{"id":5505,"date":"2025-01-07T11:26:02","date_gmt":"2025-01-07T03:26:02","guid":{"rendered":"https:\/\/nullthought.net\/?p=5505"},"modified":"2025-01-07T11:26:04","modified_gmt":"2025-01-07T03:26:04","slug":"%e5%9f%ba%e4%ba%8e%e5%a4%a7%e5%9e%8b%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%ef%bc%88llm%ef%bc%89%e7%9a%84%e5%9e%82%e7%9b%b4%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%ef%bc%88vertical-ai%ef%bc%89%e4%bb%a3","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5505","title":{"rendered":"\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5782\u76f4\u4eba\u5de5\u667a\u80fd\uff08Vertical AI\uff09\u4ee3\u7406\u7cfb\u7edf"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2501.00881\" target=\"_blank\" rel=\"noreferrer noopener\">Agentic Systems: A Guide to Transforming Industries with Vertical AI Agents<\/a><\/strong>\u63a2\u8ba8\u4e86\u4ee3\u7406\u7cfb\u7edf\uff08Agentic Systems\uff09\u7684\u5feb\u901f\u53d1\u5c55\u53ca\u5176\u5728\u884c\u4e1a\u4e2d\u7684\u8f6c\u578b\u4f5c\u7528\u3002\u968f\u7740\u4f20\u7edf\u8f6f\u4ef6\u5373\u670d\u52a1\uff08SaaS\uff09\u5e73\u53f0\u7684\u5c40\u9650\u6027\u9010\u6e10\u663e\u73b0\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u52a8\u6001\u548c\u590d\u6742\u73af\u5883\u65f6\uff0c\u4f01\u4e1a\u8feb\u5207\u9700\u8981\u66f4\u5177\u667a\u80fd\u5316\u548c\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u7684\u89e3\u51b3\u65b9\u6848\u3002\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5782\u76f4\u4eba\u5de5\u667a\u80fd\uff08Vertical AI\uff09\u4ee3\u7406\u7cfb\u7edf\uff0c\u80fd\u591f\u63d0\u4f9b\u9762\u5411\u884c\u4e1a\u7684\u667a\u80fd\u670d\u52a1\uff0c\u663e\u8457\u63d0\u5347\u4e1a\u52a1\u6548\u7387\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aFouad Bousetouane\uff0c\u6765\u81eaThe University of Chicago\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"866\" height=\"531\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-7.png\" alt=\"\" class=\"wp-image-5506\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-7.png 866w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-7-300x184.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-7-768x471.png 768w\" sizes=\"auto, (max-width: 866px) 100vw, 866px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/arxiv.org\/abs\/2501.00881\" target=\"_blank\" rel=\"noreferrer noopener\">Agentic Systems: A Guide to Transforming Industries with Vertical AI Agents<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001\u5f15\u8a00<\/h4>\n\n\n\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u548c\u73b0\u4ee3\u8f6f\u4ef6\u7cfb\u7edf\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c<strong><a href=\"https:\/\/nullthought.net\/?p=5319\" target=\"_blank\" rel=\"noreferrer noopener\">\u4ee3\u7406\u7cfb\u7edf\uff08Agentic Systems\uff09<\/a><\/strong>\u5e94\u8fd0\u800c\u751f\uff0c\u5e76\u8fc5\u901f\u6210\u4e3a\u9762\u5411\u7279\u5b9a\u884c\u4e1a\u7684\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u7684\u6838\u5fc3\u7ec4\u6210\u90e8\u5206\u3002\u4f20\u7edf\u7684SaaS\uff08\u8f6f\u4ef6\u5373\u670d\u52a1\uff09\u5e73\u53f0\u867d\u7136\u80fd\u591f\u6ee1\u8db3\u591a\u79cd\u884c\u4e1a\u7684\u57fa\u672c\u9700\u6c42\uff0c\u4f46\u5728\u9762\u5bf9\u52a8\u6001\u53d8\u5316\u3001\u590d\u6742\u73af\u5883\u548c\u9886\u57df\u7279\u5b9a\u6311\u6218\u65f6\u5f80\u5f80\u529b\u4e0d\u4ece\u5fc3\u3002\u56e0\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5782\u76f4\u4eba\u5de5\u667a\u80fd\uff08Vertical AI\uff09\u4ee3\u7406\u7cfb\u7edf\uff0c\u901a\u8fc7\u5f15\u5165\u9886\u57df\u7279\u5b9a\u7684\u667a\u80fd\uff0c\u80fd\u4e3a\u884c\u4e1a\u63d0\u4f9b\u66f4\u4e3a\u7cbe\u51c6\u3001\u7075\u6d3b\u7684\u670d\u52a1\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">1.1 \u4f20\u7edfSaaS\u5e73\u53f0\u7684\u5c40\u9650\u6027<\/h5>\n\n\n\n<p>\u4f20\u7edf\u7684SaaS\u5e73\u53f0\u901a\u5e38\u662f\u6a2a\u5411\u6269\u5c55\u578b\u7684\uff0c\u80fd\u591f\u6ee1\u8db3\u5927\u591a\u6570\u884c\u4e1a\u5728\u6807\u51c6\u5316\u6d41\u7a0b\u548c\u89c4\u6a21\u5316\u8fd0\u8425\u4e0a\u7684\u9700\u6c42\u3002\u5b83\u4eec\u4e3b\u8981\u901a\u8fc7\u63d0\u4f9b\u6807\u51c6\u5316\u7684\u5de5\u5177\uff0c\u5e2e\u52a9\u4f01\u4e1a\u7ba1\u7406\u5de5\u4f5c\u6d41\u3001\u6267\u884c\u5e38\u89c4\u4efb\u52a1\u5e76\u4fdd\u6301\u64cd\u4f5c\u7684\u4e00\u81f4\u6027\u3002\u8fd9\u4e9b\u5e73\u53f0\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u5e7f\u6cdb\u7684\u9002\u7528\u6027\uff0c\u80fd\u591f\u5feb\u901f\u6269\u5c55\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u884c\u4e1a\u9700\u6c42\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u901a\u7528\u5316\u7684\u8bbe\u8ba1\u5f80\u5f80\u727a\u7272\u4e86\u9488\u5bf9\u884c\u4e1a\u7279\u5b9a\u9700\u6c42\u7684\u9002\u5e94\u6027\uff0c\u5bfc\u81f4\u5b83\u4eec\u5728\u5904\u7406\u52a8\u6001\u73af\u5883\u3001\u590d\u6742\u51b3\u7b56\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\u65f6\uff0c\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002<\/p>\n\n\n\n<p><strong>\u884c\u4e1a\u5b9e\u4f8b<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7535\u5b50\u5546\u52a1<\/strong>\uff1a\u4f20\u7edf\u5e73\u53f0\u53ef\u4ee5\u9ad8\u6548\u5904\u7406\u5728\u7ebf\u4ea4\u6613\u3001\u4ea7\u54c1\u76ee\u5f55\u7ba1\u7406\u548c\u8ba2\u5355\u8ddf\u8e2a\u7b49\u5e38\u89c4\u4efb\u52a1\uff0c\u4f46\u5728\u5206\u6790\u5ba2\u6237\u8d2d\u4e70\u884c\u4e3a\u3001\u9884\u6d4b\u5b63\u8282\u6027\u9700\u6c42\u6ce2\u52a8\u6216\u52a8\u6001\u8c03\u6574\u5e93\u5b58\u65f6\uff0c\u5374\u5e38\u5e38\u9700\u8981\u5927\u91cf\u7684\u5b9a\u5236\u5316\u5de5\u4f5c\uff0c\u65e0\u6cd5\u81ea\u52a8\u54cd\u5e94\u5feb\u901f\u53d8\u5316\u7684\u5e02\u573a\u9700\u6c42\u3002<\/li>\n\n\n\n<li><strong>\u591a\u6e20\u9053\u8425\u9500<\/strong>\uff1a\u5c3d\u7ba1\u73b0\u6709\u5de5\u5177\u80fd\u591f\u7ba1\u7406\u4e0d\u540c\u6e20\u9053\u7684\u8425\u9500\u6d3b\u52a8\uff0c\u5e76\u63d0\u4f9b\u81ea\u52a8\u5316\u6a21\u677f\u548c\u6d41\u7a0b\uff0c\u4f46\u5b83\u4eec\u4f9d\u8d56\u4e8e\u9884\u5b9a\u4e49\u7684\u5de5\u4f5c\u6d41\uff0c\u96be\u4ee5\u5728\u5ba2\u6237\u504f\u597d\u53d8\u5316\u3001\u5e02\u573a\u8d8b\u52bf\u53d8\u5316\u6216\u7ade\u4e89\u7b56\u7565\u8c03\u6574\u65f6\u8fdb\u884c\u5373\u65f6\u7684\u5e94\u53d8\u3002<\/li>\n\n\n\n<li><strong>\u5e93\u5b58\u7ba1\u7406<\/strong>\uff1a\u867d\u7136\u8fd9\u4e9b\u7cfb\u7edf\u80fd\u591f\u5b9e\u65f6\u8ddf\u8e2a\u5e93\u5b58\u5e76\u6839\u636e\u9884\u8bbe\u7684\u9608\u503c\u89e6\u53d1\u91cd\u65b0\u8ba2\u8d2d\uff0c\u4f46\u5b83\u4eec\u901a\u5e38\u7f3a\u4e4f\u9884\u6d4b\u4f9b\u5e94\u94fe\u4e2d\u65ad\u3001\u5e94\u5bf9\u7a81\u53d1\u9700\u6c42\u6ce2\u52a8\u6216\u5229\u7528\u5916\u90e8\u5e02\u573a\u4fe1\u606f\u4f18\u5316\u91c7\u8d2d\u7b56\u7565\u7684\u80fd\u529b\u3002<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\">1.2 \u5411\u4e0a\u4e0b\u6587\u611f\u77e5\u7cfb\u7edf\u7684\u8f6c\u53d8<\/h5>\n\n\n\n<p>\u4e3a\u4e86\u5f25\u8865\u4f20\u7edfSaaS\u5e73\u53f0\u7684\u4e0d\u8db3\uff0c\u4f01\u4e1a\u9010\u6e10\u8f6c\u5411\u4e0a\u4e0b\u6587\u611f\u77e5\u7cfb\u7edf\uff08Context-Aware Systems\uff09\u3002\u8fd9\u4e9b\u7cfb\u7edf\u80fd\u591f\u5b9e\u65f6\u5730\u96c6\u6210\u5916\u90e8\u6570\u636e\uff0c\u5e76\u6839\u636e\u73af\u5883\u53d8\u5316\u52a8\u6001\u8c03\u6574\u5de5\u4f5c\u6d41\u548c\u51b3\u7b56\u8fc7\u7a0b\u3002\u4e0a\u4e0b\u6587\u611f\u77e5\u7cfb\u7edf\u5177\u5907\u4ee5\u4e0b\u51e0\u4e2a\u7279\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7406\u89e3\u52a8\u6001\u73af\u5883<\/strong>\uff1a\u80fd\u591f\u5b9e\u65f6\u7406\u89e3\u548c\u8c03\u6574\u5916\u90e8\u73af\u5883\u53d8\u5316\u5e26\u6765\u7684\u5f71\u54cd\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u8f6c\u5316\u4e3a\u51b3\u7b56<\/strong>\uff1a\u65e0\u9700\u5927\u91cf\u4eba\u5de5\u5e72\u9884\uff0c\u80fd\u591f\u81ea\u52a8\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684\u51b3\u7b56\u3002<\/li>\n\n\n\n<li><strong>\u9002\u5e94\u53d8\u5316\u7684\u573a\u666f<\/strong>\uff1a\u6839\u636e\u4e0d\u65ad\u53d8\u5316\u7684\u73af\u5883\u548c\u9700\u6c42\u7075\u6d3b\u8c03\u6574\u64cd\u4f5c\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u7136\u800c\uff0c\u5373\u4f7f\u4e0a\u4e0b\u6587\u611f\u77e5\u7cfb\u7edf\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u89e3\u51b3\u4e86\u5b9e\u65f6\u9002\u5e94\u6027\u7684\u95ee\u9898\uff0c\u4f46\u5b83\u4eec\u4ecd\u7136\u9762\u4e34\u8bb8\u591a\u6311\u6218\uff0c\u7279\u522b\u662f\u5904\u7406\u590d\u6742\u3001\u4e0d\u786e\u5b9a\u7684\u4efb\u52a1\u65f6\uff0c\u4f9d\u7136\u53d7\u9650\u4e8e\u9884\u5b9a\u4e49\u89c4\u5219\u548c\u7ed3\u6784\u5316\u6570\u636e\u7684\u8f93\u5165\u3002<\/p>\n\n\n\n<p><strong>\u884c\u4e1a\u5b9e\u4f8b<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f9b\u5e94\u94fe\u7ba1\u7406<\/strong>\uff1a\u4f20\u7edf\u7684\u4f9b\u5e94\u94fe\u7ba1\u7406\u5de5\u5177\u80fd\u591f\u8ddf\u8e2a\u5e93\u5b58\uff0c\u4f46\u5728\u5e94\u5bf9\u7a81\u53d1\u4e8b\u4ef6\uff08\u5982\u5929\u6c14\u53d8\u5316\u6216\u5730\u7f18\u653f\u6cbb\u98ce\u9669\uff09\u65f6\uff0c\u5f80\u5f80\u65e0\u6cd5\u6709\u6548\u9884\u6d4b\u548c\u8c03\u6574\u3002<\/li>\n\n\n\n<li><strong>\u533b\u7597\u4fdd\u5065<\/strong>\uff1a\u4f20\u7edf\u7684\u9884\u7ea6\u7cfb\u7edf\u80fd\u591f\u7ba1\u7406\u9884\u7ea6\uff0c\u4f46\u5374\u7f3a\u4e4f\u6839\u636e\u5b9e\u65f6\u5065\u5eb7\u6570\u636e\u4f18\u5148\u5904\u7406\u7d27\u6025\u60a3\u8005\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u5782\u76f4AI\u4ee3\u7406\u89e3\u51b3\u65b9\u6848\u7684\u5174\u8d77<\/h4>\n\n\n\n<p>\u968f\u7740\u884c\u4e1a\u9762\u4e34\u8d8a\u6765\u8d8a\u590d\u6742\u548c\u9886\u57df\u7279\u5b9a\u7684\u6311\u6218\uff0c\u5782\u76f4AI\u4ee3\u7406\u7cfb\u7edf\uff08Vertical AI Agents\uff09\u4f5c\u4e3a\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\u5e94\u8fd0\u800c\u751f\u3002\u5782\u76f4AI\u4ee3\u7406\u901a\u8fc7\u5c06\u884c\u4e1a\u7279\u5b9a\u7684\u77e5\u8bc6\u4e0e\u4e0a\u4e0b\u6587\u611f\u77e5\u7cfb\u7edf\u7ed3\u5408\uff0c\u80fd\u591f\u63d0\u4f9b\u5b9a\u5236\u5316\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5b9e\u73b0\u4e86\u4ece\u901a\u7528\u7cfb\u7edf\u5230\u884c\u4e1a\u4e13\u7528\u7cfb\u7edf\u7684\u8de8\u8d8a\u3002\u5b83\u4eec\u4e0d\u4ec5\u80fd\u591f\u54cd\u5e94\u73af\u5883\u53d8\u5316\uff0c\u8fd8\u80fd\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u8fdb\u884c\u6df1\u5ea6\u4f18\u5316\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2.1 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class=\"wp-block-list\">\n<li><strong>\u9886\u57df\u4e13\u957f<\/strong>\uff1a\u8fd9\u4e9b\u4ee3\u7406\u7cfb\u7edf\u7ed3\u5408\u4e86\u9488\u5bf9\u7279\u5b9a\u9886\u57df\u7684\u63a8\u7406\u5f15\u64ce\uff08\u5982\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u91d1\u878d\u9886\u57df\u7684LLM\uff09\uff0c\u80fd\u591f\u9ad8\u6548\u5904\u7406\u9886\u57df\u5185\u7684\u590d\u6742\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u5728\u533b\u7597\u9886\u57df\uff0c\u5782\u76f4AI\u4ee3\u7406\u80fd\u591f\u5206\u6790\u533b\u5b66\u5f71\u50cf\u3001\u8bc6\u522b\u75be\u75c5\u6a21\u5f0f\uff0c\u5e76\u4e3a\u533b\u751f\u63d0\u4f9b\u7cbe\u786e\u7684\u8bca\u65ad\u5efa\u8bae\u3002<\/li>\n\n\n\n<li><strong>\u5b9e\u65f6\u52a8\u6001\u9002\u5e94<\/strong>\uff1a\u5782\u76f4AI\u4ee3\u7406\u53ef\u4ee5\u5728\u590d\u6742\u548c\u53d8\u5316\u7684\u73af\u5883\u4e2d\u6301\u7eed\u9002\u5e94\uff0c\u5904\u7406\u5b9e\u65f6\u6570\u636e\uff0c\u81ea\u52a8\u8c03\u6574\u51b3\u7b56\u548c\u64cd\u4f5c\u3002\u4f8b\u5982\uff0c\u5728\u4f9b\u5e94\u94fe\u4e2d\uff0c\u4ee3\u7406\u7cfb\u7edf\u80fd\u591f\u5b9e\u65f6\u83b7\u53d6\u5e93\u5b58\u6ce2\u52a8\u6570\u636e\uff0c\u6839\u636e\u5e02\u573a\u9700\u6c42\u7684\u53d8\u5316\u81ea\u52a8\u4f18\u5316\u5e93\u5b58\u7ba1\u7406\u7b56\u7565\u3002<\/li>\n\n\n\n<li><strong>\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/strong>\uff1a\u901a\u8fc7\u5c06\u6570\u636e\u5904\u7406\u3001\u51b3\u7b56\u548c\u6267\u884c\u4efb\u52a1\u7684\u8fc7\u7a0b\u81ea\u52a8\u5316\uff0c\u5782\u76f4AI\u4ee3\u7406\u80fd\u591f\u51cf\u5c11\u4eba\u5de5\u5e72\u9884\u3001\u63d0\u9ad8\u6548\u7387\u5e76\u964d\u4f4e\u6210\u672c\u3002\u4f8b\u5982\uff0c\u8d22\u52a1\u98ce\u9669\u8bc4\u4f30\u4ee3\u7406\u80fd\u591f\u81ea\u52a8\u6536\u96c6\u8d22\u52a1\u6570\u636e\u3001\u8fdb\u884c\u98ce\u9669\u5206\u6790\u5e76\u751f\u6210\u62a5\u544a\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e09\u3001\u4ec0\u4e48\u662fLLM\u4ee3\u7406\uff1f<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">3.1 \u5b9a\u4e49<\/h5>\n\n\n\n<p>LLM\u4ee3\u7406\u662f\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u81ea\u4e3b\u667a\u80fd\u7cfb\u7edf\uff0c\u5177\u5907\u5185\u5b58\u3001\u63a8\u7406\u5f15\u64ce\u3001\u8ba4\u77e5\u6280\u80fd\u548c\u5de5\u5177\u6a21\u5757\u7b49\u6838\u5fc3\u7ec4\u4ef6\u3002\u8fd9\u4e9b\u7ec4\u4ef6\u4f7f\u5f97LLM\u4ee3\u7406\u80fd\u591f\u5728\u52a8\u6001\u548c\u590d\u6742\u7684\u73af\u5883\u4e2d\u72ec\u7acb\u8fd0\u884c\u3001\u9002\u5e94\u53d8\u5316\u5e76\u6267\u884c\u9ad8\u5ea6\u590d\u6742\u7684\u4efb\u52a1\u3002\u6bcf\u4e2a\u6a21\u5757\u6709\u5176\u72ec\u7279\u529f\u80fd\uff0c\u5171\u540c\u534f\u4f5c\u89e3\u51b3\u73b0\u5b9e\u4e2d\u7684\u590d\u6742\u95ee\u9898\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">3.2 LLM\u4ee3\u7406\u4e0eLLM\u5de5\u4f5c\u6d41\u7684\u533a\u522b<\/h5>\n\n\n\n<p>LLM\u4ee3\u7406\u4e0e\u4f20\u7edf\u7684LLM\u5de5\u4f5c\u6d41\u5b58\u5728\u6839\u672c\u7684\u4e0d\u540c\u3002LLM\u5de5\u4f5c\u6d41\u662f\u4e00\u4e2a\u9884\u5b9a\u4e49\u7684\u3001\u7ebf\u6027\u5904\u7406\u6d41\u7a0b\uff0c\u4f9d\u8d56\u4e8e\u56fa\u5b9a\u6b65\u9aa4\u7684\u6267\u884c\uff0c\u56e0\u6b64\u7f3a\u4e4f\u7075\u6d3b\u6027\u3002\u800cLLM\u4ee3\u7406\u5219\u80fd\u591f\u8fdb\u884c\u63a8\u7406\u3001\u9002\u5e94\u5e76\u52a8\u6001\u8c03\u6574\u5176\u64cd\u4f5c\uff0c\u9002\u5e94\u590d\u6742\u7684\u76ee\u6807\u548c\u53d8\u5316\u7684\u73af\u5883\u3002\u56e0\u6b64\uff0cLLM\u4ee3\u7406\u6bd4\u4f20\u7edf\u7684\u5de5\u4f5c\u6d41\u66f4\u52a0\u667a\u80fd\u548c\u7075\u6d3b\uff0c\u80fd\u591f\u5904\u7406\u66f4\u52a0\u590d\u6742\u548c\u591a\u53d8\u7684\u4efb\u52a1\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">3.3 LLM\u4ee3\u7406\u7684\u6838\u5fc3\u6a21\u5757<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8bb0\u5fc6\u6a21\u5757<\/strong>\uff1a\u8bb0\u5fc6\u6a21\u5757\u662fLLM\u4ee3\u7406\u80fd\u591f\u4fdd\u6301\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\u548c\u4e2a\u6027\u5316\u54cd\u5e94\u7684\u6838\u5fc3\u3002\u901a\u8fc7\u5b58\u50a8\u5386\u53f2\u4e92\u52a8\u3001\u7528\u6237\u504f\u597d\u548c\u9886\u57df\u7279\u5b9a\u77e5\u8bc6\uff0c\u8bb0\u5fc6\u6a21\u5757\u786e\u4fddLLM\u4ee3\u7406\u80fd\u591f\u5728\u591a\u8f6e\u4ea4\u4e92\u4e2d\u7ef4\u62a4\u4e00\u81f4\u6027\uff0c\u5e76\u57fa\u4e8e\u8fc7\u5f80\u7ecf\u9a8c\u63d0\u4f9b\u66f4\u52a0\u4e2a\u6027\u5316\u548c\u7cbe\u51c6\u7684\u54cd\u5e94\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u7406\u5f15\u64ce<\/strong>\uff1a\u63a8\u7406\u5f15\u64ce\u662fLLM\u4ee3\u7406\u7684\u5927\u8111\uff0c\u8d1f\u8d23\u6839\u636e\u8f93\u5165\u7684\u4fe1\u606f\u8fdb\u884c\u63a8\u7406\u3001\u51b3\u7b56\u548c\u89c4\u5212\u3002\u63a8\u7406\u5f15\u64ce\u901a\u8fc7\u6574\u5408\u8bb0\u5fc6\u6a21\u5757\u3001\u8ba4\u77e5\u6280\u80fd\u548c\u5de5\u5177\u6a21\u5757\u7684\u8f93\u5165\uff0c\u4fdd\u8bc1\u4ee3\u7406\u80fd\u591f\u9002\u5e94\u590d\u6742\u7684\u64cd\u4f5c\u73af\u5883\u5e76\u63d0\u4f9b\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n\n\n\n<li><strong>\u8ba4\u77e5\u6280\u80fd\u6a21\u5757<\/strong>\uff1a\u8ba4\u77e5\u6280\u80fd\u6a21\u5757\u4e3aLLM\u4ee3\u7406\u63d0\u4f9b\u4e86\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u63a8\u7406\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u5728\u91d1\u878d\u9886\u57df\uff0c\u8ba4\u77e5\u6280\u80fd\u6a21\u5757\u53ef\u4ee5\u8fdb\u884c\u98ce\u9669\u8bc4\u4f30\uff0c\u5728\u6cd5\u5f8b\u9886\u57df\u8fdb\u884c\u5408\u540c\u5ba1\u67e5\uff0c\u5728\u533b\u7597\u9886\u57df\u8fdb\u884c\u5f71\u50cf\u8bca\u65ad\u3002<\/li>\n\n\n\n<li><strong>\u5de5\u5177\u6a21\u5757<\/strong>\uff1a\u5de5\u5177\u6a21\u5757\u589e\u5f3a\u4e86LLM\u4ee3\u7406\u7684\u73af\u5883\u611f\u77e5\u80fd\u529b\uff0c\u80fd\u591f\u901a\u8fc7\u96c6\u6210\u4e0d\u540c\u7684\u5de5\u5177\u548cAPI\uff0c\u83b7\u53d6\u3001\u68c0\u7d22\u5e76\u5904\u7406\u5916\u90e8\u6570\u636e\u3002\u8fd9\u4e9b\u5de5\u5177\u5305\u62ec\u77e5\u8bc6\u68c0\u7d22\u7cfb\u7edf\uff08\u5982RAG\u7cfb\u7edf\uff09\u3001\u52a8\u6001API\u96c6\u6210\u4ee5\u53ca\u7528\u4e8e\u4e0e\u4f20\u7edf\u7ed3\u6784\u5316\u6570\u636e\u7cfb\u7edf\uff08\u5982\u6570\u636e\u5e93\uff09\u4e92\u52a8\u7684\u63a5\u53e3\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u56db\u3001\u4ee3\u7406\u7cfb\u7edf\u7684\u5b9a\u4e49\u3001\u5206\u7c7b\u53ca\u5e94\u7528<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">4.1 \u5b9a\u4e49<\/h5>\n\n\n\n<p>\u4ee3\u7406\u7cfb\u7edf\u662f\u7531\u591a\u4e2aLLM\u4ee3\u7406\u7ec4\u6210\u7684\u667a\u80fd\u6846\u67b6\uff0c\u65e8\u5728\u81ea\u52a8\u5316\u590d\u6742\u4efb\u52a1\u5e76\u4f18\u5316\u5404\u884c\u4e1a\u7684\u5de5\u4f5c\u6d41\u3002\u4ee3\u7406\u7cfb\u7edf\u5177\u6709\u6a21\u5757\u5316\u8bbe\u8ba1\uff0c\u80fd\u591f\u7075\u6d3b\u9002\u5e94\u4e0d\u540c\u7684\u5e94\u7528\u9700\u6c42\u3002\u901a\u8fc7\u4e0d\u540c\u4ee3\u7406\u7684\u534f\u540c\u5de5\u4f5c\uff0c\u4ee3\u7406\u7cfb\u7edf\u80fd\u591f\u89e3\u51b3\u66f4\u52a0\u590d\u6742\u7684\u4e1a\u52a1\u9700\u6c42\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">4.2 \u8bbe\u8ba1\u6a21\u5f0f\u7684\u7075\u6d3b\u6027<\/h5>\n\n\n\n<p>\u5c3d\u7ba1\u76ee\u524d\u6ca1\u6709\u7edf\u4e00\u7684\u8bbe\u8ba1\u6807\u51c6\uff0c\u4ee3\u7406\u7cfb\u7edf\u7684\u67b6\u6784\u5728\u4e1a\u5185\u548c\u5b66\u672f\u754c\u5df2\u7ecf\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u4e0d\u540c\u7684\u8bbe\u8ba1\u6a21\u5f0f\u4f7f\u5f97\u4ee3\u7406\u7cfb\u7edf\u5728\u7075\u6d3b\u6027\u3001\u9002\u5e94\u6027\u548c\u6269\u5c55\u6027\u4e0a\u5177\u6709\u5de8\u5927\u4f18\u52bf\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u884c\u4e1a\u5b9e\u8df5<\/strong>\uff1a\u5fae\u8f6f\u7684AutoGen\u6846\u67b6\u3001OpenAI\u7684Assistants API\u548cGoogle\u7684Vertex AI Agent Builder\u3002<\/li>\n\n\n\n<li><strong>\u5b66\u672f\u7814\u7a76<\/strong>\uff1aMagentic-One\u7cfb\u7edf\u548cMedAide\u533b\u7597\u52a9\u624b\u7cfb\u7edf\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">4.3 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