{"id":526,"date":"2025-03-13T11:19:16","date_gmt":"2025-03-13T03:19:16","guid":{"rendered":"https:\/\/www.uoeai.com\/?p=526"},"modified":"2025-04-25T14:41:30","modified_gmt":"2025-04-25T06:41:30","slug":"%e4%b8%80%e6%96%87%e4%ba%86%e8%a7%a3llms%e7%9a%84%e4%bc%81%e4%b8%9a%e7%ba%a7%e5%ba%94%e7%94%a8%e6%96%b9%e5%90%91%e5%8f%8a%e4%b8%bb%e6%b5%81%e5%bc%80%e5%8f%91%e6%a1%86%e6%9e%b6","status":"publish","type":"post","link":"https:\/\/www.uoeai.com\/?p=526","title":{"rendered":"\u4e00\u6587\u4e86\u89e3LLMs\u7684\u4f01\u4e1a\u7ea7\u5e94\u7528\u65b9\u5411\u53ca\u4e3b\u6d41\u5f00\u53d1\u6846\u67b6"},"content":{"rendered":"\n<p>\u4f5c\u4e3a\u4e00\u540d\u89e3\u51b3\u65b9\u6848\uff0c\u77e5\u8bc6\u9762\u4e00\u5b9a\u8981\u5e7f\uff0c\u5728\u67d0\u4e2a\u9886\u57df\u4e00\u5b9a\u8981\u6df1\uff0c\u6210\u4e3a\u6240\u8c13\u201cT\u201d\u5b57\u578b\u4eba\u624d\u3002\u53ef\u662f\u968f\u7740\u79d1\u6280\u7684\u8fdb\u6b65\uff0c\u4e00\u4e2a\u201cT\u201d\u6709\u53ef\u80fd\u4e0d\u591f\u7acb\u8db3\u4e86\uff0c\u5c31\u5f97\u641e\u591a\u4e2a\u201cT\u201d\uff0c\u6210\u4e3a\u201cTTTT\u201d\u578b\u4eba\u624d\u3002\u6240\u4ee5\u5927\u6a21\u578b\u77e5\u8bc6\uff0c\u5c24\u5176\u662fLLMs\u4f01\u4e1a\u7ea7\u5e94\u7528\u76f8\u5173\u77e5\u8bc6\uff0c\u672a\u6765\u53ef\u80fd\u4e5f\u5fc5\u987b\u6210\u4e3a\u4e00\u540d\u91d1\u878d\u9886\u57df\u89e3\u51b3\u65b9\u6848\u7684\u65b0\u201cT\u201d\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\u4f5c\u4e3a\u4e00\u540d\u975e\u5927\u6a21\u578b\u884c\u4e1a\u4ece\u4e1a\u4eba\u5458\uff0c\u6211\u8fd1\u671f\u4e5f\u662f\u501f\u7740DeepSeep\u7684\u4e1c\u98ce\uff0c\u6076\u8865\u4e86\u5927\u6a21\u578b\u548c\u672a\u6765\u5e94\u7528\u7684\u4e00\u4e9b\u884c\u4e1a\u77e5\u8bc6\uff0c\u4e5f\u53ca\u65f6\u8fdb\u884c\u4e86\u77e5\u8bc6\u6574\u7406\u548c\u5f52\u7eb3\u603b\u7ed3\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-ai wp-block-embed-ai\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"WTVxXcjIfO\"><a href=\"https:\/\/www.uoeai.com\/?p=527\">\u4e2a\u4eba\u7535\u8111\u5feb\u901f\u90e8\u7f72DeepSeek\u53ca\u642d\u5efa\u4e2a\u4eba\u77e5\u8bc6\u5e93<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"\u300a \u4e2a\u4eba\u7535\u8111\u5feb\u901f\u90e8\u7f72DeepSeek\u53ca\u642d\u5efa\u4e2a\u4eba\u77e5\u8bc6\u5e93 \u300b\u2014\u5143\u97f3AI\" src=\"https:\/\/www.uoeai.com\/?p=527&#038;embed=true#?secret=5ag12BLQys#?secret=WTVxXcjIfO\" data-secret=\"WTVxXcjIfO\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-ai wp-block-embed-ai\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"f97XVHpKjl\"><a href=\"https:\/\/www.uoeai.com\/?p=523\">\u4e00\u6587\u5b9e\u73b0DeepSeek\u672c\u5730\u5316\u90e8\u7f72\u548c\u6ee1\u8840\u7248DeepSeek\u670d\u52a1\u53d1\u5e03<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"\u300a \u4e00\u6587\u5b9e\u73b0DeepSeek\u672c\u5730\u5316\u90e8\u7f72\u548c\u6ee1\u8840\u7248DeepSeek\u670d\u52a1\u53d1\u5e03 \u300b\u2014\u5143\u97f3AI\" src=\"https:\/\/www.uoeai.com\/?p=523&#038;embed=true#?secret=PrD3BZnwI6#?secret=f97XVHpKjl\" data-secret=\"f97XVHpKjl\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\u540c\u65f6\uff0c\u6211\u4e5f\u4e86\u89e3\u4e86\u4ee5DeepSeek\u4e3a\u4ee3\u8868\u7684\u5927\u6a21\u578b\u5bb6\u65cf\uff0c\u5e76\u5c1d\u8bd5\u4e86\u672c\u5730\u5316\u90e8\u7f72\u548c\u5bf9\u5916\u53d1\u5e03\u5927\u6a21\u578b\u670d\u52a1\uff0c\u5230\u76ee\u524d\u4e3a\u6b62\u90fd\u6bd4\u8f83OK\uff0c\u4f46\u662f\u5927\u6a21\u578b\u6280\u672f\u5982\u4f55\u771f\u6b63\u843d\u5730\uff0c\u5982\u4f55\u670d\u52a1\u4e8e\u5404\u884c\u5404\u4e1a\uff0c\u5c31\u975e\u5e38\u8003\u9a8c\u4e00\u4e2a\u4eba\u6216\u8005\u4e00\u4e2a\u516c\u53f8\u7684\u5de5\u7a0b\u5316\u7ecf\u9a8c\u548c\u80fd\u529b\u4e86\u3002<\/p>\n\n\n\n<p>\u672c\u4eba\u867d\u662f\u8ba1\u7b97\u673a\u79d1\u73ed\u51fa\u8eab\uff0c\u4e5f\u670910\u5e74\u5de6\u53f3\u7684\u4ee3\u7801\u7ecf\u9a8c\uff0c\u4f46\u6bd5\u7adf\u6211\u76ee\u524d\u7684\u5de5\u4f5c\u662f\u4ee5\u89e3\u51b3\u65b9\u6848\u4e3a\u4e3b\uff0c\u60f3\u5feb\u901f\u7684\u5b9e\u73b0\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u5e94\u7528\u5f00\u53d1\uff0c\u8fd8\u662f\u9700\u8981\u4e00\u6bb5\u65f6\u95f4\u7684\uff0c\u4e0d\u7740\u6025\uff0c\u53ef\u4ee5\u6162\u6162\u6765\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u629b\u5f00\u5927\u6a21\u578b\u5e94\u7528\u7684\u5de5\u7a0bcoding\uff0c\u5148\u6765\u6c47\u62a5\u4e00\u4e0b\u6211\u76ee\u524d\u6240\u5b66\u4e60\u4e86\u89e3\u7684\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u7684\u53ef\u884c\u8def\u5f84\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1.\u5927\u6a21\u578b\u5e94\u7528\u65b9\u5411<\/h3>\n\n\n\n<p>\u4e2a\u4eba\u8ba4\u4e3a\uff0c\u76ee\u524d\u5927\u6a21\u578b\u7684\u4e3b\u6d41\u5e94\u7528\u65b9\u5411\u5305\u62ec\u4e09\u5927\u7c7b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5927\u6a21\u578b\u5fae\u8c03<\/li>\n\n\n\n<li>RAG\uff08\u641c\u7d22\u589e\u5f3a\u751f\u6210\uff09<\/li>\n\n\n\n<li>Agent<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">1.1 \u5927\u6a21\u578b\u5fae\u8c03<\/h4>\n\n\n\n<p>\u5927\u6a21\u578b\u5fae\u8c03\u8ddfRAG\uff08\u641c\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6280\u672f\u7c7b\u4f3c\uff0c\u90fd\u662f\u4e3a\u4e86\u89e3\u51b3\u5927\u6a21\u578b\u5728\u5782\u76f4\u4e13\u4e1a\u9886\u57df\u7684\u5e7b\u89c9\u95ee\u9898\uff0c\u6216\u8005\u662f\u56e0\u6700\u65b0\u65f6\u95f4\u7684\u77e5\u8bc6\u6ca1\u6709\u5b66\u4e60\u5230\u800c\u5bfc\u81f4\u7684\u5e7b\u89c9\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u4f46\u5927\u6a21\u578b\u5fae\u8c03\u9700\u8981\u7684\u7b97\u529b\u8981\u6bd4RAG\u8981\u5927\u5f88\u591a\uff0c\u56e0\u4e3a\u4ed6\u672c\u8d28\u4e0a\u8fd8\u662f\u7528\u65b0\u7684\u6570\u636e\uff08\u8981\u4e48\u662f\u4e13\u4e1a\u9886\u57df\u7684\u77e5\u8bc6\u6570\u636e\uff0c\u8981\u4e48\u662f\u6700\u65b0\u7684\u77e5\u8bc6\u6570\u636e\uff09\u53bb\u5bf9\u9884\u8bad\u7ec3\u901a\u7528\u5927\u6a21\u578b\u8fdb\u884c\u518d\u8bad\u7ec3\uff0c\u6700\u7ec8\u751f\u6210\u7684\u8fd8\u662f\u4e00\u4e2a\u65b0\u7684\u6a21\u578b\u3002\u800c\u53ea\u8981\u6d89\u53ca\u5230\u6a21\u578b\u8bad\u7ec3\uff0c\u90fd\u662f\u975e\u5e38\u5403\u7b97\u529b\u7684\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\u5927\u6a21\u578b\u5fae\u8c03\u4e0d\u9002\u7528\u4e8e\u4e2a\u4eba\u5e94\u7528\uff0c\u53ea\u9002\u7528\u4e8e\u4f01\u4e1a\u7ea7\u5e94\u7528\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4e00\u4e2a\u94f6\u884c\u90e8\u7f72\u4e86DeepSeek\u672c\u5730\u6ee1\u8840\u5927\u6a21\u578b\uff0c\u5e0c\u671b\u5e94\u7528\u5230\u81ea\u52a8\u5316\u7684\u5ba2\u670d\u7cfb\u7edf\uff0c\u7528\u4e8e\u76f4\u63a5\u5bf9\u5ba2\u6216\u8005\u4e3a\u5ba2\u670d\u63d0\u4f9b\u8bdd\u672f\u652f\u6301\u3002\u94f6\u884c\u5c31\u53ef\u4ee5\u628a\u81ea\u5df1\u672c\u5730\u79ef\u7d2f\u7684\u91d1\u878d\u4e13\u4e1a\u77e5\u8bc6\u3001\u5ba2\u6237\u4e13\u4e1a\u8bdd\u672f\u3001\u5ba2\u6237\u793c\u8c8c\u7528\u8bed\u7b49\u4e00\u5e76\u6253\u5305\u5f62\u6210\u8bad\u7ec3\u6570\u636e\uff0c\u5e76\u5fae\u8c03DeepSeek\u5927\u6a21\u578b\uff0c\u90a3\u4e48\u8bad\u7ec3\u597d\u7684\u5927\u6a21\u578b\u5c31\u662f\u6709\u7740\u8be5\u94f6\u884c\u7684\u98ce\u683c\u3001\u753b\u98ce\u751a\u81f3\u4e8e\u8bf4\u8bdd\u8bed\u6c14\u7684\u5ba2\u6237\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1.2 RAG\uff08\u641c\u7d22\u589e\u5f3a\u751f\u6210\uff09<\/h4>\n\n\n\n<p>RAG\u4e0e\u5927\u6a21\u578b\u5fae\u8c03\u76f8\u6bd4\uff0c\u6700\u5927\u7684\u533a\u522b\u5c31\u662f\uff0c\u4ed6\u4e0d\u4f1a\u751f\u6210\u4e00\u4e2a\u65b0\u7684\u6a21\u578b\u3002\u6a21\u578b\u8fd8\u662f\u90a3\u4e2a\u6a21\u578b\uff0c\u53ea\u662f\u7ed9\u6a21\u578b\u52a0\u4e86\u4e00\u4e2a\u667a\u56ca\u56e2\uff0c\u4f7f\u4ed6\u53d8\u5f97\u66f4\u5f3a\u5927\u3002\u5c31\u50cf\u5218\u5907\u6709\u4e86\u8bf8\u845b\u4eae\u76f8\u52a9\u4e4b\u540e\uff0c\u624d\u4f1a\u8131\u6389\u201c\u5e38\u8d25\u5c06\u519b\u201d\u7684\u5927\u5e3d\u5b50\u3002<\/p>\n\n\n\n<p>RAG\u7684\u57fa\u672c\u539f\u7406\u662f\uff1a\u4e13\u4e1a\u9886\u57df\u7684\u77e5\u8bc6\u6216\u8005\u65b0\u77e5\u8bc6\uff0c\u4f5c\u4e3a\u6570\u636e\u5411\u91cf\u5316\u540e\u5b58\u5165\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4f5c\u4e3a\u5927\u6a21\u578b\u7684\u77e5\u8bc6\u5e93\uff1b\u5927\u6a21\u578b\u5728\u63a5\u5230\u4efb\u52a1\u540e\uff0c\u4f1a\u628a\u8f93\u5165\u4e0a\u4e0b\u6587\u8fdb\u884c\u5206\u8bcd\u5206\u5757\uff0c\u5e76\u53bb\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u8fdb\u884c\u76f8\u4f3c\u67e5\u8be2\uff0c\u627e\u5230\u7b54\u6848\uff0c\u4e0e\u672c\u8eab\u638c\u63e1\u7684\u77e5\u8bc6\u8fdb\u884c\u5408\u5e76\uff0c\u5e76\u52a0\u4ee5\u6da6\u6e7f\u751f\u6210\u6700\u7ec8\u7684\u7b54\u6848\u4f5c\u4e3a\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>RAG\u56e0\u4e3a\u4e0d\u7528\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\uff0c\u56e0\u6b64\u4e0d\u9700\u8981\u5927\u7684\u7b97\u529b\u652f\u6301\uff0c\u975e\u5e38\u9002\u5408\u4e8e\u4e2a\u4eba\u5f00\u53d1\u8005\u6216\u8005\u8f7b\u91cf\u7ea7\u7684\u4f01\u4e1a\u5e94\u7528\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1.3 Agent<\/h4>\n\n\n\n<p>Agent\u88ab\u5f88\u591a\u884c\u4e1a\u4e13\u5bb6\u6307\u5b9a\u4e3a\u672a\u6765\u6700\u4e3b\u6d41\u7684\u5927\u6a21\u578b\u5e94\u7528\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>Agent\u662f\u53ef\u4ee5\u89e3\u51b3\u73b0\u5b9e\u751f\u6d3b\u590d\u6742\u95ee\u9898\u7684\u7efc\u5408\u4f53\uff0c\u4f60\u53ef\u4ee5\u53eb\u4ed6\u4ee3\u7406\u3001\u6216\u8005\u52a9\u624b\u3002\u6211\u7406\u89e3\u4ed6\u7684\u6700\u7ec8\u5f62\u6001\u5c31\u662f\u4e00\u4e2a\u7c7b\u4eba\u7845\u57fa\u751f\u7269\uff0c\u4ed6\u53ef\u4ee5\u6709\u5b9e\u4f53\uff0c\u4e5f\u53ef\u4ee5\u53ea\u662f\u4e00\u4e2a\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n\n\n\n<p>\u56e0\u4e3a\u5927\u6a21\u578b\u672c\u8eab\u7684\u5c40\u9650\u6027\uff0c\u4ed6\u7684\u8f93\u5165\u548c\u8f93\u51fa\u662f\u56fa\u5b9a\u5f62\u6001\uff0c\u4e2d\u95f4\u53c8\u662f\u4e00\u4e2a\u9ed1\u76d2\u5b50\uff0c\u8fd9\u6837\u7684\u5e94\u7528\u65e0\u6cd5\u8fdb\u884c\u62d3\u5c55\uff0c\u5bfc\u81f4\u4e86\u4ed6\u672c\u8eab\u662f\u65e0\u6cd5\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684\uff0c\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u4ed6\u53ea\u80fd\u89e3\u51b3\u6587\u672c\u6216\u56fe\u50cf\u6216\u89c6\u9891\u751f\u6210\u95ee\u9898\u3002\u6211\u4eec\u4e3e\u4e2a\u4f8b\u5b50\uff1aDeepSeek\u975e\u5e38\u5f3a\u5927\uff0c\u4f46\u662f\u4ed6\u53ea\u80fd\u751f\u6210\u6587\u672c\uff0c\u800c\u4e0d\u80fd\u540c\u65f6\u751f\u6210\u56fe\u50cf\u548c\u89c6\u9891\uff0c\u76ee\u524d\u6ca1\u6709\u54ea\u4e2a\u5927\u6a21\u578b\u53ef\u4ee5\u505a\u5230\uff0c\u800c\u4e14\u53ef\u4ee5\u9884\u60f3\u5230\u5b9e\u73b0\u4e00\u4e13\u591a\u80fd\u7684\u5927\u6a21\u578b\u96be\u5ea6\u975e\u5e38\u5927\u3002\u518d\u6bd4\u5982\uff0cDeepSeek\u53ef\u4ee5\u751f\u6210PPT\u5927\u7eb2\uff0c\u4f46\u662f\u65e0\u6cd5\u76f4\u63a5\u751f\u6210PPT\uff0c\u5fc5\u987b\u501f\u52a9\u4e8ePPT\u751f\u6210\u5de5\u5177\u624d\u53ef\u4ee5\u5b8c\u6210\u8fd9\u4e2a\u590d\u6742\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u800cAgent\u4e13\u95e8\u6765\u89e3\u51b3\u8fd9\u4e00\u590d\u6742\u95ee\u9898\u3002\u5728\u4e00\u4e2aAgent\u4e2d\uff0c\u5927\u6a21\u578b\u53ea\u662f\u4f5c\u4e3a\u5176\u4e2d\u601d\u8003\u3001\u51b3\u7b56\u3001\u751f\u6210\u7684\u4e00\u4e2a\u5de5\u5177\uff0c\u4f46\u4e0d\u662f\u5168\u90e8\u3002\u9664\u4e86\u5927\u6a21\u578b\u4e4b\u5916\uff0c\u8fd8\u9700\u8981\u5f88\u591a\u5176\u4ed6\u7684\u5de5\u5177\u3001\u63d2\u4ef6\u6309\u7167\u4e00\u5b9a\u7684\u5de5\u4f5c\u6d41\u7a0b\u8fdb\u884c\u7f16\u6392\u7ec4\u6210\u4e00\u4e2aagent\u3002<\/p>\n\n\n\n<p>\u4f5c\u4e3a\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\u4e13\u5bb6\uff0c\u5982\u679c\u4f60\u62e5\u6709\u4e00\u4e2aAgent\uff0c\u4ed6\u53ef\u4ee5\u81ea\u52a8\u7684\u5bf9\u62db\u6807\u6587\u4ef6\u8fdb\u884c\u62c6\u89e3\uff0c\u5e76\u6309\u7167\u62db\u6807\u8981\u6c42\u8fdb\u884c\u6807\u4e66\u7684\u7f16\u5199\uff0c\u6700\u7ec8\u5f62\u6210\u4e00\u4e2a\u6295\u6807\u6587\u4ef6word\uff0c\u5e76\u751f\u6210PDF\uff0c\u662f\u591a\u4e48\u5e78\u798f\u7684\u4e00\u4ef6\u4e8b\u60c5\u3002<\/p>\n\n\n\n<p>\u4f46\u5176\u5b9e\u7ec6\u60f3\u4e00\u4e0b\uff0c\u6574\u4e2a\u8fc7\u7a0b\u8981\u5b9e\u73b0\u5b8c\u5168\u81ea\u52a8\u5316\uff0c\u662f\u975e\u5e38\u590d\u6742\u7684\u3002\u5305\u62ec\u4e86\u62db\u6807\u6587\u4ef6\u7684\u62c6\u89e3\uff0c\u5e9f\u6807\u9879\u7684\u8bc6\u522b\uff0c\u683c\u5f0f\u6587\u4ef6\u7684\u8bc6\u522b\uff0c\u6309\u683c\u5f0f\u8981\u6c42\u751f\u6210\u6295\u6807\u6587\u4ef6\u5927\u7eb2\uff0c\u8d44\u8d28\u6587\u4ef6\u7684\u8865\u5145\uff0c\u6280\u672f\u65b9\u6848\u7684\u7f16\u5199\uff0c\u6848\u4f8b\u7684\u6311\u9009\u548c\u7f16\u5199\uff0c\u6700\u7ec8\u7684\u6587\u6863\u5408\u6210\u7b49\u7b49\u3002\u8fd9\u91cc\u9762\u5927\u6a21\u578b\u53ef\u4ee5\u505a\u7684\u4e8b\u60c5\u89e3\u51b3\u7684\u95ee\u9898\u975e\u5e38\u6709\u9650\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6709\u4e86\u5927\u6a21\u578b\u4e4b\u540e\uff0c\u8fd9\u4e2a\u4efb\u52a1\u7684\u590d\u6742\u5ea6\u6ca1\u6709\u964d\u4f4e\u592a\u591a\u3002<\/p>\n\n\n\n<p>\u5f53\u7136\u81ea\u52a8\u5199\u6807\u4e66\u662f\u975e\u5e38\u590d\u6742\u7684\u4e00\u4e2a\u573a\u666f\uff0c\u6211\u4eec\u53ef\u4ee5\u5148\u4ece\u7b80\u5355\u7684\u573a\u666f\u6765\u5165\u624b\uff0c\u4e00\u6b65\u4e00\u6b65\u6784\u5efa\u590d\u6742\u667a\u80fd\u4f53\u3002\u7b80\u5355\u7684\u573a\u666f\u5c31\u5305\u62ec\u6784\u5efa\u4e00\u4e2a\u4e13\u5c5e\u7535\u5546\u5ba2\u670d\u804a\u5929\u673a\u5668\u4eba\uff0c\u9664\u4e86\u65e5\u5e38\u95ee\u7b54\u3001\u804a\u5929\uff0c\u8fd8\u53ef\u4ee5\u8c03\u7528\u63a5\u53e3\u89e3\u51b3\u4e00\u4e9b\u5546\u54c1\u552e\u540e\u95ee\u9898\uff0c\u6bd4\u5982\u5e2e\u52a9\u5ba2\u6237\u9000\u6362\u8d27\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u6216\u8005\u4e00\u4e2a\u65c5\u884c\u5c0f\u52a9\u624b\uff0c\u4e13\u95e8\u5e2e\u60a8\u751f\u6210\u65c5\u884c\u653b\u7565\uff0c\u6ee1\u8db3\u4f60\u7684\u4e00\u5207\u9700\u6c42\uff0c\u6839\u636e\u4f60\u7684\u53e3\u5473\u751f\u6210\u5f53\u5730\u7f8e\u98df\u653b\u7565\uff0c\u6839\u636e\u884c\u7a0b\u5b89\u6392\u548c\u5929\u6c14\u60c5\u51b5\u5f62\u6210\u6bcf\u65e5\u65e5\u7a0b\uff0c\u6839\u636e\u5f53\u5730\u98ce\u4fd7\u548c\u8282\u5047\u65e5\u751f\u6210\u7279\u5b9a\u8282\u65e5\u5e86\u5178\u65e5\u7a0b\u7b49\u7b49\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.\u5927\u6a21\u578b\u5e94\u7528\u6846\u67b6<\/h3>\n\n\n\n<p>\u5e94\u7528\u5f00\u53d1\u8981\u6c38\u8fdc\u8bb0\u4f4f\u4e24\u53e5\u8bdd\uff1a\u4e0d\u9700\u8981\u91cd\u590d\u9020\u8f6e\u5b50\uff0c\u4f60\u9020\u7684\u8f6e\u5b50\u672a\u5fc5\u5c31\u6bd4\u522b\u4eba\u597d\u3002\u8981\u7ad9\u5728\u5de8\u4eba\u7684\u80a9\u8180\u4e0a\u3002<\/p>\n\n\n\n<p>Python\u5c31\u6709\u975e\u5e38\u597d\u7684\u4e00\u4e2a\u73af\u5883\uff0c\u4f60\u53ef\u4ee5\u7ad9\u5728\u5de8\u4eba\u7684\u80a9\u8180\u4e0a\uff0c\u4e13\u5fc3\u4f60\u7684\u6838\u5fc3\u529f\u80fd\uff0c\u800c\u4e0d\u9700\u8981\u592a\u5173\u5fc3\u5e95\u5c42\u3002\u5f53\u7136\u8981\u60f3\u505a\u5230\u6781\u81f4\uff0c\u6709\u7684\u65f6\u5019\u5e95\u5c42\u7684\u6027\u80fd\u4e5f\u6709\u4f18\u5316\u7684\u7a7a\u95f4\u3002<\/p>\n\n\n\n<p>\u5728\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6bd4\u8f83\u5e38\u7528\u7684\u6846\u67b6\u5982Transformer\u3001PyTorch\u7b49\u7b49\uff0c\u800c\u5927\u6a21\u578b\u5e94\u7528\u9886\u57df\uff0c\u4e5f\u6709\u4e00\u4e9b\u6210\u719f\u7684\u5f00\u6e90\u6846\u67b6\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.1 Dify-\u5927\u6a21\u578b\u5e94\u7528\uff08RAG\u3001agent\uff09\u5b9a\u5236\u53ef\u89c6\u5316\u5de5\u5177<\/h4>\n\n\n\n<p>Dify\u5b98\u7f51\uff1a<a href=\"https:\/\/dify.ai\/zh\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/dify.ai\/zh<\/a>\u3002<\/p>\n\n\n\n<p>\u5b98\u65b9\u7f51\u7ad9slogen\uff1a\u751f\u6210\u5f0f AI \u5e94\u7528\u521b\u65b0\u5f15\u64ce&#8212;\u5f00\u6e90\u7684 LLM \u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u3002\u63d0\u4f9b\u4ece Agent \u6784\u5efa\u5230 AI workflow \u7f16\u6392\u3001RAG \u68c0\u7d22\u3001\u6a21\u578b\u7ba1\u7406\u7b49\u80fd\u529b\uff0c\u8f7b\u677e\u6784\u5efa\u548c\u8fd0\u8425\u751f\u6210\u5f0f AI \u539f\u751f\u5e94\u7528\u3002\u6bd4 LangChain \u66f4\u6613\u7528\u3002<\/p>\n\n\n\n<p>\u53ef\u89c6\u5316\u7684\u5e94\u7528\u5f00\u53d1\uff0c\u6258\u62c9\u62fd\u65b9\u5f0f\uff0c\u66f4\u9002\u7528\u4e8e\u6ca1\u6709\u7f16\u7a0b\u57fa\u7840\u7684\u4e1a\u52a1\u4e13\u5bb6\u6216\u6d41\u7a0b\u4e13\u5bb6\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u8bd5\u7528\u4e86\u4e00\u6bb5\u65f6\u95f4\uff0c\u7f3a\u70b9\u4e5f\u662f\u663e\u800c\u6613\u89c1\u7684\uff0c\u90a3\u5c31\u662f\u4e0d\u591f\u7075\u6d3b\uff0c\u62d3\u5c55\u6027\u4e0d\u5f3a\uff0c\u5e76\u4e14\u5f88\u591a\u63d2\u4ef6\u548c\u5de5\u5177\u90fd\u6ca1\u6709\u3002\u5982\u679c\u8981\u771f\u6b63\u5b9e\u73b0\u590d\u6742\u4efb\u52a1\uff08\u6bd4\u5982\u5199\u6807\u4e66\uff09\u7684\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u96be\u5ea6\u5f88\u5927\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"496\" src=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-18-1024x496.png\" alt=\"\" class=\"wp-image-580\" srcset=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-18-1024x496.png 1024w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-18-300x145.png 300w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-18-768x372.png 768w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-18-1536x744.png 1536w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-18.png 1616w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.2 AutoGen-\u5927\u6a21\u578b\u5e94\u7528\uff08RAG\u3001agent\uff09\u5b9a\u5236\u53ef\u89c6\u5316\u5de5\u5177<\/h4>\n\n\n\n<p><a href=\"https:\/\/microsoft.github.io\/autogen\/stable\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/microsoft.github.io\/autogen\/stable<\/a><\/p>\n\n\n\n<p>AutoGen\u662f\u5fae\u8f6f\u516c\u53f8\u4eb2\u81ea\u4e0b\u573a\u6784\u5efa\u7684AI\u667a\u80fd\u4f53\u548c\u5e94\u7528\u7684\u6784\u5efa\u5e73\u53f0\u3002\u4e5f\u662f\u53ef\u89c6\u5316\u7684\u3002\u53ef\u4ee5\u5e94\u7528\u4e8eRAG\u548cagent\u7684\u5f00\u53d1\uff0c\u4ee5\u53ca\u5de5\u4f5c\u6d41\u7684\u7f16\u6392\u548c\u5f00\u53d1\u3002<\/p>\n\n\n\n<p>\u5b98\u7f51\u4f7f\u7528github\uff0c\u6574\u4f53\u9875\u9762\u98ce\u683c\u8fd8\u662f\u6bd4\u8f83\u4f4e\u8c03\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"488\" src=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-19-1024x488.png\" alt=\"\" class=\"wp-image-581\" srcset=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-19-1024x488.png 1024w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-19-300x143.png 300w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-19-768x366.png 768w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-19-1536x732.png 1536w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-19.png 1558w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">2.3 Llamaindex-\u5927\u6a21\u578b\u5e94\u7528\uff08RAG\u3001agent\uff09\u5b9a\u5236\u65e0\u53ef\u89c6\u5316\u5de5\u5177<\/h4>\n\n\n\n<p><a href=\"https:\/\/www.llamaindex.ai\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.llamaindex.ai<\/a><\/p>\n\n\n\n<p>Llamaindex\uff0c\u662f\u4e00\u6b3e\u65e0\u53ef\u89c6\u5316\u7684\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u5de5\u5177\u3002\u53ef\u6269\u5c55\u6027\u5f3a\uff0c\u57fa\u4e8epython\u4ee3\u7801\u8fdb\u884c\u5e94\u7528\u5f00\u53d1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"455\" src=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-20-1024x455.png\" alt=\"\" class=\"wp-image-582\" srcset=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-20-1024x455.png 1024w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-20-300x133.png 300w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-20-768x341.png 768w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-20-1536x682.png 1536w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-20.png 1587w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">2.4 LangChain-\u5927\u6a21\u578b\u5e94\u7528\uff08RAG\u3001agent\uff09\u5b9a\u5236\u65e0\u53ef\u89c6\u5316\u5de5\u5177<\/h4>\n\n\n\n<p><a href=\"https:\/\/www.langchain.com\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.langchain.com<\/a><\/p>\n\n\n\n<p>LangChain\u4e5f\u662f\u76ee\u524d\u5e94\u7528\u6bd4\u8f83\u5e7f\u6cdb\u7684\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u6846\u67b6\uff0c\u5176\u672c\u8eab\u662f\u65e0\u53ef\u89c6\u5316\u5e73\u53f0\u7684\u3002\u4f46\u662f\u5176\u63a8\u51fa\u4e86LangGraph\u4e13\u95e8\u7528\u4e8eAI\u5e94\u7528\u5f00\u53d1\u7684\u53ef\u89c6\u5316\u3002\u540c\u65f6\u4e5f\u63a8\u51fa\u4e86LangSmith\u7528\u4e8e\u5927\u6a21\u578b\u5e94\u7528\u7684\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\u3002\u53ef\u4ee5\u8bf4LangChain\u751f\u6001\u7684\u67b6\u6784\u8fd8\u662f\u6bd4\u8f83\u5b8c\u5584\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"473\" src=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-21-1024x473.png\" alt=\"\" class=\"wp-image-584\" srcset=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-21-1024x473.png 1024w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-21-300x139.png 300w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-21-768x355.png 768w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-21-1536x709.png 1536w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-21.png 1579w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"382\" src=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-24-1024x382.png\" alt=\"\" class=\"wp-image-588\" srcset=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-24-1024x382.png 1024w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-24-300x112.png 300w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-24-768x287.png 768w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-24.png 1511w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">2.5 Lora\u5fae\u8c03<\/h4>\n\n\n\n<p><a href=\"https:\/\/github.com\/microsoft\/LoRA\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/microsoft\/LoRA<\/a><\/p>\n\n\n\n<p>LoRA: Low-Rank Adaptation of Large Language Models<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"472\" src=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-23-1024x472.png\" alt=\"\" class=\"wp-image-586\" srcset=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-23-1024x472.png 1024w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-23-300x138.png 300w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-23-768x354.png 768w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-23-1536x708.png 1536w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-23.png 1590w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">2.6 LlaMA-Factory\u5fae\u8c03\u53ef\u89c6\u5316\u5de5\u5177<\/h4>\n\n\n\n<p><a href=\"https:\/\/github.com\/hiyouga\/LLaMA-Factory\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/hiyouga\/LLaMA-Factory<\/a><\/p>\n\n\n\n<p>\u4f7f\u7528\u96f6\u4ee3\u7801\u547d\u4ee4\u884c\u4e0e&nbsp;Web UI&nbsp;\u8f7b\u677e\u5fae\u8c03\u767e\u4f59\u79cd\u5927\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"293\" src=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-25-1024x293.png\" alt=\"\" class=\"wp-image-591\" srcset=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-25-1024x293.png 1024w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-25-300x86.png 300w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-25-768x219.png 768w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-25.png 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"467\" src=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-22-1024x467.png\" alt=\"\" class=\"wp-image-585\" srcset=\"https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-22-1024x467.png 1024w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-22-300x137.png 300w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-22-768x350.png 768w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-22-1536x701.png 1536w, https:\/\/www.uoeai.com\/wp-content\/uploads\/2025\/03\/image-22.png 1587w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u4e3a\u4e00\u540d\u89e3\u51b3\u65b9\u6848\uff0c\u77e5\u8bc6\u9762\u4e00\u5b9a\u8981\u5e7f\uff0c\u5728\u67d0\u4e2a\u9886\u57df\u4e00\u5b9a\u8981\u6df1\uff0c\u6210\u4e3a\u6240\u8c13\u201cT\u201d\u5b57\u578b\u4eba\u624d\u3002\u53ef\u662f\u968f\u7740\u79d1\u6280\u7684\u8fdb\u6b65\uff0c\u4e00\u4e2a\u201cT\u201d\u6709 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[28,29],"tags":[31,32],"class_list":["post-526","post","type-post","status-publish","format-standard","hentry","category-28","category-29","tag-31","tag-32"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4e00\u6587\u4e86\u89e3LLMs\u7684\u4f01\u4e1a\u7ea7\u5e94\u7528\u65b9\u5411\u53ca\u4e3b\u6d41\u5f00\u53d1\u6846\u67b6 - 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