80fd\u529b\u7684\u63d0\u793a\u5de5\u7a0b\u6846\u67b6\u3002CoT \u6709\u591a\u79cd\u5b50\u6280\u672f\uff0c\u5305\u62ec\u81ea\u6d3d\u3001\u4e3b\u52a8\u63d0\u793a\u548c\u591a\u6a21\u5f0f CoT\uff0c\u6839\u636e\u5177\u4f53\u5e94\u7528\u7684\u4e0d\u540c\uff0c\u5404\u6709\u4f18\u7f3a\u70b9\u3002<\/li>\n<li>\u601d\u7ef4\u6811\uff08ToT\uff09\u662f\u4e00\u4e2a\u63d0\u793a\u5de5\u7a0b\u6846\u67b6\uff0c\u975e\u5e38\u9002\u5408\u63a2\u7d22\u6216\u6218\u7565\u6027\u524d\u77bb\u4efb\u52a1\u3002\u5b83\u5bf9\u601d\u7ef4\u94fe\u63d0\u793a\u8fdb\u884c\u4e86\u6982\u62ec\uff0c\u5141\u8bb8\u6a21\u578b\u63a2\u7d22\u5404\u79cd\u601d\u7ef4\u94fe\uff0c\u4f5c\u4e3a\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u89e3\u51b3\u4e00\u822c\u95ee\u9898\u7684\u4e2d\u95f4\u6b65\u9aa4\u3002<\/li>\n<\/ul>\n<p>\u4ee3\u7406\u53ef\u4ee5\u5229\u7528\u4e0a\u8ff0\u63a8\u7406\u6280\u672f\u4e4b\u4e00\u6216\u8bb8\u591a\u5176\u4ed6\u6280\u672f\uff0c\u4e3a\u7ed9\u5b9a\u7684\u7528\u6237\u8bf7\u6c42\u9009\u62e9\u4e0b\u4e00\u4e2a\u6700\u4f73\u64cd\u4f5c\u3002\u4f8b\u5982\uff0c\u8ba9\u6211\u4eec\u6765\u8003\u8651\u4e00\u4e2a\u88ab\u7f16\u7a0b\u4e3a\u4f7f\u7528 ReAct \u6846\u67b6\u6765\u4e3a\u7528\u6237\u67e5\u8be2\u9009\u62e9\u6b63\u786e\u64cd\u4f5c\u548c\u5de5\u5177\u7684\u4ee3\u7406\u3002\u4e8b\u4ef6\u7684\u987a\u5e8f\u53ef\u80fd\u662f\u8fd9\u6837\u7684<\/p>\n<ul>\n<li>\u7528\u6237\u5411\u4ee3\u7406\u53d1\u9001\u67e5\u8be2<\/li>\n<li>\u4ee3\u7406\u5f00\u59cb ReAct \u5e8f\u5217<\/li>\n<li>\u4ee3\u7406\u5411\u6a21\u578b\u53d1\u51fa\u63d0\u793a\uff0c\u8981\u6c42\u5b83\u751f\u6210\u4e0b\u4e00\u4e2a ReAct \u6b65\u9aa4\u53ca\u5176\u76f8\u5e94\u7684\u8f93\u51fa\uff1a\n<ul>\n<li>a. \u95ee\u9898\u95ee\u9898\uff1a \u7528\u6237\u67e5\u8be2\u7684\u8f93\u5165\u95ee\u9898\uff0c\u63d0\u4f9b\u63d0\u793a<\/li>\n<li>b. \u601d\u8003\uff1a\u6a21\u578b\u5bf9\u4e0b\u4e00\u6b65\u884c\u52a8\u7684\u601d\u8003<\/li>\n<li>c. \u884c\u52a8\uff1a\u6a21\u578b\u51b3\u5b9a\u4e0b\u4e00\u6b65\u91c7\u53d6\u4ec0\u4e48\u884c\u52a8\n<ul>\n<li>i. \u8fd9\u5c31\u662f\u9009\u62e9\u5de5\u5177\u7684\u5730\u65b9<\/li>\n<li>ii. \u4f8b\u5982\uff0c\u4e00\u4e2a\u64cd\u4f5c\u53ef\u4ee5\u662f[\u98de\u884c\u3001\u641c\u7d22\u3001\u4ee3\u7801\u3001\u65e0]\u4e2d\u7684\u4e00\u4e2a\uff0c\u5176\u4e2d\u524d\u4e09\u4e2a\u4ee3\u8868\u6a21\u578b\u53ef\u4ee5\u9009\u62e9\u7684\u5df2\u77e5\u5de5\u5177\uff0c\u6700\u540e\u4e00\u4e2a\u4ee3\u8868 \u201c\u65e0\u5de5\u5177\u9009\u62e9\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li>d. \u884c\u52a8\u8f93\u5165\uff1a\u6a21\u578b\u51b3\u5b9a\u5411\u5de5\u5177\u63d0\u4f9b\u54ea\u4e9b\u8f93\u5165\uff08\u5982\u679c\u6709\u7684\u8bdd\uff09<\/li>\n<li>e. \u89c2\u5bdf\u7ed3\u679c\uff1a\u884c\u52a8\/\u884c\u52a8\u8f93\u5165\u5e8f\u5217\u7684\u7ed3\u679c\n<ul>\n<li>i. \u8fd9\u79cd\u601d\u8003\/\u884c\u52a8\/\u884c\u52a8\u8f93\u5165\/\u89c2\u5bdf\u53ef\u4ee5\u6839\u636e\u9700\u8981\u91cd\u590d N \u6b21<\/li>\n<\/ul>\n<\/li>\n<li>f. \u6700\u7ec8\u7b54\u6848\uff1a\u6a21\u578b\u4e3a\u539f\u59cb\u7528\u6237\u67e5\u8be2\u63d0\u4f9b\u7684\u6700\u7ec8\u7b54\u6848<\/li>\n<\/ul>\n<\/li>\n<li>ReAct \u5faa\u73af\u7ed3\u675f\uff0c\u5e76\u5411\u7528\u6237\u63d0\u4f9b\u6700\u7ec8\u7b54\u6848<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37823\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/tu2.png\"  alt=\"\" width=\"1050\" height=\"471\" \/> <\/p>\n<p style=\"text-align: center;\">\u56fe 2.\u5728\u534f\u8c03\u5c42\u4e2d\u4f7f\u7528 ReAct \u63a8\u7406\u7684\u4ee3\u7406\u793a\u4f8b<\/p>\n<p>\u5982\u56fe 2 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Google Flights API \u6765\u68c0\u7d22\u822a\u73ed\u4fe1\u606f\uff0c\u4f46\u4e0d\u786e\u5b9a\u5982\u4f55\u8ba9\u4ee3\u7406\u8c03\u7528\u8be5 API \u7aef\u70b9\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37831\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/tu3-1-1.png\"  alt=\"\" width=\"1050\" height=\"269\" \/> <\/p>\n<p style=\"text-align: center;\">\u56fe 3.\u4ee3\u7406\u5982\u4f55\u4e0e\u5916\u90e8 API \u4ea4\u4e92\uff1f<\/p>\n<p>\u4e00\u79cd\u65b9\u6cd5\u662f\u6267\u884c\u81ea\u5b9a\u4e49\u4ee3\u7801\uff0c\u63a5\u6536\u4f20\u5165\u7684\u7528\u6237\u67e5\u8be2\uff0c\u89e3\u6790\u67e5\u8be2\u7684\u76f8\u5173\u4fe1\u606f\uff0c\u7136\u540e\u8fdb\u884c API \u8c03\u7528\u3002\u4f8b\u5982\uff0c\u5728\u822a\u73ed\u9884\u8ba2\u4f7f\u7528\u6848\u4f8b\u4e2d\uff0c\u7528\u6237\u53ef\u80fd\u4f1a\u8bf4 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\u8c03\u7528\u5c31\u4f1a\u5931\u8d25\uff0c\u800c\u4e14\u8fd8\u9700\u8981\u6267\u884c\u66f4\u591a\u4ee3\u7801\u624d\u80fd\u6355\u6349\u5230\u7c7b\u4f3c\u8fb9\u7f18\u548c\u89d2\u843d\u60c5\u51b5\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u5177\u5907\u53ef\u6269\u5c55\u6027\uff0c\u800c\u4e14\u5728\u4efb\u4f55\u8d85\u51fa\u81ea\u5b9a\u4e49\u4ee3\u7801\u5b9e\u73b0\u8303\u56f4\u7684\u60c5\u51b5\u4e0b\u90fd\u5f88\u5bb9\u6613\u51fa\u9519\u3002<\/p>\n<p>\u66f4\u6709\u5f39\u6027\u7684\u65b9\u6cd5\u662f\u4f7f\u7528\u6269\u5c55\u3002\u6269\u5c55\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5728\u4ee3\u7406\u548c\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u4e4b\u95f4\u67b6\u8d77\u4e86\u6865\u6881\uff1a<\/p>\n<ol>\n<li>\u4f7f\u7528\u793a\u4f8b\u6559\u4ee3\u7406\u5982\u4f55\u4f7f\u7528 API \u7aef\u70b9\u3002<\/li>\n<li>\u544a\u8bc9\u4ee3\u7406\u6210\u529f\u8c03\u7528 API \u7aef\u70b9\u9700\u8981\u54ea\u4e9b\u53c2\u6570\u3002<\/li>\n<\/ol>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37825\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/tu4.png\"  alt=\"\" width=\"1050\" height=\"372\" \/> <\/p>\n<p style=\"text-align: center;\">\u56fe 4.\u6269\u5c55\u5c06\u4ee3\u7406\u4e0e\u5916\u90e8\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u8fde\u63a5\u8d77\u6765<\/p>\n<p>\u6269\u5c55\u53ef\u4ee5\u72ec\u7acb\u4e8e\u4ee3\u7406\u800c\u8bbe\u8ba1\uff0c\u4f46\u5e94\u4f5c\u4e3a\u4ee3\u7406\u914d\u7f6e\u7684\u4e00\u90e8\u5206\u63d0\u4f9b\u3002\u4ee3\u7406\u5728\u8fd0\u884c\u65f6\u4f7f\u7528\u6a21\u578b\u548c\u793a\u4f8b\u6765\u51b3\u5b9a\u54ea\u4e2a\u6269\u5c55\uff08\u5982\u679c\u6709\u7684\u8bdd\uff09\u9002\u5408\u89e3\u51b3\u7528\u6237\u7684\u67e5\u8be2\u3002\u8fd9\u5c31\u51f8\u663e\u4e86\u6269\u5c55\u7684\u4e00\u4e2a\u5173\u952e\u4f18\u52bf\uff0c\u5373\u5176\u5185\u5efa\u7684\u793a\u4f8b\u7c7b\u578b\u5141\u8bb8\u4ee3\u7406\u4e3a\u4efb\u52a1\u52a8\u6001\u9009\u62e9\u6700\u5408\u9002\u7684\u6269\u5c55\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37826\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/tu5-1.png\"  alt=\"\" width=\"1050\" height=\"269\" \/> <\/p>\n<p style=\"text-align: center;\">\u56fe 5.\u4ee3\u7406\u3001\u6269\u5c55\u4e0e\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u4e4b\u95f4\u76841\u5bf9\u591a\u5173\u7cfb<\/p>\n<p>\u5c31\u50cf\u8f6f\u4ef6\u5f00\u53d1\u4eba\u5458\u5728\u89e3\u51b3\u7528\u6237\u95ee\u9898\u65f6\u51b3\u5b9a\u4f7f\u7528\u54ea\u4e2a API \u7aef\u70b9\u4e00\u6837\u3002\u5982\u679c\u7528\u6237\u60f3\u9884\u8ba2\u673a\u7968\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u80fd\u4f1a\u4f7f\u7528 Google Flights API\u3002\u5982\u679c\u7528\u6237\u60f3\u77e5\u9053\u79bb\u81ea\u5df1\u6700\u8fd1\u7684\u5496\u5561\u5e97\u5728\u54ea\u91cc\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u80fd\u4f1a\u4f7f\u7528\u8c37\u6b4c\u5730\u56fe API\u3002\u540c\u6837\uff0c\u4ee3\u7406\/\u6a21\u578b\u5806\u6808\u4f1a\u4f7f\u7528\u4e00\u7ec4\u5df2\u77e5\u7684\u6269\u5c55\u6765\u51b3\u5b9a\u54ea\u4e00\u4e2a\u6700\u9002\u5408\u7528\u6237\u7684\u67e5\u8be2\u3002\u5982\u679c\u60a8\u60f3\u4e86\u89e3\u6269\u5c55\u7684\u8fd0\u884c\u60c5\u51b5\uff0c\u53ef\u4ee5\u5728 Gemini \u5e94\u7528\u7a0b\u5e8f\u4e2d\u8fdb\u5165 \u201c\u8bbe\u7f6e\u201d>\u201d\u6269\u5c55\u201d\uff0c\u7136\u540e\u542f\u7528\u4efb\u4f55\u60a8\u60f3\u6d4b\u8bd5\u7684\u6269\u5c55\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u542f\u7528 Google Flights \u6269\u5c55\uff0c\u7136\u540e\u8be2\u95ee\u53cc\u5b50\u5ea7 \u201c\u5411\u6211\u663e\u793a\u4e0b\u5468\u4e94\u4ece\u5965\u65af\u6c40\u98de\u5f80\u82cf\u9ece\u4e16\u7684\u822a\u73ed\u201d\u3002<\/p>\n<h3>\u6269\u5c55\u6837\u672c<\/h3>\n<p>\u4e3a\u4e86\u7b80\u5316\u6269\u5c55\u7684\u4f7f\u7528\uff0cGoogle \u63d0\u4f9b\u4e86\u4e00\u4e9b\u5f00\u7bb1\u5373\u7528\u7684\u6269\u5c55\uff0c\u53ea\u9700\u8fdb\u884c\u6700\u5c11\u7684\u914d\u7f6e\u5c31\u80fd\u5feb\u901f\u5c06\u5176\u690d\u5165\u9879\u76ee\u5e76\u4f7f\u7528\u3002\uff0cSnippet 1 \u4e2d\u7684\u4ee3\u7801\u89e3\u91ca\u5668\u6269\u5c55\u5141\u8bb8\u4f60\u6839\u636e\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u751f\u6210\u5e76\u8fd0\u884c Python \u4ee3\u7801\u3002<\/p>\n<p>\u00a0<\/p>\n<pre class=\"language-text\"><code class=\"language-text\">Python   \u5bfc\u5165 vertexai \u5bfc\u5165     pprint       project_id= \"your_project_id\"   REGION = \"us-central1\"     vertexai.init(project=PROJECT_ID, location=REGION)     from vertexai.preview.extensions import Extension     extension_code_interpreter= Extension.from_hub(\"code_interpreter\")   CODE_QUERY= \"\"\"Write a python method to invert a binary tree in O(n) time.\"\"\"     response= extension_code_interpreter.execute(   operation_id = \"generate_and_execute\",   operation_params = {\"query\"\uff1aCODE_QUERY} )     print(\"Generated Code:\")   pprint.pprint({response['generated_code']})    #\u4e0a\u8ff0\u4ee3\u7801\u6bb5\u5c06\u751f\u6210\u4ee5\u4e0b\u4ee3\u7801\u3002   <\/code><\/pre>\n<pre class=\"language-text\"><code class=\"language-text\">\u751f\u6210\u4ee3\u7801\uff1a  \u7c7b TreeNode\uff1a  def init\uff08self\uff0cval=0\uff0cleft=None\uff0cright=None\uff09\uff1a  self.val = val self.left = left self.right= right    def invert_binary_tree(root)\uff1a  \"\"\"  \u53cd\u8f6c\u4e8c\u53c9\u6811\u53c2\u6570  \u6839\uff1a\u4e8c\u53c9\u6811\u7684\u6839  \u8fd4\u56de\uff1a  \u5012\u7f6e\u4e8c\u53c9\u6811\u7684\u6839\u3002  \"\"\"  \u5982\u679c\u4e0d\u662f root\uff1a  \u8fd4\u56de None  # \u9012\u5f52\u4ea4\u6362\u5de6\u53f3\u5b50\u4ee3 root.left\u3001root.right =  invert_binary_tree(root.right), invert_binary_tree(root.left)  \u8fd4\u56de\u6839  # \u793a\u4f8b\u7528\u6cd5\uff1a  # \u6784\u5efa\u4e8c\u53c9\u6811\u6837\u672c root = TreeNode(4)  root.left = TreeNode(2) root.right = TreeNode(7) root.left.left = TreeNode(1) root.left.right = TreeNode(3) root.right.left = TreeNode(6) root.right.right= TreeNode(9)  # \u53cd\u8f6c\u4e8c\u53c9\u6811  inverted_root= invert_binary_tree(root)   ```<\/code><\/pre>\n<p style=\"text-align: center;\">\u4ee3\u7801\u7247\u6bb5 1.\u4ee3\u7801\u89e3\u91ca\u5668\u6269\u5c55\u53ef\u751f\u6210\u548c\u8fd0\u884c Python \u4ee3\u7801<\/p>\n<p>\u603b\u4e4b\uff0c\u6269\u5c55\u4e3a\u4ee3\u7406\u63d0\u4f9b\u4e86\u4e00\u79cd\u611f\u77e5\u3001\u4ea4\u4e92\u548c\u5f71\u54cd\u5916\u90e8\u4e16\u754c\u7684\u65b9\u5f0f\u3002\u8fd9\u4e9b\u6269\u5c55\u529f\u80fd\u7684\u9009\u62e9\u548c\u8c03\u7528\u90fd\u662f\u5728\u5b9e\u4f8b\u7684\u6307\u5bfc\u4e0b\u8fdb\u884c\u7684\uff0c\u6240\u6709\u5b9e\u4f8b\u90fd\u88ab\u5b9a\u4e49\u4e3a\u6269\u5c55\u914d\u7f6e\u7684 pafi\u3002<\/p>\n<h3>\u529f\u80fd<\/h3>\n<p>\u5728\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\uff0c\u51fd\u6570\u88ab\u5b9a\u4e49\u4e3a\u72ec\u7acb\u7684\u4ee3\u7801\u6a21\u5757\uff0c\u53ef\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\uff0c\u5e76\u53ef\u6839\u636e\u9700\u8981\u91cd\u590d\u4f7f\u7528\u3002\u8f6f\u4ef6\u5f00\u53d1\u4eba\u5458\u5728\u7f16\u5199\u7a0b\u5e8f\u65f6\uff0c\u901a\u5e38\u4f1a\u521b\u5efa\u8bb8\u591a\u51fd\u6570\u6765\u5b8c\u6210\u5404\u79cd\u4efb\u52a1\u3002\u4ed6\u4eec\u8fd8\u5c06\u5b9a\u4e49\u4f55\u65f6\u8c03\u7528 function_a \u4e0e function_b \u7684\u903b\u8f91\uff0c\u4ee5\u53ca\u9884\u671f\u7684\u8f93\u5165\u548c\u8f93\u51fa\u3002<\/p>\n<p>\u51fd\u6570\u5728\u4ee3\u7406\u4e16\u754c\u4e2d\u7684\u5de5\u4f5c\u539f\u7406\u975e\u5e38\u76f8\u4f3c\uff0c\u4f46\u6211\u4eec\u53ef\u4ee5\u7528\u6a21\u578b\u6765\u4ee3\u66ff\u8f6f\u4ef6\u5f00\u53d1\u4eba\u5458\u3002\u6a21\u578b\u53ef\u4ee5\u63a5\u53d7\u4e00\u7ec4\u5df2\u77e5\u51fd\u6570\uff0c\u5e76\u6839\u636e\u5176\u89c4\u8303\u51b3\u5b9a\u4f55\u65f6\u4f7f\u7528\u6bcf\u4e2a\u51fd\u6570\u4ee5\u53ca\u51fd\u6570\u9700\u8981\u54ea\u4e9b\u53c2\u6570\u3002\u51fd\u6570\u4e0e\u6269\u5c55\u6709\u4e00\u4e9b\u4e0d\u540c\u4e4b\u5904\uff0c\u5176\u4e2d\u6700\u660e\u663e\u7684\u662f<\/p>\n<p>1. \u6a21\u578b\u4f1a\u8f93\u51fa\u4e00\u4e2a\u51fd\u6570\u53ca\u5176\u53c2\u6570\uff0c\u4f46\u4e0d\u4f1a\u8c03\u7528\u5b9e\u65f6 API\u3002<\/p>\n<p>2. \u529f\u80fd\u5728\u5ba2\u6237\u7aef\u6267\u884c\uff0c\u800c\u6269\u5c55\u5728\u4ee3\u7406\u7aef\u6267\u884c\u3002<\/p>\n<p>\u518d\u4ee5 Google Flights \u4e3a\u4f8b\uff0c\u7b80\u5355\u7684\u529f\u80fd\u8bbe\u7f6e\u53ef\u80fd\u4e0e\u56fe 7 \u4e2d\u7684\u793a\u4f8b\u76f8\u4f3c\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37829\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/tu7.png\"  alt=\"\" width=\"900\" height=\"300\" \/> <\/p>\n<p style=\"text-align: center;\">\u56fe 7.\u51fd\u6570\u5982\u4f55\u4e0e\u5916\u90e8 API \u4ea4\u4e92\uff1f<\/p>\n<p>\u8bf7\u6ce8\u610f\uff0c\u8fd9\u91cc\u7684\u4e3b\u8981\u533a\u522b\u5728\u4e8e\uff0c\u529f\u80fd\u548c\u4ee3\u7406\u90fd\u4e0d\u76f4\u63a5\u4e0e Google Flights API \u4ea4\u4e92\u3002\u90a3\u4e48\uff0cAPI \u8c03\u7528\u7a76\u7adf\u662f\u5982\u4f55\u53d1\u751f\u7684\u5462\uff1f<\/p>\n<p>\u5982\u4e0b\u56fe 8 \u548c\u56fe 9 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API \u7684\u65f6\u95f4\u6216\u64cd\u4f5c\u987a\u5e8f\u9650\u5236\u3002\uff08\u5373\u6279\u91cf\u64cd\u4f5c\u3001\u4eba\u5de5\u5728\u73af\u5ba1\u67e5\u7b49\uff09\u3002<\/li>\n<li>\u9700\u8981\u5bf9 API \u54cd\u5e94\u5e94\u7528\u4ee3\u7406\u65e0\u6cd5\u6267\u884c\u7684\u9644\u52a0\u6570\u636e\u8f6c\u6362\u903b\u8f91\u3002\u4f8b\u5982\uff0c\u8003\u8651\u5230 API \u7aef\u70b9\u4e0d\u63d0\u4f9b\u7528\u4e8e\u9650\u5236\u8fd4\u56de\u7ed3\u679c\u6570\u91cf\u7684\u8fc7\u6ee4\u673a\u5236\u3002\u5728\u5ba2\u6237\u7aef\u4f7f\u7528\u51fd\u6570\u4e3a\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u4e86\u8fdb\u884c\u8fd9\u4e9b\u8f6c\u6362\u7684\u989d\u5916\u673a\u4f1a\u3002<\/li>\n<li>\u5f00\u53d1\u4eba\u5458\u5e0c\u671b\u8fed\u4ee3\u4ee3\u7406\u5f00\u53d1\uff0c\u800c\u65e0\u9700\u4e3a\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u7aef\u70b9\u90e8\u7f72\u989d\u5916\u7684\u57fa\u7840\u8bbe\u65bd\uff08\u4f8b\u5982\uff0c\u51fd\u6570\u8c03\u7528\u5c31\u50cf\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u7684 \u201c\u5b58\u6839\u201d\uff09\u3002<\/li>\n<\/ul>\n<p>\u5982\u56fe 8 \u6240\u793a\uff0c\u8fd9\u4e24\u79cd\u65b9\u6cd5\u5728\u5185\u90e8\u67b6\u6784\u4e0a\u7684\u5dee\u5f02\u5f88\u5fae\u5999\uff0c\u4f46\u989d\u5916\u7684\u63a7\u5236\u548c\u5bf9\u5916\u90e8\u57fa\u7840\u67b6\u6784\u7684\u8131\u94a9\u4f9d\u8d56\u4f7f\u5f97\u529f\u80fd\u8c03\u7528\u5bf9\u5f00\u53d1\u4eba\u5458\u6765\u8bf4\u662f\u4e00\u4e2a\u5f88\u6709\u5438\u5f15\u529b\u7684\u9009\u62e9\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37833\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/tu8.png\"  alt=\"\" width=\"900\" height=\"300\" \/> <\/p>\n<p style=\"text-align: center;\">\u56fe 8.\u6269\u5c55\u4e0e\u51fd\u6570\u8c03\u7528\u7684\u5ba2\u6237\u7aef\u4e0e\u4ee3\u7406\u7aef\u63a7\u5236\u5212\u5206<\/p>\n<h3>\u4f7f\u7528\u6848\u4f8b<\/h3>\n<p>\u53ef\u4ee5\u4f7f\u7528\u6a21\u578b\u6765\u8c03\u7528\u51fd\u6570\uff0c\u4ee5\u4fbf\u4e3a\u6700\u7ec8\u7528\u6237\u5904\u7406\u590d\u6742\u7684\u5ba2\u6237\u7aef\u6267\u884c\u6d41\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4ee3\u7406\u5f00\u53d1\u4eba\u5458\u53ef\u80fd\u4e0d\u5e0c\u671b\u8bed\u8a00\u6a21\u578b\u6765\u7ba1\u7406 API \u7684\u6267\u884c\uff08\u6269\u5c55\u7a0b\u5e8f\u5c31\u662f\u8fd9\u79cd\u60c5\u51b5\uff09\u3002\u8ba9\u6211\u4eec\u6765\u770b\u770b\u4e0b\u9762\u7684\u793a\u4f8b\uff1a\u4e00\u4e2a\u4ee3\u7406\u6b63\u88ab\u8bad\u7ec3\u6210\u4e00\u540d\u65c5\u6e38\u793c\u5bbe\uff0c\u4e0e\u60f3\u8981\u9884\u8ba2\u5ea6\u5047\u884c\u7a0b\u7684\u7528\u6237\u8fdb\u884c\u4ea4\u4e92\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u8ba9\u4ee3\u7406\u751f\u6210\u4e00\u4e2a\u57ce\u5e02\u5217\u8868\uff0c\u4ee5\u4fbf\u6211\u4eec\u5728\u4e2d\u95f4\u4ef6\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4f7f\u7528\uff0c\u4e3a\u7528\u6237\u7684\u65c5\u884c\u8ba1\u5212\u4e0b\u8f7d\u56fe\u7247\u3001\u6570\u636e\u7b49\u3002\u7528\u6237\u53ef\u80fd\u4f1a\u8bf4<\/p>\n<p>\u6211\u60f3\u548c\u5bb6\u4eba\u4e00\u8d77\u53bb\u6ed1\u96ea\uff0c\u4f46\u4e0d\u77e5\u9053\u53bb\u54ea\u91cc\u3002 \u5728\u5bf9\u6a21\u578b\u7684\u5178\u578b\u63d0\u793a\u4e2d\uff0c\u8f93\u51fa\u7ed3\u679c\u53ef\u80fd\u5982\u4e0b\uff1a\u5f53\u7136\uff0c\u8fd9\u91cc\u6709\u4e00\u4efd\u60a8\u53ef\u4ee5\u8003\u8651\u5168\u5bb6\u6ed1\u96ea\u65c5\u884c\u7684\u57ce\u5e02\u5217\u8868\uff1a<\/p>\n<ul>\n<li>\u7f8e\u56fd\u79d1\u7f57\u62c9\u591a\u5dde\u514b\u96f7\u65af\u7279\u5e03\u7279<\/li>\n<li>\u52a0\u62ff\u5927\u4e0d\u5217\u98a0\u54e5\u4f26\u6bd4\u4e9a\u7701\u60e0\u65af\u52d2<\/li>\n<li>\u745e\u58eb\u91c7\u5c14\u9a6c\u7279<\/li>\n<\/ul>\n<p>\u867d\u7136\u4e0a\u8ff0\u8f93\u51fa\u5305\u542b\u6211\u4eec\u9700\u8981\u7684\u6570\u636e\uff08\u57ce\u5e02\u540d\u79f0\uff09\uff0c\u4f46\u5176\u683c\u5f0f\u5e76\u4e0d\u9002\u5408\u89e3\u6790\u3002\u901a\u8fc7\u51fd\u6570\u8c03\u7528\uff0c\u6211\u4eec\u53ef\u4ee5\u6559\u6a21\u578b\u5c06\u8f93\u51fa\u683c\u5f0f\u5316\u4e3a\u7ed3\u6784\u5316\u7684\u6837\u5f0f\uff08\u5982 JSON\uff09\uff0c\u8fd9\u6837\u66f4\u4fbf\u4e8e\u5176\u4ed6\u7cfb\u7edf\u8fdb\u884c\u89e3\u6790\u3002\u5728\u7528\u6237\u8f93\u5165\u76f8\u540c\u63d0\u793a\u7684\u60c5\u51b5\u4e0b\uff0c\u51fd\u6570\u7684 JSON \u8f93\u51fa\u793a\u4f8b\u53ef\u80fd\u5982\u4e0b\u6240\u793a<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37836\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/pianduan5.png\"  alt=\"\" width=\"900\" height=\"330\" \/> <\/p>\n<p style=\"text-align: center;\">\u4ee3\u7801\u6bb5 5.\u663e\u793a\u57ce\u5e02\u548c\u7528\u6237\u504f\u597d\u5217\u8868\u7684\u51fd\u6570\u8c03\u7528\u6709\u6548\u8f7d\u8377\u793a\u4f8b<\/p>\n<p>\u8fd9\u4e2a JSON \u6709\u6548\u8d1f\u8f7d\u7531\u6a21\u578b\u751f\u6210\uff0c\u7136\u540e\u53d1\u9001\u5230\u6211\u4eec\u7684\u5ba2\u6237\u7aef\u670d\u52a1\u5668\uff0c\u4ee5\u5b8c\u6210\u6211\u4eec\u60f3\u505a\u7684\u4efb\u4f55\u4e8b\u60c5\u3002\u5728\u8fd9\u4e2a\u5177\u4f53\u6848\u4f8b\u4e2d\uff0c\u6211\u4eec\u5c06\u8c03\u7528 Google Places API \u6765\u83b7\u53d6\u6a21\u578b\u63d0\u4f9b\u7684\u57ce\u5e02\u5e76\u67e5\u627e\u56fe\u7247\uff0c\u7136\u540e\u5c06\u5176\u4f5c\u4e3a\u683c\u5f0f\u5316\u7684\u4e30\u5bcc\u5185\u5bb9\u53cd\u9988\u7ed9\u6211\u4eec\u7684\u7528\u6237\u3002\u56fe 9 \u4e2d\u7684\u5e8f\u5217\u56fe\u8be6\u7ec6\u5c55\u793a\u4e86\u4e0a\u8ff0\u4ea4\u4e92\u8fc7\u7a0b\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37838\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/tu9.png\"  alt=\"\" width=\"900\" height=\"660\" \/> <\/p>\n<p style=\"text-align: center;\">\u56fe 9.\u663e\u793a\u51fd\u6570\u8c03\u7528\u751f\u547d\u5468\u671f\u7684\u5e8f\u5217\u56fe<\/p>\n<p>\u56fe 9 \u793a\u4f8b\u7684\u7ed3\u679c\u662f\uff0c\u6a21\u578b\u88ab\u7528\u6765 \u201c\u586b\u7a7a \u201c\u5ba2\u6237\u7aef\u7528\u6237\u754c\u9762\u8c03\u7528 Google Places API \u6240\u9700\u7684\u53c2\u6570\u3002\u5ba2\u6237\u7aef\u7528\u6237\u754c\u9762\u4f7f\u7528\u6a21\u578b\u5728\u8fd4\u56de\u7684 Function \u4e2d\u63d0\u4f9b\u7684\u53c2\u6570\u6765\u7ba1\u7406\u5b9e\u9645\u7684 API \u8c03\u7528\u3002\u8fd9\u53ea\u662f\u51fd\u6570\u8c03\u7528\u7684\u4e00\u4e2a\u4f7f\u7528\u6848\u4f8b\uff0c\u4f46\u8fd8\u6709\u8bb8\u591a\u5176\u4ed6\u573a\u666f\u503c\u5f97\u8003\u8651\uff0c\u4f8b\u5982<\/p>\n<ul>\n<li>\u60a8\u5e0c\u671b\u8bed\u8a00\u6a21\u578b\u5efa\u8bae\u60a8\u5728\u4ee3\u7801\u4e2d\u4f7f\u7528\u7684\u51fd\u6570\uff0c\u4f46\u53c8\u4e0d\u60f3\u5728\u4ee3\u7801\u4e2d\u5305\u542b\u51ed\u8bc1\u3002\u56e0\u4e3a\u51fd\u6570\u8c03\u7528\u5e76\u4e0d\u8fd0\u884c\u51fd\u6570\uff0c\u6240\u4ee5\u60a8\u4e0d\u9700\u8981\u5728\u4ee3\u7801\u4e2d\u5305\u542b\u8bc1\u4e66\u548c\u51fd\u6570\u4fe1\u606f\u3002<\/li>\n<li>\u60a8\u6b63\u5728\u8fd0\u884c\u5f02\u6b65\u64cd\u4f5c\uff0c\u8017\u65f6\u53ef\u80fd\u8d85\u8fc7\u51e0\u79d2\u949f\u3002\u7531\u4e8e\u51fd\u6570\u8c03\u7528\u662f\u4e00\u79cd\u5f02\u6b65\u64cd\u4f5c\uff0c\u56e0\u6b64\u5f88\u597d\u5730\u5904\u7406\u8fd9\u4e9b\u60c5\u51b5\u3002<\/li>\n<li>\u60a8\u5e0c\u671b\u5728\u4e0d\u540c\u4e8e\u4ea7\u751f\u51fd\u6570\u8c03\u7528\u53ca\u5176\u53c2\u6570\u7684\u7cfb\u7edf\u7684\u8bbe\u5907\u4e0a\u8fd0\u884c\u51fd\u6570\u3002<\/li>\n<\/ul>\n<p>\u5173\u4e8e\u51fd\u6570\uff0c\u9700\u8981\u8bb0\u4f4f\u7684\u4e00\u4e2a\u5173\u952e\u70b9\u662f\uff0c\u5b83\u4eec\u4e0d\u4ec5\u80fd\u4e3a\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u66f4\u591a\u5bf9 API \u8c03\u7528\u6267\u884c\u7684\u63a7\u5236\uff0c\u8fd8\u80fd\u63a7\u5236\u6574\u4e2a\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u6574\u4e2a\u6570\u636e\u6d41\u3002\u5728\u56fe 9 \u7684\u793a\u4f8b\u4e2d\uff0c\u5f00\u53d1\u4eba\u5458\u9009\u62e9\u4e0d\u5c06 API \u4fe1\u606f\u8fd4\u56de\u7ed9\u4ee3\u7406\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u4fe1\u606f\u5bf9\u4ee3\u7406\u672a\u6765\u53ef\u80fd\u91c7\u53d6\u7684\u884c\u52a8\u5e76\u4e0d\u91cd\u8981\u3002\u4e0d\u8fc7\uff0c\u6839\u636e\u5e94\u7528\u7a0b\u5e8f\u7684\u67b6\u6784\uff0c\u5c06\u5916\u90e8 API 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src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/pianduan6.png\"  alt=\"\" width=\"900\" height=\"479\" \/> <\/p>\n<p style=\"text-align: center;\">\u4ee3\u7801\u6bb5 6.\u663e\u793a\u57ce\u5e02\u5217\u8868\u51fd\u6570\u7684 python \u65b9\u6cd5\u793a\u4f8b\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u5b9e\u4f8b\u5316\u6a21\u578b\uff0c\u6784\u5efa\u5de5\u5177\uff0c\u7136\u540e\u5c06\u7528\u6237\u7684\u67e5\u8be2\u548c\u5de5\u5177\u4f20\u5165\u6a21\u578b\u3002\u6267\u884c\u4e0b\u9762\u7684\u4ee3\u7801\u5c06\u4ea7\u751f\u4ee3\u7801\u7247\u6bb5\u5e95\u90e8\u7684\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37842\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/pianduan7.png\"  alt=\"\" width=\"900\" height=\"479\" \/> <\/p>\n<p style=\"text-align: center;\">\u4ee3\u7801\u6bb5 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10.\u4ee3\u7406\u5982\u4f55\u4e0e\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\u4ea4\u4e92\uff1f<\/p>\n<p>\u6570\u636e\u5b58\u50a8\u5141\u8bb8\u5f00\u53d1\u4eba\u5458\u4ee5\u539f\u59cb\u683c\u5f0f\u5411\u4ee3\u7406\u63d0\u4f9b\u989d\u5916\u6570\u636e\uff0c\u4ece\u800c\u7701\u53bb\u4e86\u8017\u65f6\u7684\u6570\u636e\u8f6c\u6362\u3001\u6a21\u578b\u518d\u8bad\u7ec3\u6216\u5fae\u8c03\u3002\u6570\u636e\u5b58\u50a8\u5c06\u4f20\u5165\u7684\u6587\u6863\u8f6c\u6362\u6210\u4e00\u7ec4\u77e2\u91cf\u6570\u636e\u5e93\u5d4c\u5165\uff0c\u4ee3\u7406\u53ef\u5229\u7528\u8fd9\u4e9b\u5d4c\u5165\u63d0\u53d6\u6240\u9700\u7684\u4fe1\u606f\uff0c\u4ee5\u8865\u5145\u5176\u4e0b\u4e00\u6b65\u884c\u52a8\u6216\u5bf9\u7528\u6237\u7684\u54cd\u5e94\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37846\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/tu11.png\"  alt=\"\" width=\"900\" height=\"422\" \/> <\/p>\n<p style=\"text-align: center;\">\u56fe 11.\u6570\u636e\u5b58\u50a8\u5c06\u4ee3\u7406\u4e0e\u5404\u79cd\u7c7b\u578b\u7684\u65b0\u5b9e\u65f6\u6570\u636e\u6e90\u8fde\u63a5\u8d77\u6765\u3002<\/p>\n<h3>\u5b9e\u65bd\u4e0e\u5e94\u7528<\/h3>\n<p>\u5728\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7684\u80cc\u666f\u4e0b\uff0c\u6570\u636e\u5b58\u50a8\u901a\u5e38\u4ee5\u77e2\u91cf\u6570\u636e\u5e93\u7684\u5f62\u5f0f\u5b9e\u73b0\uff0c\u5f00\u53d1\u8005\u5e0c\u671b\u4ee3\u7406\u5728\u8fd0\u884c\u65f6\u80fd\u591f\u8bbf\u95ee\u8be5\u6570\u636e\u5e93\u3002\u867d\u7136\u6211\u4eec\u4e0d\u4f1a\u5728\u6b64\u6df1\u5165\u4ecb\u7ecd\u77e2\u91cf\u6570\u636e\u5e93\uff0c\u4f46\u9700\u8981\u4e86\u89e3\u7684\u5173\u952e\u4e00\u70b9\u662f\uff0c\u5b83\u4eec\u4ee5\u77e2\u91cf\u5d4c\u5165\u7684\u5f62\u5f0f\u5b58\u50a8\u6570\u636e\uff0c\u800c\u77e2\u91cf\u5d4c\u5165\u662f\u4e00\u79cd\u9ad8\u7ef4\u77e2\u91cf\u6216\u6570\u5b66\u5d4c\u5165\u3002<\/p>\n<p>\u6240\u63d0\u4f9b\u6570\u636e\u7684\u8868\u793a\u3002\u8fd1\u6765\uff0c\u6570\u636e\u5b58\u50a8\u4e0e\u8bed\u8a00\u6a21\u578b\u7ed3\u5408\u4f7f\u7528\u7684\u6700\u591a\u7684\u4f8b\u5b50\u4e4b\u4e00\u662f\u68c0\u7d22\u589e\u5f3a\u8bed\u8a00\u6a21\u578b\uff08Retrieval Augmented\uff09\u7684\u5b9e\u65bd\u3002<\/p>\n<p>\u751f\u6210\uff08RAG\uff09\u4e3a\u57fa\u7840\u7684\u5e94\u7528\u3002\u8fd9\u4e9b\u5e94\u7528\u65e8\u5728\u901a\u8fc7\u8ba9\u6a21\u578b\u8bbf\u95ee\u5404\u79cd\u683c\u5f0f\u7684\u6570\u636e\uff0c\u4ece\u800c\u6269\u5c55\u6a21\u578b\u77e5\u8bc6\u7684\u5e7f\u5ea6\u548c\u6df1\u5ea6\uff0c\u4f7f\u5176\u8d85\u8d8a\u57fa\u7840\u8bad\u7ec3\u6570\u636e\uff1a<\/p>\n<ul>\n<li>\u7f51\u7ad9\u5185\u5bb9<\/li>\n<li>\u7ed3\u6784\u5316\u6570\u636e\u683c\u5f0f\uff0c\u5982 PDF\u3001Word \u6587\u6863\u3001CSV\u3001\u7535\u5b50\u8868\u683c\u7b49\u3002<\/li>\n<li>HTML\u3001PDF\u3001TXT \u7b49\u683c\u5f0f\u7684\u975e\u7ed3\u6784\u5316\u6570\u636e\u3002<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37883\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/tu12.png\"  alt=\"\" width=\"900\" height=\"254\" \/> <\/p>\n<p style=\"text-align: center;\">\u56fe 12.\u4ee3\u7406\u4e0e\u6570\u636e\u5b58\u50a8\u4e4b\u95f4\u7684 1 \u5bf9\u591a\u5173\u7cfb\uff0c\u53ef\u4ee3\u8868\u5404\u79cd\u7c7b\u578b\u7684\u9884\u7d22\u5f15\u6570\u636e<\/p>\n<p>\u6bcf\u4e2a\u7528\u6237\u8bf7\u6c42\u548c\u4ee3\u7406\u54cd\u5e94\u5faa\u73af\u7684\u57fa\u672c\u6d41\u7a0b\u5efa\u6a21\u4e00\u822c\u5982\u56fe 13 \u6240\u793a\u3002<\/p>\n<ol>\n<li>\u7528\u6237\u67e5\u8be2\u88ab\u53d1\u9001\u5230\u5d4c\u5165\u6a21\u578b\uff0c\u4ee5\u751f\u6210\u67e5\u8be2\u7684\u5d4c\u5165\u4fe1\u606f<\/li>\n<li>\u7136\u540e\uff0c\u4f7f\u7528 SCaNN \u7b49\u5339\u914d\u7b97\u6cd5\u5c06\u67e5\u8be2\u5d4c\u5165\u4e0e\u77e2\u91cf\u6570\u636e\u5e93\u7684\u5185\u5bb9\u8fdb\u884c\u5339\u914d\u3002<\/li>\n<li>\u5339\u914d\u7684\u5185\u5bb9\u4ee5\u6587\u672c\u683c\u5f0f\u4ece\u77e2\u91cf\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u51fa\u6765\uff0c\u5e76\u53d1\u9001\u56de\u4ee3\u7406<\/li>\n<li>\u4ee3\u7406\u63a5\u6536\u7528\u6237\u67e5\u8be2\u548c\u68c0\u7d22\u5230\u7684\u5185\u5bb9\uff0c\u7136\u540e\u5236\u5b9a\u54cd\u5e94\u6216\u884c\u52a8<\/li>\n<li>\u5411\u7528\u6237\u53d1\u9001\u6700\u7ec8\u56de\u590d<\/li>\n<\/ol>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37884\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/tu13.png\"  alt=\"\" width=\"900\" height=\"330\" \/> <\/p>\n<p style=\"text-align: center;\">\u56fe 13.\u57fa\u4e8e RAG 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<\/p>\n<h2>\u901a\u8fc7\u6709\u9488\u5bf9\u6027\u7684\u5b66\u4e60\u63d0\u9ad8\u6a21\u578b\u6027\u80fd<\/h2>\n<p>\u6709\u6548\u4f7f\u7528\u6a21\u578b\u7684\u4e00\u4e2a\u91cd\u8981\u65b9\u9762\u662f\u6a21\u578b\u5728\u751f\u6210\u8f93\u51fa\u65f6\u9009\u62e9\u6b63\u786e\u5de5\u5177\u7684\u80fd\u529b\uff0c\u5c24\u5176\u662f\u5728\u751f\u4ea7\u4e2d\u5927\u89c4\u6a21\u4f7f\u7528\u5de5\u5177\u65f6\u3002\u867d\u7136\u4e00\u822c\u57f9\u8bad\u6709\u52a9\u4e8e\u6a21\u578b\u5f00\u53d1\u8fd9\u4e00\u6280\u80fd\uff0c\u4f46\u771f\u5b9e\u4e16\u754c\u7684\u573a\u666f\u5f80\u5f80\u9700\u8981\u57f9\u8bad\u6570\u636e\u4ee5\u5916\u7684\u77e5\u8bc6\u3002\u628a\u8fd9\u60f3\u8c61\u6210\u57fa\u672c\u70f9\u996a\u6280\u80fd\u548c\u638c\u63e1\u70f9\u996a\u6280\u5de7\u4e4b\u95f4\u7684\u533a\u522b\u4e00\u79cd\u7279\u5b9a\u7684\u83dc\u80b4\u3002\u4e24\u8005\u90fd\u9700\u8981\u57fa\u7840\u70f9\u996a\u77e5\u8bc6\uff0c\u4f46\u540e\u8005\u9700\u8981\u6709\u9488\u5bf9\u6027\u7684\u5b66\u4e60\uff0c\u4ee5\u83b7\u5f97\u66f4\u7ec6\u81f4\u5165\u5fae\u7684\u6548\u679c\u3002<\/p>\n<p>\u4e3a\u4e86\u5e2e\u52a9\u6a21\u578b\u83b7\u53d6\u8fd9\u7c7b\u7279\u5b9a\u77e5\u8bc6\uff0c\u51e0\u79cd\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li><strong>\u60c5\u5883\u5b66\u4e60<\/strong>\uff1a\u8fd9\u79cd\u65b9\u6cd5\u5728\u63a8\u7406\u65f6\u4e3a\u901a\u7528\u6a21\u578b\u63d0\u4f9b\u63d0\u793a\u3001\u5de5\u5177\u548c\u5c11\u91cf\u793a\u4f8b\uff0c\u4f7f\u5176\u80fd\u591f 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\u67b6\u6784\u7684\u6570\u636e\u5b58\u50a8\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u5fae\u8c03\u7684\u5b66\u4e60<\/strong>\uff1a\u8fd9\u79cd\u65b9\u6cd5\u5305\u62ec\u5728\u63a8\u7406\u4e4b\u524d\u4f7f\u7528\u7279\u5b9a\u793a\u4f8b\u7684\u8f83\u5927\u6570\u636e\u96c6\u6765\u8bad\u7ec3\u6a21\u578b\u3002\u8fd9\u6709\u52a9\u4e8e\u6a21\u578b\u5728\u63a5\u6536\u4efb\u4f55\u7528\u6237\u67e5\u8be2\u4e4b\u524d\uff0c\u4e86\u89e3\u4f55\u65f6\u4ee5\u53ca\u5982\u4f55\u5e94\u7528 cefiain \u5de5\u5177\u3002<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u4e86\u89e3\u6bcf\u79cd\u6709\u9488\u5bf9\u6027\u7684\u5b66\u4e60\u65b9\u6cd5\uff0c\u8ba9\u6211\u4eec\u91cd\u6e29\u4e00\u4e0b\u70f9\u996a\u7684\u6bd4\u55bb\u3002<\/p>\n<ul>\n<li>\u8bd5\u60f3\u4e00\u4e0b\uff0c\u53a8\u5e08\u4ece\u987e\u5ba2\u90a3\u91cc\u5f97\u5230\u4e00\u4efd\u7279\u5b9a\u7684\u98df\u8c31\uff08\u63d0\u793a\uff09\u3001\u4e00\u4e9b\u5173\u952e\u914d\u6599\uff08\u76f8\u5173\u5de5\u5177\uff09\u548c\u4e00\u4e9b\u83dc\u80b4\u793a\u4f8b\uff08\u5c11\u91cf\u793a\u4f8b\uff09\u3002\u6839\u636e\u8fd9\u4e9b\u6709\u9650\u7684\u4fe1\u606f\u548c\u53a8\u5e08\u7684\u70f9\u996a\u5e38\u8bc6\uff0c\u4ed6\u4eec\u9700\u8981\u60f3\u51fa\u5982\u4f55 \u201d 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LangChain \u7684\u4ee3\u7406\u5feb\u901f stafi<\/h2>\n<p>\u4e3a\u4e86\u63d0\u4f9b\u771f\u5b9e\u4e16\u754c\u4e2d\u53ef\u6267\u884c\u7684\u4ee3\u7406\u64cd\u4f5c\u793a\u4f8b\uff0c\u6211\u4eec\u5c06\u4f7f\u7528 LangChain \u548c LangGraph \u5e93\u6784\u5efa\u4e00\u4e2a\u5feb\u901f\u539f\u578b\u3002\u8fd9\u4e9b\u6d41\u884c\u7684\u5f00\u6e90\u5e93\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u5c06\u903b\u8f91\u3001\u63a8\u7406\u548c\u5de5\u5177\u8c03\u7528\u7684\u5e8f\u5217 \u201c\u94fe\u201d\u5728\u4e00\u8d77\u6765\u6784\u5efa\u5ba2\u6237\u4ee3\u7406\uff0c\u4ece\u800c\u56de\u7b54\u7528\u6237\u7684\u8be2\u95ee\u3002\u6211\u4eec\u5c06\u4f7f\u7528 gemini-1.5-flash-001 \u6a21\u578b\u548c\u4e00\u4e9b\u7b80\u5355\u7684\u5de5\u5177\u6765\u56de\u7b54\u7528\u6237\u7684\u591a\u9636\u6bb5\u67e5\u8be2\uff0c\u5982\u7247\u6bb5 8 \u6240\u793a\u3002<\/p>\n<p>\u6211\u4eec\u4f7f\u7528\u7684\u5de5\u5177\u662f SerpAPI\uff08\u7528\u4e8e\u8c37\u6b4c\u641c\u7d22\uff09\u548c Google Places API\u3002\u6267\u884c\u5b8c\u4ee3\u7801\u6bb5 8 \u4e2d\u7684\u7a0b\u5e8f\u540e\uff0c\u60a8\u53ef\u4ee5\u770b\u5230\u4ee3\u7801\u6bb5 9 \u4e2d\u7684\u793a\u4f8b\u8f93\u51fa\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-37890 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/painduan8.png\"  alt=\"\" width=\"615\" height=\"705\" \/> <\/p>\n<p style=\"text-align: center;\">\u4ee3\u7801\u6bb5 8.\u57fa\u4e8e LangChain \u548c LangGraph \u7684\u4ee3\u7406\u793a\u4f8b\u4e0e\u5de5\u5177<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-37891 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/pianduan9.png\"  alt=\"\" width=\"615\" height=\"489\" \/> <\/p>\n<p style=\"text-align: center;\">\u4ee3\u7801\u6bb5 9.\u56fe\u793a 8 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\u4eba\u5de5\u667a\u80fd\u5e73\u53f0\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b8c\u5168\u53ef\u7ba1\u7406\u7684\u73af\u5883\uff0c\u5305\u542b\u4e86\u524d\u9762\u63d0\u5230\u7684\u6240\u6709\u57fa\u672c\u8981\u7d20\uff0c\u4ece\u800c\u7b80\u5316\u4e86\u8fd9\u4e00\u8fc7\u7a0b\u3002\u901a\u8fc7\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u754c\u9762\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u5feb\u901f\u7528\u6237\u53ef\u4ee5\u5b9a\u4e49\u5176\u4ee3\u7406\u7684\u5173\u952e\u8981\u7d20\u2013\u76ee\u6807\u3001\u4efb\u52a1\u6307\u4ee4\u3001\u5de5\u5177\u3001\u4efb\u52a1\u59d4\u6258\u5b50\u4ee3\u7406\u548c\u793a\u4f8b\u2013\u4ece\u800c\u8f7b\u677e\u6784\u5efa\u6240\u9700\u7684\u7cfb\u7edf\u884c\u4e3a\u3002\u6b64\u5916\uff0c\u8be5\u5e73\u53f0\u8fd8\u914d\u5907\u4e86\u4e00\u5957\u5f00\u53d1\u5de5\u5177\uff0c\u53ef\u7528\u4e8e\u6d4b\u8bd5\u3001\u8bc4\u4f30\u3001\u6d4b\u91cf\u4ee3\u7406\u6027\u80fd\u3001\u8c03\u8bd5\u548c\u63d0\u9ad8\u6240\u5f00\u53d1\u4ee3\u7406\u7684\u6574\u4f53\u8d28\u91cf\u3002\u8fd9\u6837\uff0c\u5f00\u53d1\u4eba\u5458\u5c31\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u6784\u5efa\u548c\u5b8c\u5584\u4ed6\u4eec\u7684\u4ee3\u7406\uff0c\u800c\u590d\u6742\u7684\u57fa\u7840\u67b6\u6784\u3001\u90e8\u7f72\u548c\u7ef4\u62a4\u5de5\u4f5c\u5219\u7531\u5e73\u53f0\u672c\u8eab\u6765\u7ba1\u7406\u3002<\/p>\n<p>\u5728\u56fe 15 \u4e2d\uff0c\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5728 Vefiex \u4eba\u5de5\u667a\u80fd\u5e73\u53f0\u4e0a\u6784\u5efa\u7684\u4ee3\u7406\u67b6\u6784\u793a\u4f8b\uff0c\u8be5\u4ee3\u7406\u4f7f\u7528\u4e86 Vefiex Agent Builder\u3001Vefiex Extensions\u3001Vefiex AI Agent Builder \u7b49\u591a\u79cd\u529f\u80fd\u3002\u4f8b\u5982\uff0c\u51fd\u6570\u8c03\u7528\u548c Vefiex \u793a\u4f8b\u5b58\u50a8\u3002\u8be5\u67b6\u6784\u5305\u62ec\u8bb8\u591a\u751f\u4ea7\u5c31\u7eea\u5e94\u7528\u7a0b\u5e8f\u6240\u9700\u7684\u5404\u79cd\u7ec4\u4ef6\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-37892\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/01\/tu15-1.png\"  alt=\"\" width=\"900\" height=\"489\" \/> <\/p>\n<p style=\"text-align: center;\">\u56fe 15.\u57fa\u4e8e Vefiex \u4eba\u5de5\u667a\u80fd\u5e73\u53f0\u6784\u5efa\u7684\u7aef\u5230\u7aef\u4ee3\u7406\u67b6\u6784\u793a\u4f8b<\/p>\n<p>\u60a8\u53ef\u4ee5\u4ece\u6211\u4eec\u7684\u5b98\u65b9\u6587\u6863\u4e2d\u8bd5\u7528\u8fd9\u79cd\u9884\u6784\u5efa\u4ee3\u7406\u67b6\u6784\u7684\u793a\u4f8b\u3002<\/p>\n<h2>\u6458\u8981<\/h2>\n<p>\u5728\u672c\u767d\u76ae\u4e66\u4e2d\uff0c\u6211\u4eec\u8ba8\u8bba\u4e86\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7684\u57fa\u7840\u6784\u4ef6\u3001\u5b83\u4eec\u7684\u7ec4\u6210\u4ee5\u53ca\u4ee5\u8ba4\u77e5\u67b6\u6784\u7684\u5f62\u5f0f\u5b9e\u73b0\u5b83\u4eec\u7684\u6709\u6548\u65b9\u6cd5\u3002\u672c\u767d\u76ae\u4e66\u7684\u4e00\u4e9b\u4e3b\u8981\u5185\u5bb9\u5305\u62ec<\/p>\n<ol>\n<li>\u4ee3\u7406\u53ef\u4ee5\u5229\u7528\u4e00\u4e2a\u6216\u591a\u4e2a\u8bed\u8a00\u6a21\u578b\u6765\u51b3\u5b9a\u4f55\u65f6\u4ee5\u53ca\u5982\u4f55\u8fdb\u884c\u72b6\u6001\u8f6c\u6362\uff0c\u5e76\u4f7f\u7528\u5916\u90e8\u5de5\u5177\u6765\u5b8c\u6210\u4efb\u4f55\u6570\u91cf\u7684\u590d\u6742\u4efb\u52a1\uff0c\u800c\u8fd9\u4e9b\u4efb\u52a1\u5bf9\u6a21\u578b\u6765\u8bf4\u662f\u5f88\u96be\u6216\u4e0d\u53ef\u80fd\u72ec\u7acb\u5b8c\u6210\u7684\u3002<\/li>\n<li>\u4ee3\u7406\u8fd0\u884c\u7684\u6838\u5fc3\u662f\u534f\u8c03\u5c42\uff0c\u8fd9\u662f\u4e00\u79cd\u8ba4\u77e5\u67b6\u6784\uff0c\u7528\u4e8e\u6784\u5efa\u63a8\u7406\u3001\u89c4\u5212\u548c\u51b3\u7b56\uff0c\u5e76\u6307\u5bfc\u4ee3\u7406\u7684\u884c\u52a8\u3002\u5404\u79cd\u63a8\u7406\u6280\u672f\uff0c\u5982 ReAct\u3001Chain-of-Thought \u548c Tree-of-Thoughts \u7b49\uff0c\u4e3a\u534f\u8c03\u5c42\u63d0\u4f9b\u4e86\u4e00\u4e2a\u63a5\u6536\u4fe1\u606f\u3001\u6267\u884c\u5185\u90e8\u63a8\u7406\u548c\u751f\u6210\u660e\u667a\u51b3\u7b56\u6216\u54cd\u5e94\u7684\u6846\u67b6\u3002<\/li>\n<li>\u6269\u5c55\u3001\u51fd\u6570\u548c\u6570\u636e\u5b58\u50a8\u7b49\u5de5\u5177\u662f\u4ee3\u7406\u901a\u5411\u5916\u90e8\u4e16\u754c\u7684\u94a5\u5319\uff0c\u4f7f\u4ed6\u4eec\u80fd\u591f\u4e0e\u5916\u90e8\u7cfb\u7edf\u4ea4\u4e92\uff0c\u5e76\u83b7\u53d6\u8bad\u7ec3\u6570\u636e\u4ee5\u5916\u7684\u77e5\u8bc6\u3002\u6269\u5c55\u5728\u4ee3\u7406\u548c\u5916\u90e8\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u4e4b\u95f4\u67b6\u8d77\u4e86\u4e00\u5ea7\u6865\u6881\uff0c\u4f7f\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u8c03\u7528\u7684\u6267\u884c\u548c\u5b9e\u65f6\u4fe1\u606f\u7684\u68c0\u7d22\u6210\u4e3a\u53ef\u80fd\u3002\u751f\u6210\u53ef\u5728\u5ba2\u6237\u7aef\u6267\u884c\u7684\u529f\u80fd\u53c2\u6570\u3002\u6570\u636e\u5b58\u50a8\u53ef\u8ba9\u4ee3\u7406\u8bbf\u95ee\u7ed3\u6784\u5316\u6216\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0c\u4ece\u800c\u5b9e\u73b0\u6570\u636e\u9a71\u52a8\u578b\u5e94\u7528\u3002<\/li>\n<\/ol>\n<p>\u672a\u6765\u7684\u4ee3\u7406\u6280\u672f\u5c06\u53d6\u5f97\u4ee4\u4eba\u5174\u594b\u7684\u8fdb\u6b65\uff0c\u800c\u6211\u4eec\u624d\u521a\u521a\u5f00\u59cb\u4e86\u89e3\u5176\u53ef\u80fd\u6027\u7684\u8868\u9762\u3002\u968f\u7740\u5de5\u5177\u8d8a\u6765\u8d8a\u5148\u8fdb\uff0c\u63a8\u7406\u80fd\u529b\u8d8a\u6765\u8d8a\u5f3a\uff0c\u4ee3\u7406\u5c06\u6709\u80fd\u529b\u89e3\u51b3\u8d8a\u6765\u8d8a\u590d\u6742\u7684\u95ee\u9898\u3002\u6b64\u5916\uff0c\u201d\u4ee3\u7406\u94fe \u201c\u7684\u6218\u7565\u65b9\u6cd5\u5c06\u7ee7\u7eed\u5f97\u5230\u3002\u901a\u8fc7\u5c06\u4e13\u4e1a\u4ee3\u7406\uff08\u6bcf\u4e2a\u4ee3\u7406\u90fd\u64c5\u957f\u67d0\u4e00\u7279\u5b9a\u9886\u57df\u6216\u4efb\u52a1\uff09\u7ed3\u5408\u8d77\u6765\uff0c\u6211\u4eec\u5c31\u80fd\u521b\u9020\u51fa\u4e00\u79cd \u201c\u6df7\u5408\u4ee3\u7406\u7ecf\u9a8c \u201c\u7684\u65b9\u6cd5\uff0c\u80fd\u591f\u5728\u5404\u4e2a\u884c\u4e1a\u548c\u95ee\u9898\u9886\u57df\u53d6\u5f97\u5353\u8d8a\u7684\u6210\u679c\u3002<\/p>\n<p>\u91cd\u8981\u7684\u662f\u8981\u8bb0\u4f4f\uff0c\u5efa\u7acb\u590d\u6742\u7684\u4ee3\u7406\u67b6\u6784\u9700\u8981\u4e00\u79cd\u8fed\u4ee3\u65b9\u6cd5\u3002\u5b9e\u9a8c\u548c\u6539\u8fdb\u662f\u4e3a\u7279\u5b9a\u4e1a\u52a1\u6848\u4f8b\u548c\u7ec4\u7ec7\u9700\u6c42\u627e\u5230\u89e3\u51b3\u65b9\u6848\u7684\u5173\u952e\u3002\u7531\u4e8e\u652f\u6491\u4ee3\u7406\u67b6\u6784\u7684\u57fa\u7840\u6a21\u578b\u5177\u6709\u751f\u6210\u6027\uff0c\u56e0\u6b64\u6ca1\u6709\u4e24\u4e2a\u4ee3\u7406\u662f\u76f8\u540c\u7684\u3002\u4f46\u662f\uff0c\u901a\u8fc7\u5229\u7528\u6bcf\u4e2a\u57fa\u7840\u7ec4\u4ef6\u7684\u4f18\u52bf\uff0c\u6211\u4eec\u53ef\u4ee5\u521b\u5efa\u6709\u5f71\u54cd\u529b\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u4ece\u800c\u6269\u5c55\u8bed\u8a00\u6a21\u578b\u7684\u529f\u80fd\u5e76\u63a8\u52a8\u73b0\u5b9e\u4e16\u754c\u7684\u4ef7\u503c\u3002<\/p>\n<h3>\u5c3e\u6ce8<\/h3>\n<ol>\n<li>Shafran, I., Cao, Y. et al., 2022, \u2018ReAct\uff1a\u8bed\u8a00\u6a21\u578b\u4e2d\u63a8\u7406\u4e0e\u884c\u52a8\u7684\u534f\u540c\u201d\u3002Available at\uff1ahflps:\/\/arxiv.org\/abs\/2210.03629<\/li>\n<li>Wei\uff0cJ.\uff0cWang\uff0cX.\u7b49\uff0c2023\uff0c\u300aChain-of-Thought Prompting Elicits Reasoning in Large Language Models\u300b\u3002\u89c1 hflps:\/\/arxiv.org\/pdf\/2201.11903.pdf\u3002<\/li>\n<li>Wang, X. et al., 2022, \u2018Self-Consistency Improves Chain of Thought Reasoning in Language Models\u2019.\u89c1 hflps:\/\/arxiv.org\/abs\/2203.11171\u3002<\/li>\n<li>Diao, S. et al., 2023, \u201cActive Prompting with Chain-of-Thought for Large Language Models\u201d\u3002\u89c1 hflps:\/\/arxiv.org\/pdf\/2302.12246.pdf.<\/li>\n<li>Zhang, H. et al., 2023, \u2018Multimodal Chain-of-Thought Reasoning in Language Models\u2019\u3002\u89c1 hflps:\/\/arxiv.org\/abs\/2302.00923.<\/li>\n<li>Yao, S. et al., 2023, \u201cTree of Thoughts\uff1a\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u614e\u91cd\u89e3\u51b3\u95ee\u9898\u300b\u3002Available at\uff1ahflps:\/\/arxiv.org\/abs\/2305.10601.<\/li>\n<li>Long, X., 2023, \u201cLarge Language Model Guided Tree-of-Thought\u201d.\u89c1 hflps:\/\/arxiv.org\/abs\/2305.08291.<\/li>\n<li>\u8c37\u6b4c\u3002\u8c37\u6b4c\u53cc\u5b50\u5ea7\u5e94\u7528\u7a0b\u5e8f\u201d\u3002\u7f51\u5740\uff1ahflp:\/\/gemini.google.com\u3002<\/li>\n<li>Swagger\u3002OpenAPI \u89c4\u8303\u201d\u3002\u7f51\u5740\uff1ahflps:\/\/swagger.io\/specification\/\u3002<\/li>\n<li>Xie, M., 2022, \u300a\u60c5\u5883\u5b66\u4e60\u662f\u5982\u4f55\u8fd0\u4f5c\u7684\uff1f\u7406\u89e3\u4e0e\u4f20\u7edf\u76d1\u7763\u5b66\u4e60\u5dee\u5f02\u7684\u6846\u67b6\u300b\u3002\u89c1 hflps:\/\/ai.stanford.edu\/blog\/understanding-incontext\/\u3002<\/li>\n<li>\u8c37\u6b4c\u7814\u7a76\u3002ScaNN (Scalable Nearest Neighbors)\u2019.\u8bf7\u8bbf\u95ee hflps:\/\/github.com\/google-research\/google-research\/tree\/master\/scann.<\/li>\n<li class=\"last-node\">LangChain.LangChain\u3002\u53ef\u67e5\u9605\uff1ahflps:\/\/python.langchain.com\/v0.2\/docs\/introduction\/\u3002<\/li>\n<\/ol>\n<p> <img decoding=\"async\" class=\"wp-image-35469 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/12\/AI-bot.png\"  alt=\"\" width=\"290\" height=\"290\" \/> <\/p>\n<p style=\"text-align: center;\">\u83b7\u53d6<strong>\u300a\u8c37\u6b4c\u667a\u80fd\u4f53Agent\u767d\u76ae\u4e66\u300bPDF\u539f\u6587\u4ef6<\/strong>\uff0c\u626b\u7801\u5173\u6ce8\u56de\u590d\uff1a 20250108<\/p>\n<p>\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/www.kaggle.com\/whitepaper-agents<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u81f4\u8c22 \u5ba1\u7a3f\u4eba\u548c\u6295\u7a3f\u4eba Evan Huang Emily Xue Olcan Sercinoglu Sebastian Riedel Satinder Baveja Antonio Gulli Anant Nawalgaria \u7b56\u5c55\u4eba\u548c\u7f16\u8f91 \u5b89\u4e1c\u5c3c\u5965-\u53e4\u5229 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