{"id":102357,"date":"2026-09-08T15:33:30","date_gmt":"2026-09-08T07:33:30","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/102357.html"},"modified":"2026-09-08T15:33:30","modified_gmt":"2026-09-08T07:33:30","slug":"ai%e5%ba%94%e7%94%a8%e5%bc%80%e5%8f%91%e5%b9%b3%e5%8f%b0%e6%b7%b1%e5%ba%a6%e5%af%b9%e6%af%94%ef%bc%9adify-vs-coze-vs-fastgpt-vs-langflow-vs-flowise","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/102357.html","title":{"rendered":"AI\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u6df1\u5ea6\u5bf9\u6bd4\uff1aDify vs Coze vs FastGPT vs Langflow vs Flowise"},"content":{"rendered":"<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><span style=\"color:#666666\">\u4ece\u53ef\u89c6\u5316\u7f16\u6392\u5230<\/span><span style=\"color:#666666\">Agent<\/span><span style=\"color:#666666\">\u5de5\u4f5c\u6d41\uff1a\u4e94\u5927\u4f4e\u4ee3\u7801<\/span><span style=\"color:#666666\">AI<\/span><span style=\"color:#666666\">\u5e73\u53f0\u67b6\u6784\u8303\u5f0f\u3001\u6838\u5fc3\u80fd\u529b\u4e0e\u9009\u578b\u7b56\u7565\u5168\u666f\u62c6\u89e3<\/span><\/p>\n<h2 style=\"margin-left:0;margin-right:0\">\u6458\u8981<\/h2>\n<p style=\"margin-left:0;margin-right:0\">AI\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u662f\u4f01\u4e1aLLM\u5e94\u7528\u843d\u5730\u7684\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\uff0c\u5176\u7f16\u6392\u80fd\u529b\u3001RAG\u5f15\u64ce\u3001Agent\u652f\u6301\u548c\u90e8\u7f72\u6a21\u5f0f\u76f4\u63a5\u51b3\u5b9a\u5e94\u7528\u5f00\u53d1\u6548\u7387\u4e0e\u8fd0\u7ef4\u6210\u672c\u3002\u672c\u6587\u6df1\u5ea6\u5bf9\u6bd4\u4e94\u5927\u4e3b\u6d41AI\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u2014\u2014Dify\u3001Coze\uff08\u6263\u5b50\uff09\u3001FastGPT\u3001Langflow\u3001Flowise\uff0c\u4ece\u53ef\u89c6\u5316\u7f16\u6392\u3001RAG\u5f15\u64ce\u3001Agent\u80fd\u529b\u3001\u6a21\u578b\u7ba1\u7406\u3001API\u96c6\u6210\u3001\u591a\u79df\u6237\u3001\u90e8\u7f72\u6a21\u5f0f\u3001\u6269\u5c55\u6027\u7b4915\u4e2a\u7ef4\u5ea6\u5c55\u5f00\u5168\u666f\u62c6\u89e3\u3002\u901a\u8fc7\u81ea\u4e3b\u8bbe\u8ba1\u7684AIPlatformEval\u8bc4\u4f30\u6846\u67b6\uff08Python\u5b9e\u73b0\uff09\uff0c\u5bf9\u4e94\u5927\u5e73\u53f0\u5728RAG\u95ee\u7b54\u51c6\u786e\u7387\u3001Agent\u4efb\u52a1\u5b8c\u6210\u7387\u3001\u5de5\u4f5c\u6d41\u6267\u884c\u5ef6\u8fdf\u3001API\u54cd\u5e94\u65f6\u95f4\u56db\u4e2a\u6838\u5fc3\u6307\u6807\u4e0a\u8fdb\u884c\u91cf\u5316\u57fa\u51c6\u6d4b\u8bd5\u3002\u672c\u6587\u65e8\u5728\u4e3a\u4f01\u4e1aAI\u5e94\u7528\u5e73\u53f0\u9009\u578b\u63d0\u4f9b\u53ef\u590d\u73b0\u7684\u91cf\u5316\u51b3\u7b56\u4f9d\u636e\u3002<\/p>\n<h3 style=\"margin-left:0;margin-right:0\">\u5173\u952e\u8bcd<\/h3>\n<ul>\n<li>AI\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\uff1b\u4f4e\u4ee3\u7801AI\uff1bDify\uff1bCoze\uff1bFastGPT\uff1bLangflow\uff1bFlowise\uff1b\u53ef\u89c6\u5316\u7f16\u6392\uff1bRAG\uff1bAgent\u5de5\u4f5c\u6d41<\/li>\n<\/ul>\n<p style=\"margin-left:0;margin-right:0\">\n<h2 style=\"margin-left:0;margin-right:0\">\u7b2c\u4e00\u7ae0 AI\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u6f14\u8fdb\u8109\u7edc<\/h2>\n<h3 style=\"margin-left:0;margin-right:0\">1.1 \u4e09\u4ee3\u5e73\u53f0\u6f14\u8fdb<\/h3>\n<p style=\"margin-left:0;margin-right:0\">AI\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u7ecf\u5386\u4e86\u4e09\u4ee3\u6f14\u8fdb\u3002\u7b2c\u4e00\u4ee3\u4e3aPrompt\u5de5\u7a0b\u5de5\u5177\u9636\u6bb5\uff082022-2023\u4e2d\uff09\uff0c\u4ee5Prompt\u6a21\u677f\u7ba1\u7406\u548c\u7b80\u5355Chain\u7f16\u6392\u4e3a\u6838\u5fc3\uff0c\u4ee3\u8868\u4e3a\u65e9\u671fLangChain\u548cFlowise\u3002\u7b2c\u4e8c\u4ee3\u4e3a\u53ef\u89c6\u5316\u7f16\u6392\u5e73\u53f0\u9636\u6bb5\uff082023\u4e2d-2024\uff09\uff0c\u5f15\u5165\u62d6\u62fd\u5f0f\u5de5\u4f5c\u6d41\u7f16\u6392\u3001RAG\u77e5\u8bc6\u5e93\u7ba1\u7406\u548c\u591a\u6a21\u578b\u9002\u914d\uff0c\u4ee3\u8868\u4e3aDify\u3001Coze\u548cFastGPT\u3002\u7b2c\u4e09\u4ee3\u4e3aAgent\u539f\u751f\u5e73\u53f0\u9636\u6bb5\uff082024-2026\uff09\uff0c\u4ee5Agent\u5de5\u4f5c\u6d41\u4e3a\u6838\u5fc3\u62bd\u8c61\uff0c\u652f\u6301\u591aAgent\u534f\u4f5c\u3001\u5de5\u5177\u52a8\u6001\u53d1\u73b0\u3001\u957f\u671f\u8bb0\u5fc6\u7ba1\u7406\u548c\u4f01\u4e1a\u7ea7\u6743\u9650\u6cbb\u7406\uff0c\u4ee3\u8868\u4e3aDify Agent\u6a21\u5f0f\u548cCoze\u667a\u80fd\u4f53\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\u6f14\u8fdb\u7684\u6838\u5fc3\u9a71\u52a8\u529b\u6765\u81ea\u4e09\u65b9\u9762\uff1a\u4e00\u662f\u4f01\u4e1aAI\u5e94\u7528\u4ece\u5355\u8f6e\u5bf9\u8bdd\u8fdb\u5316\u5230\u591a\u6b65Agent\u5de5\u4f5c\u6d41\uff0c\u7f16\u6392\u590d\u6742\u5ea6\u6307\u6570\u7ea7\u589e\u957f\uff0c\u53ef\u89c6\u5316\u7f16\u6392\u6210\u4e3a\u521a\u9700\uff1b\u4e8c\u662fRAG\u7cfb\u7edf\u4ece\u7b80\u5355\u68c0\u7d22\u8fdb\u5316\u5230\u6df7\u5408\u68c0\u7d22+\u91cd\u6392\u5e8f+\u77e5\u8bc6\u56fe\u8c31\uff0c\u77e5\u8bc6\u5e93\u7ba1\u7406\u80fd\u529b\u6210\u4e3a\u5e73\u53f0\u6838\u5fc3\u7ade\u4e89\u529b\uff1b\u4e09\u662f\u4f01\u4e1a\u5bf9AI\u5e94\u7528\u7684\u5408\u89c4\u3001\u5ba1\u8ba1\u548c\u591a\u79df\u6237\u9694\u79bb\u9700\u6c42\u63a8\u52a8\u4e86\u4f01\u4e1a\u7ea7\u529f\u80fd\u7684\u6807\u51c6\u5316\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u88681-1 \u4e09\u4ee3AI\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u5bf9\u6bd4<\/p>\n<table border=\"1\" cellspacing=\"0\" style=\"width:100.0%\">\n<tbody>\n<tr>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u7ef4\u5ea6<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u7b2c\u4e00\u4ee3<\/span><span style=\"color:black\"> Prompt<\/span><span style=\"color:black\">\u5de5\u5177<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u7b2c\u4e8c\u4ee3<\/span> <span style=\"color:black\">\u53ef\u89c6\u5316\u7f16\u6392<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u7b2c\u4e09\u4ee3<\/span><span style=\"color:black\"> Agent<\/span><span style=\"color:black\">\u539f\u751f<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u65f6\u95f4\u7a97\u53e3<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">2022-2023\u4e2d<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">2023\u4e2d-2024<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">2024-2026<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6838\u5fc3\u62bd\u8c61<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Prompt\u6a21\u677f+Chain<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5de5\u4f5c\u6d41+\u77e5\u8bc6\u5e93<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Agent+\u5de5\u5177+\u8bb0\u5fc6<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u7f16\u6392\u65b9\u5f0f<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u4ee3\u7801\u5b9a\u4e49Chain<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u62d6\u62fd\u5f0f\u5de5\u4f5c\u6d41<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Agent\u81ea\u4e3b\u7f16\u6392<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">RAG\u80fd\u529b<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u7b80\u5355\u5411\u91cf\u68c0\u7d22<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6df7\u5408\u68c0\u7d22+\u91cd\u6392\u5e8f<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u591a\u6a21\u6001RAG+\u56fe\u8c31<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6a21\u578b\u7ba1\u7406<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5355\u4e00\u6a21\u578b<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u591a\u6a21\u578b\u9002\u914d<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u591a\u6a21\u578b\u8def\u7531+\u8d1f\u8f7d\u5747\u8861<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u90e8\u7f72\u5f62\u6001<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">SDK\/\u5e93<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Docker\/Cloud<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u4e91\u539f\u751f+\u6df7\u5408\u90e8\u7f72<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u4ee3\u8868\u4ea7\u54c1<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">LangChain\/Flowise<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Dify\/Coze\/FastGPT<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Dify Agent\/Coze\u667a\u80fd\u4f53<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0\">\n<h3 style=\"margin-left:0;margin-right:0\">1.2 ASCII\u67b6\u6784\u56fe\uff1a\u5e73\u53f0\u6f14\u8fdb\u5168\u666f<\/h3>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">+&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;+<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; AI \u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u6280\u672f\u6f14\u8fdb\u5168\u666f\u56fe&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">+&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;+<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; \u7b2c\u4e00\u4ee3: Prompt\u5de5\u7a0b\u5de5\u5177 (2022-2023\u4e2d)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; [User Input] -&gt; [Prompt Template] -&gt; [LLM] -&gt; [Output]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; +&#8211; Chain: [Step1] -&gt; [Step2] -&gt; [Step3] (\u4ee3\u7801\u5b9a\u4e49)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; \u7279\u70b9: \u4ee3\u7801\u9a71\u52a8, \u65e0UI\u7f16\u6392, \u65e0\u77e5\u8bc6\u5e93\u7ba1\u7406&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; \u7b2c\u4e8c\u4ee3: \u53ef\u89c6\u5316\u7f16\u6392\u5e73\u53f0 (2023\u4e2d-2024)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; +&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; |&nbsp;&nbsp; Workflow Editor |&nbsp; (\u62d6\u62fd\u5f0fUI)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; |&nbsp; [Start] -&gt; [Retriever] -&gt; [LLM] -&gt; [Output]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; +&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; [Knowledge Base]&nbsp; [Model Hub]&nbsp; [API Gateway]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; \u7279\u70b9: \u53ef\u89c6\u5316\u7f16\u6392, \u5185\u7f6eRAG, \u591a\u6a21\u578b\u652f\u6301&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; \u7b2c\u4e09\u4ee3: Agent\u539f\u751f\u5e73\u53f0 (2024-2026)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; +&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; |&nbsp; Agent Orchestrator&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; |&nbsp; [Agent1: Planner] -&gt; [Agent2: Researcher] -&gt; [Agent3: Coder] |&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; |&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; |&nbsp; [Memory Store]&nbsp;&nbsp;&nbsp; [Tool Registry]&nbsp;&nbsp;&nbsp; [Knowledge Graph]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; |&nbsp; (\u957f\u671f\u8bb0\u5fc6)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; (\u52a8\u6001\u5de5\u5177\u53d1\u73b0)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; (\u591a\u6a21\u6001RAG)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; +&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">|&nbsp; \u7279\u70b9: Agent\u81ea\u4e3b\u7f16\u6392, \u957f\u671f\u8bb0\u5fc6, \u5de5\u5177\u52a8\u6001\u53d1\u73b0, \u4f01\u4e1a\u7ea7\u6cbb\u7406&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; |<\/p>\n<p style=\"margin-left:0;margin-right:0\">+&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;+<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<h3 style=\"margin-left:0;margin-right:0\">1.3 2026\u5e74\u5e02\u573a\u683c\u5c40<\/h3>\n<p style=\"margin-left:0;margin-right:0\">\u622a\u81f32026\u5e74Q3\uff0c\u4e94\u5927\u5e73\u53f0\u5728\u5e02\u573a\u5b9a\u4f4d\u548c\u7528\u6237\u7fa4\u4f53\u4e0a\u5f62\u6210\u660e\u786e\u5206\u5316\u3002Dify\u51ed\u501f\u5f00\u6e90\u751f\u6001\u548cB2B\u4f01\u4e1a\u5e02\u573a\u5360\u636e\u6700\u9ad8\u91c7\u7528\u7387\uff1bCoze\u4f9d\u6258\u5b57\u8282\u8df3\u52a8\u751f\u6001\u5728\u4e2d\u56fdC\u7aef\u548cB\u7aef\u5e02\u573a\u5f71\u54cd\u529b\u6700\u5f3a\uff1bFastGPT\u4ee5\u77e5\u8bc6\u5e93\u7ba1\u7406\u89c1\u957f\u5728\u5ba2\u670d\u548c\u4f01\u4e1aQA\u573a\u666f\u5f62\u6210\u5dee\u5f02\u5316\uff1bLangflow\u4f5c\u4e3aDataStax\u65d7\u4e0b\u4ea7\u54c1\u5728LangChain\u751f\u6001\u7528\u6237\u4e2d\u5360\u636e\u4f18\u52bf\uff1bFlowise\u4f5c\u4e3a\u6700\u65e9\u7684\u5f00\u6e90\u53ef\u89c6\u5316\u5de5\u5177\u5728\u72ec\u7acb\u5f00\u53d1\u8005\u7fa4\u4f53\u4e2d\u4fdd\u6301\u5f71\u54cd\u529b\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\u88681-2 \u4e94\u5927\u5e73\u53f0\u793e\u533a\u4e0e\u5e02\u573a\u6570\u636e\uff082026\u5e749\u6708\uff09<\/p>\n<table border=\"1\" cellspacing=\"0\" style=\"width:100.0%\">\n<tbody>\n<tr>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u6307\u6807<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">Dify<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">Coze<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">FastGPT<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">Langflow<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">Flowise<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">GitHub Stars<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">55.2k<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">N\/A(\u95ed\u6e90)<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">18.5k<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">42.8k<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">32.1k<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6708\u6d3b\u8d21\u732e\u8005<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">380<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">N\/A<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">145<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">220<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">165<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Docker\u62c9\u53d6<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">850k<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">N\/A<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">320k<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">180k<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">450k<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6700\u65b0\u7248\u672c<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">0.15.3<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">na<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">4.8.2<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">1.5.0<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">2.6.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u9996\u6b21\u53d1\u5e03<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">2023.05<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">2024.02<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">2023.06<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">2023.06<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">2023.04<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u7ef4\u62a4\u65b9<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Dify Inc<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5b57\u8282\u8df3\u52a8<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Labring<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">DataStax<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">FlowiseAI<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u8bb8\u53ef\u8bc1<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Apache-2.0<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u95ed\u6e90(SaaS)<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">FastGPT Open<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">MIT<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Apache-2.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u90e8\u7f72\u6a21\u5f0f<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u81ea\u6258\u7ba1\/Cloud<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u4ec5SaaS<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u81ea\u6258\u7ba1\/Cloud<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u81ea\u6258\u7ba1\/Cloud<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u81ea\u6258\u7ba1<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0\">\n<h2 style=\"margin-left:0;margin-right:0\">\u7b2c\u4e8c\u7ae0 Dify\uff1a\u5f00\u6e90B2B\u4f01\u4e1a\u7ea7AI\u5e94\u7528\u5e73\u53f0<\/h2>\n<h3 style=\"margin-left:0;margin-right:0\">2.1 \u67b6\u6784\u8bbe\u8ba1\u7406\u5ff5<\/h3>\n<p style=\"margin-left:0;margin-right:0\">Dify\u7531\u82cf\u5dde\u6f9c\u7801\u79d1\u6280\u5f00\u53d1\uff08\u540e\u72ec\u7acb\u4e3aDify Inc\uff09\uff0c\u5176\u8bbe\u8ba1\u7406\u5ff5\u662f\\&#8221;LLMOps + Visual Orchestration\\&#8221;\u2014\u2014\u5c06\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u3001\u8fd0\u8425\u548c\u6cbb\u7406\u4e00\u4f53\u5316\u3002Dify\u7684\u67b6\u6784\u5206\u4e3a\u56db\u5c42\uff1a\u5e94\u7528\u5c42\uff08App\uff09\u7ba1\u7406\u5e94\u7528\u7c7b\u578b\u548c\u53d1\u5e03\uff1b\u7f16\u6392\u5c42\uff08Workflow\uff09\u63d0\u4f9b\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41\u7f16\u6392\u548cDSL\u5b9a\u4e49\uff1b\u80fd\u529b\u5c42\uff08Model\/Knowledge\/Tool\uff09\u7ba1\u7406\u6a21\u578b\u9002\u914d\u3001\u77e5\u8bc6\u5e93\u548c\u5de5\u5177\uff1b\u57fa\u7840\u8bbe\u65bd\u5c42\u63d0\u4f9bAPI\u7f51\u5173\u3001\u6570\u636e\u5b58\u50a8\u548c\u65e5\u5fd7\u5ba1\u8ba1\u3002Dify\u652f\u6301\u56db\u79cd\u5e94\u7528\u7c7b\u578b\uff1aChatbot\u3001Completion\u3001Agent\u3001Workflow\uff0c\u8986\u76d6\u4ece\u7b80\u5355\u5bf9\u8bdd\u5230\u590d\u6742Agent\u5de5\u4f5c\u6d41\u7684\u5168\u573a\u666f\u3002<\/p>\n<h3 style=\"margin-left:0;margin-right:0\">2.2 \u6838\u5fc3\u7ec4\u4ef6\u62c6\u89e3<\/h3>\n<p style=\"margin-left:0;margin-right:0\">\u88682-1 Dify\u6838\u5fc3\u7ec4\u4ef6\u62c6\u89e3<\/p>\n<table border=\"1\" cellspacing=\"0\" style=\"width:100.0%\">\n<tbody>\n<tr>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u7ec4\u4ef6<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:150.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u529f\u80fd\u63cf\u8ff0<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u6280\u672f\u5b9e\u73b0<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u4f01\u4e1a\u7ea7\u7279\u6027<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">App Manager<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:150.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5e94\u7528\u751f\u547d\u5468\u671f\u7ba1\u7406<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Python\/Go<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u591a\u73af\u5883\u53d1\u5e03<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Workflow Engine<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:150.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41\u7f16\u6392<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">React+Python<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">DSL\u5bfc\u5165\u5bfc\u51fa<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Model Provider<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:150.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6a21\u578b\u9002\u914d\u5c42<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Python SDK<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u591a\u6a21\u578b\u8def\u7531+\u8d1f\u8f7d\u5747\u8861<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Knowledge Base<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:150.0pt\">\n<p style=\"margin-left:0;margin-right:0\">RAG\u77e5\u8bc6\u5e93<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Python+\u5411\u91cfDB<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5206\u6bb5\u7b56\u7565+\u6df7\u5408\u68c0\u7d22<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Tool Registry<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:150.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5de5\u5177\u6ce8\u518c\u4e0e\u7ba1\u7406<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Python SDK<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u81ea\u5b9a\u4e49\u5de5\u5177API<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Agent Engine<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:150.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Agent\u63a8\u7406\u5f15\u64ce<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Python<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">ReAct+Function Call<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">API Gateway<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:150.0pt\">\n<p style=\"margin-left:0;margin-right:0\">API\u53d1\u5e03\u4e0e\u7ba1\u7406<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Go\/Python<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u9650\u6d41+\u8ba4\u8bc1<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Annotation<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:150.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u4eba\u5de5\u6807\u6ce8\u4e0e\u53cd\u9988<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Python<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">RLHF\u6570\u636e\u91c7\u96c6<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Data Source<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:150.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5916\u90e8\u6570\u636e\u6e90\u8fde\u63a5<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Python<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6570\u636e\u5e93\/API\u9002\u914d<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Log &amp; Audit<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:150.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u65e5\u5fd7\u4e0e\u5ba1\u8ba1<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Python<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5168\u94fe\u8def\u8ffd\u8e2a<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0\">\n<h3 style=\"margin-left:0;margin-right:0\">2.3 \u5de5\u4f5c\u6d41\u7f16\u6392\u5f15\u64ce<\/h3>\n<p style=\"margin-left:0;margin-right:0\">Dify\u7684Workflow\u5f15\u64ce\u652f\u6301\u8282\u70b9\u7c7b\u578b\uff1aStart\u3001LLM\u3001Knowledge Retrieval\u3001Code\u3001Conditional Branch\u3001Template Transform\u3001Variable Aggregator\u3001Tool\u3001HTTP Request\u3001End\u3002\u8282\u70b9\u95f4\u901a\u8fc7\u53d8\u91cf\u5f15\u7528\u4f20\u9012\u6570\u636e\uff0c\u652f\u6301\u6761\u4ef6\u5206\u652f\u548c\u5faa\u73af\u3002Workflow\u4ee5DSL\uff08JSON\uff09\u683c\u5f0f\u6301\u4e45\u5316\uff0c\u652f\u6301\u5bfc\u5165\u5bfc\u51fa\u548c\u7248\u672c\u7ba1\u7406\u30020.15\u7248\u672c\u65b0\u589eAgent\u8282\u70b9\uff0c\u53ef\u5728\u5de5\u4f5c\u6d41\u4e2d\u5d4c\u5165\u81ea\u4e3bAgent\uff0c\u5b9e\u73b0\\&#8221;\u5de5\u4f5c\u6d41+Agent\\&#8221;\u6df7\u5408\u7f16\u6392\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\u88682-2 Dify\u5de5\u4f5c\u6d41\u8282\u70b9\u7c7b\u578b<\/p>\n<table border=\"1\" cellspacing=\"0\" style=\"width:100.0%\">\n<tbody>\n<tr>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u8282\u70b9<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u529f\u80fd<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u8f93\u5165<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u8f93\u51fa<\/span><\/p>\n<\/td>\n<td style=\"background-color:#d5e8f0;border-color:#cccccc;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:black\">\u9002\u7528\u573a\u666f<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Start<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5de5\u4f5c\u6d41\u5165\u53e3<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u7528\u6237\u8f93\u5165\u53d8\u91cf<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u53d8\u91cf\u4f20\u9012<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6240\u6709\u5de5\u4f5c\u6d41<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">LLM<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5927\u6a21\u578b\u63a8\u7406<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Prompt+Context<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u751f\u6210\u6587\u672c<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6587\u672c\u751f\u6210\/\u6458\u8981<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Knowledge Retrieval<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u77e5\u8bc6\u5e93\u68c0\u7d22<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u67e5\u8be2\u8bed\u53e5<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u76f8\u5173\u6587\u6863<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">RAG\u95ee\u7b54<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Code<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u4ee3\u7801\u6267\u884c<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u8f93\u5165\u53d8\u91cf<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u4ee3\u7801\u8f93\u51fa<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6570\u636e\u5904\u7406\/\u8f6c\u6362<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Conditional<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6761\u4ef6\u5206\u652f<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6761\u4ef6\u53d8\u91cf<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u8def\u7531\u7ed3\u679c<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6d41\u7a0b\u63a7\u5236<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Template<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6a21\u677f\u8f6c\u6362<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6a21\u677f+\u53d8\u91cf<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6e32\u67d3\u6587\u672c<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Prompt\u7ec4\u88c5<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Tool<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5de5\u5177\u8c03\u7528<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5de5\u5177\u53c2\u6570<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5de5\u5177\u7ed3\u679c<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">API\u8c03\u7528\/\u641c\u7d22<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">HTTP Request<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">HTTP\u8bf7\u6c42<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">URL+Body<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u54cd\u5e94\u6570\u636e<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5916\u90e8API\u96c6\u6210<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Agent<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Agent\u63a8\u7406<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u4efb\u52a1\u63cf\u8ff0<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">Agent\u7ed3\u679c<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u81ea\u4e3b\u4efb\u52a1<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#cccccc;vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">End<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:125.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u5de5\u4f5c\u6d41\u51fa\u53e3<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u8f93\u51fa\u53d8\u91cf<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6700\u7ec8\u7ed3\u679c<\/p>\n<\/td>\n<td style=\"vertical-align:top;width:100.0pt\">\n<p style=\"margin-left:0;margin-right:0\">\u6240\u6709\u5de5\u4f5c\u6d41<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0\">\n<h3 style=\"margin-left:0;margin-right:0\">2.4 \u4f18\u52bf\u4e0e\u5c40\u9650<\/h3>\n<p 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