{"id":48364,"date":"2025-07-30T11:42:19","date_gmt":"2025-07-30T03:42:19","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/48364.html"},"modified":"2025-07-30T11:42:19","modified_gmt":"2025-07-30T03:42:19","slug":"dify-%e4%bb%8e%e5%85%a5%e9%97%a8%e5%88%b0%e7%b2%be%e9%80%9a%ef%bc%882-100-%e7%af%87%ef%bc%89%ef%bc%9adify-%e7%9a%84%e6%a0%b8%e5%bf%83%e7%bb%84%e4%bb%b6-%e4%bb%8e%e8%8a%82%e7%82%b9","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/48364.html","title":{"rendered":"Dify \u4ece\u5165\u95e8\u5230\u7cbe\u901a\uff082\/100 \u7bc7\uff09\uff1aDify \u7684\u6838\u5fc3\u7ec4\u4ef6 \u2014\u2014 \u4ece\u8282\u70b9\u5230 RAG \u7ba1\u9053"},"content":{"rendered":"<h2>Dify \u7684\u6838\u5fc3\u7ec4\u4ef6&#xff1a;\u4ece\u8282\u70b9\u5230 RAG \u7ba1\u9053<\/h2>\n<h3>\u5f15\u8a00<\/h3>\n<p>\u5728 Dify \u535a\u5ba2\u7cfb\u5217&#xff1a;\u4ece\u5165\u95e8\u5230\u7cbe\u901a&#xff08;100 \u7bc7&#xff09; \u7684\u7b2c\u4e00\u7bc7\u300aDify \u7a76\u7adf\u662f\u4ec0\u4e48&#xff1f;\u771f\u80fd\u5f00\u542f\u4f4e\u4ee3\u7801 AI \u5e94\u7528\u5f00\u53d1\u7684\u672a\u6765&#xff1f;\u300b\u4e2d&#xff0c;\u6211\u4eec\u5168\u9762\u4ecb\u7ecd\u4e86 Dify \u7684\u5b9a\u4f4d\u3001\u6838\u5fc3\u7279\u70b9\u548c\u5e94\u7528\u573a\u666f&#xff0c;\u5e26\u60a8\u521d\u6b65\u8ba4\u8bc6\u4e86\u8fd9\u4e2a\u4f4e\u4ee3\u7801 AI \u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u7684\u5f3a\u5927\u6f5c\u529b\u3002\u4f5c\u4e3a\u4e00\u4e2a\u5f00\u6e90\u7684 AI \u5f00\u53d1\u5de5\u5177&#xff0c;Dify \u7684\u9b45\u529b\u5728\u4e8e\u5176\u6a21\u5757\u5316\u7684\u8bbe\u8ba1\u548c\u76f4\u89c2\u7684\u64cd\u4f5c\u65b9\u5f0f&#xff0c;\u8ba9\u975e\u6280\u672f\u7528\u6237\u4e5f\u80fd\u5feb\u901f\u6784\u5efa\u590d\u6742\u5e94\u7528&#xff0c;\u800c\u5f00\u53d1\u8005\u5219\u80fd\u901a\u8fc7\u7075\u6d3b\u7684\u6269\u5c55\u5b9e\u73b0\u6df1\u5ea6\u5b9a\u5236\u3002<\/p>\n<p>\u672c\u6587\u662f\u7cfb\u5217\u7684\u7b2c\u4e8c\u7bc7&#xff0c;\u5c06\u6df1\u5165\u5256\u6790 Dify \u7684 \u6838\u5fc3\u7ec4\u4ef6&#xff0c;\u5305\u62ec\u5de5\u4f5c\u6d41\u8282\u70b9\u3001\u53d8\u91cf\u3001RAG&#xff08;\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff09;\u7ba1\u9053\u3001\u5e94\u7528\u7c7b\u578b\u548c\u6570\u636e\u7ba1\u7406\u6a21\u5757\u3002\u8fd9\u4e9b\u7ec4\u4ef6\u662f Dify \u7684\u57fa\u77f3&#xff0c;\u652f\u6491\u4e86\u4ece\u7b80\u5355\u804a\u5929\u673a\u5668\u4eba\u5230\u590d\u6742\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u5404\u79cd\u5e94\u7528\u573a\u666f\u3002\u901a\u8fc7\u672c\u6587&#xff0c;\u60a8\u5c06\u7406\u89e3 Dify \u7684\u5185\u90e8\u5de5\u4f5c\u539f\u7406&#xff0c;\u4e3a\u540e\u7eed\u5b9e\u6218\u6587\u7ae0**&#xff08;\u5982\u7b2c 3 \u7bc7\u300aDify vs \u5176\u4ed6 AI \u5e73\u53f0&#xff1a;LangChain\u3001Flowise\u3001CrewAI\u300b&#xff09;**\u5960\u5b9a\u575a\u5b9e\u57fa\u7840\u3002\u8ba9\u6211\u4eec\u4e00\u8d77\u63a2\u7d22 Dify \u7684\u6838\u5fc3\u7ec4\u4ef6&#xff0c;\u89e3\u9501 AI \u5e94\u7528\u5f00\u53d1\u7684\u5965\u79d8&#xff01;<\/p>\n<h3>Dify \u7684\u6838\u5fc3\u7ec4\u4ef6\u6982\u89c8<\/h3>\n<p>Dify \u7684\u8bbe\u8ba1\u7406\u5ff5\u662f\u5c06\u590d\u6742\u7684 AI \u5f00\u53d1\u8fc7\u7a0b\u6a21\u5757\u5316&#xff0c;\u901a\u8fc7\u76f4\u89c2\u7684\u53ef\u89c6\u5316\u754c\u9762\u548c\u5f3a\u5927\u7684\u529f\u80fd\u7ec4\u4ef6&#xff0c;\u8ba9\u7528\u6237\u4e13\u6ce8\u4e8e\u4e1a\u52a1\u903b\u8f91\u800c\u975e\u5e95\u5c42\u6280\u672f\u3002\u4ee5\u4e0b\u662f Dify \u7684\u4e94\u5927\u6838\u5fc3\u7ec4\u4ef6&#xff1a;<\/p>\n<li>\u5e94\u7528\u7c7b\u578b&#xff1a;Chatflow \u548c Workflow&#xff0c;\u5206\u522b\u9488\u5bf9\u5bf9\u8bdd\u548c\u81ea\u52a8\u5316\u573a\u666f\u3002<\/li>\n<li>\u5de5\u4f5c\u6d41\u8282\u70b9&#xff1a;\u5982 Start\u3001LLM\u3001Tools\u3001Answer \u7b49&#xff0c;\u6784\u5efa\u903b\u8f91\u6d41\u7a0b\u3002<\/li>\n<li>\u53d8\u91cf&#xff1a;\u8fde\u63a5\u8282\u70b9\u7684\u6570\u636e\u4f20\u9012\u673a\u5236&#xff0c;\u786e\u4fdd\u4fe1\u606f\u6d41\u52a8\u3002<\/li>\n<li>RAG \u7ba1\u9053&#xff1a;\u4ece\u5916\u90e8\u6570\u636e\u6e90\u68c0\u7d22\u4fe1\u606f&#xff0c;\u589e\u5f3a LLM \u8f93\u51fa\u3002<\/li>\n<li>\u6570\u636e\u7ba1\u7406&#xff1a;\u77e5\u8bc6\u5e93\u548c\u5411\u91cf\u6570\u636e\u5e93&#xff0c;\u652f\u6301\u9ad8\u6548\u7684\u6570\u636e\u5b58\u50a8\u4e0e\u68c0\u7d22\u3002<\/li>\n<p>\u8fd9\u4e9b\u7ec4\u4ef6\u76f8\u4e92\u534f\u4f5c&#xff0c;\u6784\u6210\u4e86 Dify \u7684\u5f3a\u5927\u529f\u80fd\u4f53\u7cfb\u3002\u63a5\u4e0b\u6765&#xff0c;\u6211\u4eec\u5c06\u9010\u4e00\u6df1\u5165\u89e3\u6790\u6bcf\u4e2a\u7ec4\u4ef6\u7684\u5de5\u4f5c\u539f\u7406\u3001\u914d\u7f6e\u65b9\u6cd5\u548c\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n<h3>1. \u5e94\u7528\u7c7b\u578b&#xff1a;Chatflow \u4e0e Workflow<\/h3>\n<p>Dify \u652f\u6301\u4e24\u79cd\u4e3b\u8981\u5e94\u7528\u7c7b\u578b&#xff0c;\u9488\u5bf9\u4e0d\u540c\u573a\u666f\u4f18\u5316\u8bbe\u8ba1&#xff1a;<\/p>\n<h4>Chatflow&#xff1a;\u5bf9\u8bdd\u9a71\u52a8\u7684\u5e94\u7528<\/h4>\n<p>Chatflow \u4e13\u4e3a\u5bf9\u8bdd\u573a\u666f\u8bbe\u8ba1&#xff0c;\u9002\u5408\u6784\u5efa\u804a\u5929\u673a\u5668\u4eba\u3001\u5ba2\u6237\u652f\u6301\u52a9\u624b\u6216\u8bed\u4e49\u641c\u7d22\u5de5\u5177\u3002\u5176\u6838\u5fc3\u7279\u70b9\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u591a\u8f6e\u5bf9\u8bdd&#xff1a;\u901a\u8fc7 Memory \u529f\u80fd\u4fdd\u5b58\u5bf9\u8bdd\u4e0a\u4e0b\u6587&#xff0c;\u786e\u4fdd\u8fde\u8d2f\u6027\u3002<\/li>\n<li>Answer \u8282\u70b9&#xff1a;\u652f\u6301\u6d41\u5f0f\u8f93\u51fa\u548c\u6ce8\u91ca\u56de\u590d&#xff0c;\u4f18\u5316\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n<li>\u77e5\u8bc6\u5e93\u96c6\u6210&#xff1a;\u7ed3\u5408 RAG \u7ba1\u9053&#xff0c;\u4ece\u6587\u6863\u6216\u7f51\u9875\u63d0\u53d6\u4fe1\u606f\u56de\u7b54\u95ee\u9898\u3002<\/li>\n<\/ul>\n<p>\u793a\u4f8b&#xff1a;\u4e00\u4e2a\u7535\u5546\u5ba2\u670d\u673a\u5668\u4eba\u53ef\u4ee5\u901a\u8fc7 Chatflow \u56de\u7b54\u7528\u6237\u5173\u4e8e\u4ea7\u54c1\u89c4\u683c\u3001\u9000\u8d27\u653f\u7b56\u7684\u95ee\u9898&#xff0c;\u5e76\u5f15\u7528\u77e5\u8bc6\u5e93\u4e2d\u7684 FAQ \u6587\u6863\u3002<\/p>\n<p>\u914d\u7f6e\u6b65\u9aa4&#xff1a;<\/p>\n<li>\u5728 Dify \u4eea\u8868\u677f\u70b9\u51fb\u201cCreate Application\u201d&#xff0c;\u9009\u62e9 Chatflow\u3002<\/li>\n<li>\u914d\u7f6e LLM&#xff08;\u5982 OpenAI GPT-4o \u6216 Ollama \u7684 Llama \u6a21\u578b&#xff09;\u3002<\/li>\n<li>\u4e0a\u4f20\u77e5\u8bc6\u5e93&#xff08;\u5982 PDF \u4ea7\u54c1\u624b\u518c&#xff09;&#xff0c;\u542f\u7528 RAG\u3002<\/li>\n<li>\u6d4b\u8bd5\u5bf9\u8bdd&#xff0c;\u8c03\u6574\u63d0\u793a&#xff08;Prompt&#xff09;\u4f18\u5316\u56de\u7b54\u3002<\/li>\n<h4>Workflow&#xff1a;\u81ea\u52a8\u5316\u4e0e\u6279\u5904\u7406<\/h4>\n<p>Workflow \u9762\u5411\u591a\u6b65\u9aa4\u903b\u8f91\u548c\u81ea\u52a8\u5316\u4efb\u52a1&#xff0c;\u9002\u5408\u6570\u636e\u5206\u6790\u3001\u5185\u5bb9\u751f\u6210\u3001\u90ae\u4ef6\u81ea\u52a8\u5316\u7b49\u573a\u666f\u3002\u5176\u6838\u5fc3\u7279\u70b9\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u8282\u70b9\u8fde\u63a5&#xff1a;\u901a\u8fc7\u62d6\u653e\u8282\u70b9&#xff08;\u5982 If\/Else\u3001Iteration&#xff09;\u5b9e\u73b0\u590d\u6742\u903b\u8f91\u3002<\/li>\n<li>\u6279\u91cf\u5904\u7406&#xff1a;\u652f\u6301\u5faa\u73af\u5904\u7406\u5217\u8868\u6570\u636e\u3002<\/li>\n<li>\u5916\u90e8\u96c6\u6210&#xff1a;\u901a\u8fc7 Tools \u8282\u70b9\u8c03\u7528 API \u6216\u5185\u7f6e\u5de5\u5177&#xff08;\u5982 Serper\u3001Yahoo Finance&#xff09;\u3002<\/li>\n<\/ul>\n<p>\u793a\u4f8b&#xff1a;\u4e00\u4e2a\u5e02\u573a\u8d8b\u52bf\u5206\u6790\u5de5\u4f5c\u6d41\u53ef\u4ee5\u901a\u8fc7 Workflow \u641c\u7d22\u884c\u4e1a\u65b0\u95fb\u3001\u5206\u6790\u6570\u636e\u5e76\u751f\u6210\u62a5\u544a\u3002<\/p>\n<p>\u914d\u7f6e\u6b65\u9aa4&#xff1a;<\/p>\n<li>\u521b\u5efa Workflow \u5e94\u7528&#xff0c;\u9009\u62e9\u7a7a\u767d\u6a21\u677f\u6216 DeepResearch \u6a21\u677f\u3002<\/li>\n<li>\u6dfb\u52a0\u8282\u70b9&#xff08;\u5982 Start\u3001Tools\u3001LLM\u3001Answer&#xff09;&#xff0c;\u8fde\u63a5\u903b\u8f91\u3002<\/li>\n<li>\u914d\u7f6e\u53d8\u91cf\u548c\u5916\u90e8\u5de5\u5177 API \u5bc6\u94a5\u3002<\/li>\n<li>\u9884\u89c8\u5de5\u4f5c\u6d41&#xff0c;\u68c0\u67e5\u8f93\u51fa\u3002<\/li>\n<p>Chatflow vs Workflow&#xff1a;<\/p>\n<ul>\n<li>Chatflow&#xff1a;\u5f3a\u8c03\u5bf9\u8bdd\u4ea4\u4e92&#xff0c;\u9002\u5408\u5b9e\u65f6\u7528\u6237\u6c9f\u901a\u3002<\/li>\n<li>Workflow&#xff1a;\u5f3a\u8c03\u6d41\u7a0b\u81ea\u52a8\u5316&#xff0c;\u9002\u5408\u540e\u53f0\u4efb\u52a1\u5904\u7406\u3002<\/li>\n<li>\u7ed3\u5408\u4f7f\u7528&#xff1a;Chatflow \u53ef\u89e6\u53d1 Workflow&#xff0c;\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u540e\u8fd4\u56de\u5bf9\u8bdd\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<p>\u5728\u540e\u7eed\u6587\u7ae0&#xff08;\u5982\u7b2c 7 \u7bc7\u300a\u7406\u89e3 Dify \u7684 Chatflow&#xff1a;\u6784\u5efa\u5bf9\u8bdd\u673a\u5668\u4eba\u300b\u548c\u7b2c 8 \u7bc7\u300a\u63a2\u7d22 Dify Workflow&#xff1a;\u81ea\u52a8\u5316\u4efb\u52a1\u7684\u5229\u5668\u300b&#xff09;&#xff0c;\u6211\u4eec\u5c06\u5206\u522b\u6df1\u5165\u63a2\u8ba8\u8fd9\u4e24\u79cd\u5e94\u7528\u7c7b\u578b\u7684\u5b9e\u6218\u6280\u5de7\u3002<\/p>\n<h3>2. \u5de5\u4f5c\u6d41\u8282\u70b9&#xff1a;Dify \u7684\u903b\u8f91\u6784\u5efa\u5757<\/h3>\n<p>\u5de5\u4f5c\u6d41\u8282\u70b9\u662f Dify \u7684\u6838\u5fc3\u529f\u80fd\u4e4b\u4e00&#xff0c;\u901a\u8fc7\u53ef\u89c6\u5316\u62d6\u653e\u65b9\u5f0f&#xff0c;\u7528\u6237\u53ef\u4ee5\u50cf\u642d\u79ef\u6728\u4e00\u6837\u6784\u5efa AI \u5e94\u7528\u7684\u903b\u8f91\u3002\u4ee5\u4e0b\u662f\u5e38\u89c1\u7684\u8282\u70b9\u7c7b\u578b\u53ca\u5176\u529f\u80fd&#xff1a;<\/p>\n<h4>Start \u8282\u70b9<\/h4>\n<ul>\n<li>\u4f5c\u7528&#xff1a;\u5b9a\u4e49\u5de5\u4f5c\u6d41\u7684\u8f93\u5165\u53c2\u6570&#xff0c;\u5982\u6587\u672c\u3001\u6570\u5b57\u6216\u6587\u4ef6\u3002<\/li>\n<li>\u914d\u7f6e&#xff1a;\u8bbe\u7f6e\u8f93\u5165\u5b57\u6bb5&#xff08;\u5982 research_topic \u4e3a\u5b57\u7b26\u4e32&#xff0c;max_loop \u4e3a\u6570\u5b57&#xff09;\u3002<\/li>\n<li>\u8f93\u51fa&#xff1a;\u5c06\u7528\u6237\u8f93\u5165\u4f20\u9012\u5230\u4e0b\u6e38\u8282\u70b9\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u5728 Deep Research \u5de5\u4f5c\u6d41\u4e2d&#xff0c;Start \u8282\u70b9\u6355\u83b7\u7814\u7a76\u4e3b\u9898&#xff08;\u5982\u201cAI \u5728\u533b\u7597\u9886\u57df\u7684\u5e94\u7528\u201d&#xff09;\u3002<\/li>\n<\/ul>\n<h4>LLM \u8282\u70b9<\/h4>\n<ul>\n<li>\u4f5c\u7528&#xff1a;\u8c03\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5904\u7406\u8f93\u5165&#xff0c;\u751f\u6210\u6587\u672c\u3001JSON \u6216\u5176\u4ed6\u683c\u5f0f\u8f93\u51fa\u3002<\/li>\n<li>\u914d\u7f6e&#xff1a;\n<ul>\n<li>\u9009\u62e9\u6a21\u578b&#xff08;\u5982 GPT-4o\u3001Claude\u3001Ollama \u7684 Mistral&#xff09;\u3002<\/li>\n<li>\u8bbe\u7f6e\u63d0\u793a&#xff08;Prompt&#xff09;&#xff0c;\u5982&#xff1a;Based on {{input}}, generate a summary in 100 words.\n <\/li>\n<\/ul>\n<\/li>\n<li>\u8f93\u51fa&#xff1a;\u751f\u6210\u7ed3\u679c&#xff0c;\u5982\u6587\u672c\u6216\u7ed3\u6784\u5316\u6570\u636e\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u5206\u6790\u641c\u7d22\u7ed3\u679c&#xff0c;\u751f\u6210\u4e0b\u4e00\u6b65\u67e5\u8be2\u5173\u952e\u8bcd\u3002<\/li>\n<\/ul>\n<h4>Tools \u8282\u70b9<\/h4>\n<ul>\n<li>\u4f5c\u7528&#xff1a;\u8c03\u7528\u5916\u90e8\u5de5\u5177\u6216 API&#xff0c;\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\u3002<\/li>\n<li>\u5185\u7f6e\u5de5\u5177&#xff1a;Exa Answer&#xff08;\u641c\u7d22&#xff09;\u3001Serper&#xff08;\u641c\u7d22\u5f15\u64ce&#xff09;\u3001Yahoo Finance&#xff08;\u80a1\u7968\u6570\u636e&#xff09;\u3001JinaReader&#xff08;\u7f51\u9875\u6293\u53d6&#xff09;\u3002<\/li>\n<li>\u81ea\u5b9a\u4e49\u5de5\u5177&#xff1a;\u901a\u8fc7 HTTP \u8282\u70b9\u8c03\u7528\u7b2c\u4e09\u65b9 API\u3002<\/li>\n<li>\u914d\u7f6e&#xff1a;\u8f93\u5165 API \u5bc6\u94a5\u548c\u67e5\u8be2\u53c2\u6570\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u4f7f\u7528 Serper \u641c\u7d22\u201cAI \u533b\u7597\u5e94\u7528\u201d&#xff0c;\u8fd4\u56de\u6807\u9898\u3001URL \u548c\u6458\u8981\u3002<\/li>\n<\/ul>\n<h4>Knowledge Retrieval \u8282\u70b9<\/h4>\n<ul>\n<li>\u4f5c\u7528&#xff1a;\u4ece\u77e5\u8bc6\u5e93\u68c0\u7d22\u76f8\u5173\u4fe1\u606f&#xff0c;\u652f\u6301 RAG \u7ba1\u9053\u3002<\/li>\n<li>\u914d\u7f6e&#xff1a;\u9009\u62e9\u77e5\u8bc6\u5e93&#xff0c;\u8bbe\u7f6e\u68c0\u7d22\u53c2\u6570&#xff08;\u5982 Top-K&#xff09;\u3002<\/li>\n<li>\u8f93\u51fa&#xff1a;\u5339\u914d\u7684\u6587\u6863\u7247\u6bb5\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u4ece\u533b\u7597\u6587\u732e\u5e93\u68c0\u7d22 AI \u8bca\u65ad\u76f8\u5173\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<h4>If\/Else \u8282\u70b9<\/h4>\n<ul>\n<li>\u4f5c\u7528&#xff1a;\u6839\u636e\u6761\u4ef6\u5206\u652f\u63a7\u5236\u6d41\u7a0b\u3002<\/li>\n<li>\u914d\u7f6e&#xff1a;\u8bbe\u7f6e\u6761\u4ef6&#xff08;\u5982 {{llm.shouldContinue}} &#061;&#061; true&#xff09;\u3002<\/li>\n<li>\u8f93\u51fa&#xff1a;\u8def\u7531\u5230 True \u6216 False \u5206\u652f\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u51b3\u5b9a\u662f\u5426\u7ee7\u7eed\u8fed\u4ee3\u641c\u7d22\u3002<\/li>\n<\/ul>\n<h4>Iteration \u8282\u70b9<\/h4>\n<ul>\n<li>\u4f5c\u7528&#xff1a;\u5faa\u73af\u5904\u7406\u5217\u8868\u6570\u636e&#xff0c;\u9002\u5408\u6279\u91cf\u4efb\u52a1\u3002<\/li>\n<li>\u914d\u7f6e&#xff1a;\u8f93\u5165\u6570\u7ec4&#xff08;\u5982\u641c\u7d22\u5173\u952e\u8bcd\u5217\u8868&#xff09;&#xff0c;\u8bbe\u7f6e\u6700\u5927\u5faa\u73af\u6b21\u6570\u3002<\/li>\n<li>\u8f93\u51fa&#xff1a;\u6bcf\u6b21\u5faa\u73af\u7684\u7ed3\u679c\u96c6\u5408\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u6279\u91cf\u641c\u7d22\u591a\u4e2a\u5173\u952e\u8bcd\u3002<\/li>\n<\/ul>\n<h4>Answer \u8282\u70b9<\/h4>\n<ul>\n<li>\u4f5c\u7528&#xff1a;\u751f\u6210\u6700\u7ec8\u8f93\u51fa&#xff0c;\u652f\u6301\u6d41\u5f0f\u66f4\u65b0\u3002<\/li>\n<li>\u914d\u7f6e&#xff1a;\u4f7f\u7528 Jinja2 \u6a21\u677f\u683c\u5f0f\u5316\u8f93\u51fa&#xff0c;\u5982&#xff1a;# Report on {{start.research_topic}}<br \/>\n{% for result in iteration.results %}<br \/>\n&#8211; {{result.snippet}}<br \/>\n{% endfor %}\n <\/li>\n<li>\u793a\u4f8b&#xff1a;\u751f\u6210\u5e26\u5f15\u7528\u7684\u7814\u7a76\u62a5\u544a\u3002<\/li>\n<\/ul>\n<h4>Code \u8282\u70b9<\/h4>\n<ul>\n<li>\u4f5c\u7528&#xff1a;\u6267\u884c\u81ea\u5b9a\u4e49 Python \u6216 Node.js \u4ee3\u7801\u3002<\/li>\n<li>\u914d\u7f6e&#xff1a;\u7f16\u5199\u4ee3\u7801\u5904\u7406\u8f93\u5165\u6570\u636e\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u6e05\u6d17 JSON \u6570\u636e&#xff0c;\u63d0\u53d6\u7279\u5b9a\u5b57\u6bb5\u3002<\/li>\n<\/ul>\n<h4>Parameter Extractor \u8282\u70b9<\/h4>\n<ul>\n<li>\u4f5c\u7528&#xff1a;\u4ece\u6587\u672c\u63d0\u53d6\u7ed3\u6784\u5316\u6570\u636e\u3002<\/li>\n<li>\u914d\u7f6e&#xff1a;\u5b9a\u4e49\u63d0\u53d6\u89c4\u5219&#xff08;\u5982\u6b63\u5219\u8868\u8fbe\u5f0f\u6216 LLM \u63d0\u793a&#xff09;\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u4ece\u7528\u6237\u8f93\u5165\u63d0\u53d6\u8ba2\u5355\u53f7\u3002<\/li>\n<\/ul>\n<h4>Doc Extractor \u8282\u70b9<\/h4>\n<ul>\n<li>\u4f5c\u7528&#xff1a;\u4ece\u6587\u6863&#xff08;\u5982 PDF\u3001TXT&#xff09;\u63d0\u53d6\u6587\u672c\u3002<\/li>\n<li>\u914d\u7f6e&#xff1a;\u4e0a\u4f20\u6587\u4ef6&#xff0c;\u8bbe\u7f6e\u63d0\u53d6\u8303\u56f4\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u89e3\u6790\u8d22\u52a1\u62a5\u544a\u3002<\/li>\n<\/ul>\n<h4>List Operation \u8282\u70b9<\/h4>\n<ul>\n<li>\u4f5c\u7528&#xff1a;\u5904\u7406\u6570\u7ec4\u6570\u636e&#xff0c;\u5982\u8fc7\u6ee4\u3001\u6392\u5e8f\u3002<\/li>\n<li>\u914d\u7f6e&#xff1a;\u8bbe\u7f6e\u64cd\u4f5c\u89c4\u5219&#xff08;\u5982 filter: score &gt; 0.8&#xff09;\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u7b5b\u9009\u9ad8\u76f8\u5173\u5ea6\u7684\u641c\u7d22\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<p>\u8282\u70b9\u4f7f\u7528\u6280\u5de7&#xff1a;<\/p>\n<ul>\n<li>\u8fde\u63a5\u903b\u8f91&#xff1a;\u786e\u4fdd\u8282\u70b9\u8f93\u5165\u8f93\u51fa\u7c7b\u578b\u5339\u914d&#xff08;\u5982\u5b57\u7b26\u4e32\u5230\u5b57\u7b26\u4e32&#xff09;\u3002<\/li>\n<li>\u8c03\u8bd5&#xff1a;\u4f7f\u7528 Workflow Process \u9762\u677f\u68c0\u67e5\u8282\u70b9\u8fd0\u884c\u72b6\u6001\u3002<\/li>\n<li>\u590d\u7528&#xff1a;\u4fdd\u5b58\u5e38\u7528\u8282\u70b9\u914d\u7f6e\u4e3a\u6a21\u677f\u3002<\/li>\n<\/ul>\n<p>\u5728\u7b2c 13 \u7bc7\u300a\u521d\u8bc6 Dify \u8282\u70b9&#xff1a;Start\u3001LLM \u548c Answer\u300b\u4e2d&#xff0c;\u6211\u4eec\u5c06\u901a\u8fc7\u5b9e\u6218\u793a\u4f8b\u8fdb\u4e00\u6b65\u8bb2\u89e3\u8282\u70b9\u914d\u7f6e\u3002<\/p>\n<h3>3. \u53d8\u91cf&#xff1a;\u6570\u636e\u6d41\u52a8\u7684\u6865\u6881<\/h3>\n<p>\u53d8\u91cf\u662f Dify \u5de5\u4f5c\u6d41\u4e2d\u6570\u636e\u4f20\u9012\u7684\u6838\u5fc3\u673a\u5236&#xff0c;\u8fde\u63a5\u5404\u8282\u70b9\u7684\u8f93\u5165\u548c\u8f93\u51fa\u3002Dify \u652f\u6301\u4ee5\u4e0b\u53d8\u91cf\u7c7b\u578b&#xff1a;<\/p>\n<ul>\n<li>\u8f93\u5165\u53d8\u91cf&#xff1a;\u6765\u81ea\u7528\u6237\u8f93\u5165\u6216\u5916\u90e8\u6570\u636e&#xff08;\u5982 start.research_topic&#xff09;\u3002<\/li>\n<li>\u8f93\u51fa\u53d8\u91cf&#xff1a;\u8282\u70b9\u5904\u7406\u7ed3\u679c&#xff08;\u5982 llm.output&#xff09;\u3002<\/li>\n<li>\u4f1a\u8bdd\u53d8\u91cf&#xff1a;\u5b58\u50a8\u5bf9\u8bdd\u5386\u53f2\u6216\u72b6\u6001&#xff0c;\u9002\u5408 Chatflow\u3002<\/li>\n<li>\u805a\u5408\u53d8\u91cf&#xff1a;\u901a\u8fc7 Variable Aggregator \u8282\u70b9\u6c47\u603b\u6570\u636e\u3002<\/li>\n<\/ul>\n<h4>\u53d8\u91cf\u7684\u5de5\u4f5c\u539f\u7406<\/h4>\n<ul>\n<li>\u5b9a\u4e49&#xff1a;\u5728 Start \u8282\u70b9\u6216\u8282\u70b9\u914d\u7f6e\u4e2d\u5b9a\u4e49\u53d8\u91cf&#xff08;\u5982 research_topic: string&#xff09;\u3002<\/li>\n<li>\u5f15\u7528&#xff1a;\u4f7f\u7528 Jinja2 \u8bed\u6cd5\u5f15\u7528\u53d8\u91cf&#xff0c;\u5982 {{start.research_topic}}\u3002<\/li>\n<li>\u4f20\u9012&#xff1a;\u53d8\u91cf\u4ece\u4e0a\u6e38\u8282\u70b9\u6d41\u5411\u4e0b\u6e38\u8282\u70b9\u3002<\/li>\n<li>\u7ba1\u7406&#xff1a;\u5728\u5de5\u4f5c\u6d41\u7f16\u8f91\u5668\u4e2d\u67e5\u770b\u548c\u7f16\u8f91\u53d8\u91cf\u3002<\/li>\n<\/ul>\n<h4>\u793a\u4f8b&#xff1a;\u53d8\u91cf\u5728\u5de5\u4f5c\u6d41\u4e2d\u7684\u5e94\u7528<\/h4>\n<p>\u5047\u8bbe\u6784\u5efa\u4e00\u4e2a Deep Research \u5de5\u4f5c\u6d41&#xff1a;<\/p>\n<li>Start \u8282\u70b9\u5b9a\u4e49 research_topic&#xff08;\u5982\u201cAI in healthcare\u201d&#xff09;\u3002<\/li>\n<li>Iteration \u8282\u70b9\u5f15\u7528 {{start.research_topic}}&#xff0c;\u5206\u89e3\u4e3a\u5173\u952e\u8bcd\u5217\u8868\u3002<\/li>\n<li>Tools \u8282\u70b9\u4f7f\u7528 {{iteration.search_keywords}} \u8c03\u7528 Serper\u3002<\/li>\n<li>LLM \u8282\u70b9\u5206\u6790 {{tools.search_results}}&#xff0c;\u751f\u6210 nextSearchTopic\u3002<\/li>\n<li>Answer \u8282\u70b9\u683c\u5f0f\u5316 {{iteration.iteration_results}} \u4e3a\u62a5\u544a\u3002<\/li>\n<p>\u53d8\u91cf\u7ba1\u7406\u6280\u5de7&#xff1a;<\/p>\n<ul>\n<li>\u547d\u540d\u89c4\u8303&#xff1a;\u4f7f\u7528\u6e05\u6670\u7684\u53d8\u91cf\u540d&#xff08;\u5982 search_results \u800c\u975e data&#xff09;\u3002<\/li>\n<li>\u7c7b\u578b\u68c0\u67e5&#xff1a;\u786e\u4fdd\u53d8\u91cf\u7c7b\u578b\u4e00\u81f4&#xff08;\u5982\u6570\u7ec4\u5230\u6570\u7ec4&#xff09;\u3002<\/li>\n<li>\u8c03\u8bd5&#xff1a;\u5728 Workflow Process \u9762\u677f\u67e5\u770b\u53d8\u91cf\u503c\u3002<\/li>\n<\/ul>\n<p>\u5728\u7b2c 14 \u7bc7\u300a\u53d8\u91cf\u7ba1\u7406&#xff1a;Dify \u5de5\u4f5c\u6d41\u7684\u6570\u636e\u6d41\u52a8\u300b\u4e2d&#xff0c;\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u53d8\u91cf\u7684\u9ad8\u7ea7\u7528\u6cd5\u3002<\/p>\n<h3>4. RAG \u7ba1\u9053&#xff1a;\u4ece\u6570\u636e\u5230\u667a\u80fd\u56de\u7b54<\/h3>\n<p>\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u662f Dify \u7684\u6838\u5fc3\u529f\u80fd&#xff0c;\u901a\u8fc7\u4ece\u5916\u90e8\u6570\u636e\u6e90\u68c0\u7d22\u4fe1\u606f&#xff0c;\u663e\u8457\u63d0\u5347 LLM \u7684\u56de\u7b54\u51c6\u786e\u6027\u548c\u4e0a\u4e0b\u6587\u76f8\u5173\u6027\u3002RAG \u7ba1\u9053\u5305\u62ec\u4e09\u4e2a\u9636\u6bb5&#xff1a;<\/p>\n<h4>\u6570\u636e\u63d0\u53d6<\/h4>\n<ul>\n<li>\u652f\u6301\u683c\u5f0f&#xff1a;PDF\u3001TXT\u3001PPT\u3001Markdown\u3001\u7f51\u9875\u7b49\u3002<\/li>\n<li>\u65b9\u6cd5&#xff1a;\u4e0a\u4f20\u6587\u4ef6\u6216\u901a\u8fc7 JinaReader \u6293\u53d6\u7f51\u9875\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u4e0a\u4f20\u533b\u7597\u767d\u76ae\u4e66&#xff0c;\u63d0\u53d6\u6587\u672c\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<h4>\u6570\u636e\u8f6c\u6362<\/h4>\n<ul>\n<li>\u5206\u6bb5&#xff1a;\u5c06\u957f\u6587\u6863\u62c6\u5206\u4e3a\u5c0f\u7247\u6bb5&#xff08;\u9ed8\u8ba4 512 \u5b57\u7b26&#xff09;\u3002<\/li>\n<li>\u5411\u91cf\u5316&#xff1a;\u4f7f\u7528\u5d4c\u5165\u6a21\u578b&#xff08;\u5982 sentence-transformers&#xff09;\u5c06\u6587\u672c\u8f6c\u4e3a\u5411\u91cf\u3002<\/li>\n<li>\u5b58\u50a8&#xff1a;\u4fdd\u5b58\u5230\u5411\u91cf\u6570\u636e\u5e93&#xff08;Weaviate \u6216 pgvector&#xff09;\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u5c06\u767d\u76ae\u4e66\u5206\u6bb5\u5e76\u7d22\u5f15\u5230 Weaviate\u3002<\/li>\n<\/ul>\n<h4>\u68c0\u7d22\u4e0e\u751f\u6210<\/h4>\n<ul>\n<li>\u68c0\u7d22&#xff1a;\u6839\u636e\u7528\u6237\u67e5\u8be2&#xff0c;\u68c0\u7d22 Top-K \u76f8\u5173\u7247\u6bb5\u3002<\/li>\n<li>\u751f\u6210&#xff1a;LLM \u7ed3\u5408\u68c0\u7d22\u7ed3\u679c\u751f\u6210\u56de\u7b54\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u7528\u6237\u67e5\u8be2\u201cAI \u8bca\u65ad\u6280\u672f\u201d&#xff0c;RAG \u68c0\u7d22\u76f8\u5173\u6bb5\u843d&#xff0c;LLM \u751f\u6210\u8be6\u7ec6\u56de\u7b54\u3002<\/li>\n<\/ul>\n<h4>\u914d\u7f6e RAG \u7ba1\u9053<\/h4>\n<li>\u5728 Dify \u4eea\u8868\u677f\u521b\u5efa\u77e5\u8bc6\u5e93&#xff0c;\u4e0a\u4f20\u6587\u6863\u6216\u7f51\u9875\u3002<\/li>\n<li>\u914d\u7f6e\u5206\u6bb5\u548c\u5d4c\u5165\u6a21\u578b&#xff08;\u9ed8\u8ba4\u4f7f\u7528 sentence-transformers&#xff09;\u3002<\/li>\n<li>\u5728\u5de5\u4f5c\u6d41\u4e2d\u6dfb\u52a0 Knowledge Retrieval \u8282\u70b9&#xff0c;\u8fde\u63a5\u5230 LLM\u3002<\/li>\n<li>\u6d4b\u8bd5\u68c0\u7d22\u6548\u679c&#xff0c;\u8c03\u6574 Top-K \u6216\u5206\u6bb5\u5927\u5c0f\u3002<\/li>\n<p>RAG \u7684\u4f18\u52bf&#xff1a;<\/p>\n<ul>\n<li>\u51c6\u786e\u6027&#xff1a;\u51cf\u5c11 LLM \u7684\u5e7b\u89c9&#xff08;hallucination&#xff09;\u3002<\/li>\n<li>\u7075\u6d3b\u6027&#xff1a;\u652f\u6301\u52a8\u6001\u66f4\u65b0\u77e5\u8bc6\u5e93\u3002<\/li>\n<li>\u6548\u7387&#xff1a;\u65e0\u9700\u5fae\u8c03 LLM \u5373\u53ef\u5229\u7528\u5916\u90e8\u6570\u636e\u3002<\/li>\n<\/ul>\n<p>\u5728\u7b2c 9 \u7bc7\u300aDify \u7684 RAG \u7ba1\u9053&#xff1a;\u4ece\u6570\u636e\u5230\u667a\u80fd\u56de\u7b54\u300b\u4e2d&#xff0c;\u6211\u4eec\u5c06\u901a\u8fc7\u5b9e\u6218\u6848\u4f8b\u5c55\u793a RAG \u7684\u914d\u7f6e\u4e0e\u4f18\u5316\u3002<\/p>\n<h3>5. \u6570\u636e\u7ba1\u7406&#xff1a;\u77e5\u8bc6\u5e93\u4e0e\u5411\u91cf\u6570\u636e\u5e93<\/h3>\n<p>Dify \u7684\u6570\u636e\u7ba1\u7406\u6a21\u5757\u4e3a RAG \u548c\u77e5\u8bc6\u5e93\u63d0\u4f9b\u652f\u6301&#xff0c;\u786e\u4fdd\u9ad8\u6548\u7684\u6570\u636e\u5b58\u50a8\u548c\u68c0\u7d22\u3002<\/p>\n<h4>\u77e5\u8bc6\u5e93<\/h4>\n<ul>\n<li>\u529f\u80fd&#xff1a;\u5b58\u50a8\u6587\u6863\u3001\u7f51\u9875\u6216\u6587\u672c\u6570\u636e&#xff0c;\u81ea\u52a8\u7d22\u5f15\u4e3a\u5411\u91cf\u3002<\/li>\n<li>\u64cd\u4f5c&#xff1a;\u4e0a\u4f20\u6587\u4ef6\u3001\u6293\u53d6\u7f51\u9875\u3001\u7f16\u8f91\u5206\u6bb5\u3002<\/li>\n<li>\u6e05\u6d17&#xff1a;\u652f\u6301\u53bb\u91cd\u3001\u5206\u6bb5\u548c\u683c\u5f0f\u5316\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u521b\u5efa\u4f01\u4e1a FAQ \u77e5\u8bc6\u5e93&#xff0c;\u5305\u542b\u4ea7\u54c1\u624b\u518c\u548c\u653f\u7b56\u6587\u6863\u3002<\/li>\n<\/ul>\n<h4>\u5411\u91cf\u6570\u636e\u5e93<\/h4>\n<ul>\n<li>\u652f\u6301&#xff1a;Weaviate&#xff08;\u9ed8\u8ba4&#xff09;\u3001pgvector\u3002<\/li>\n<li>\u4f5c\u7528&#xff1a;\u5b58\u50a8\u6587\u672c\u5411\u91cf&#xff0c;\u652f\u6301\u5feb\u901f\u76f8\u4f3c\u6027\u68c0\u7d22\u3002<\/li>\n<li>\u914d\u7f6e&#xff1a;\u5728 docker-compose.middleware.yml \u4e2d\u8bbe\u7f6e Weaviate&#xff1a;<span class=\"token key atrule\">weaviate<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">image<\/span><span class=\"token punctuation\">:<\/span> semitechnologies\/weaviate<span class=\"token punctuation\">:<\/span>1.26.1<br \/>\n  <span class=\"token key atrule\">ports<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token string\">&#034;8080:8080&#034;<\/span>\n <\/li>\n<li>\u793a\u4f8b&#xff1a;\u68c0\u7d22\u4e0e\u201cAI \u533b\u7597\u201d\u6700\u76f8\u4f3c\u7684\u6587\u6863\u7247\u6bb5\u3002<\/li>\n<\/ul>\n<h4>\u6570\u636e\u7ba1\u7406\u6280\u5de7<\/h4>\n<ul>\n<li>\u5206\u6bb5\u4f18\u5316&#xff1a;\u8c03\u6574\u5206\u6bb5\u5927\u5c0f&#xff08;\u8fc7\u5c0f\u964d\u4f4e\u4e0a\u4e0b\u6587&#xff0c;\u8fc7\u5927\u5f71\u54cd\u68c0\u7d22&#xff09;\u3002<\/li>\n<li>\u53bb\u91cd&#xff1a;\u79fb\u9664\u91cd\u590d\u5185\u5bb9&#xff0c;\u63d0\u5347\u68c0\u7d22\u6548\u7387\u3002<\/li>\n<li>\u76d1\u63a7&#xff1a;\u4f7f\u7528 Dify \u65e5\u5fd7\u68c0\u67e5\u77e5\u8bc6\u5e93\u7d22\u5f15\u72b6\u6001\u3002<\/li>\n<\/ul>\n<p>\u5728\u7b2c 11 \u7bc7\u300aDify \u6570\u636e\u7ba1\u7406&#xff1a;\u77e5\u8bc6\u5e93\u4e0e\u5411\u91cf\u6570\u636e\u5e93\u300b\u4e2d&#xff0c;\u6211\u4eec\u5c06\u8be6\u7ec6\u8bb2\u89e3\u77e5\u8bc6\u5e93\u7684\u521b\u5efa\u4e0e\u4f18\u5316\u3002<\/p>\n<h3>\u5b9e\u9645\u6848\u4f8b<\/h3>\n<p>\u4ee5\u4e0b\u662f Dify \u6838\u5fc3\u7ec4\u4ef6\u7684\u5b9e\u9645\u5e94\u7528\u6848\u4f8b&#xff1a;<\/p>\n<ul>\n<li>\u6559\u80b2\u95ee\u7b54\u7cfb\u7edf&#xff1a;\u4f7f\u7528 Chatflow \u548c RAG \u7ba1\u9053&#xff0c;\u57fa\u4e8e\u6559\u6750\u6784\u5efa\u95ee\u7b54\u52a9\u624b&#xff0c;Knowledge Retrieval \u8282\u70b9\u4ece PDF \u63d0\u53d6\u7b54\u6848&#xff08;\u53c2\u8003 Dify for Education&#xff09;\u3002<\/li>\n<li>\u5e02\u573a\u5206\u6790\u5de5\u4f5c\u6d41&#xff1a;\u901a\u8fc7 Workflow \u7ed3\u5408 Tools \u8282\u70b9&#xff08;Serper&#xff09;\u548c LLM \u8282\u70b9&#xff0c;\u5206\u6790\u884c\u4e1a\u8d8b\u52bf&#xff0c;Iteration \u8282\u70b9\u6279\u91cf\u5904\u7406\u5173\u952e\u8bcd\u3002<\/li>\n<li>\u5185\u5bb9\u751f\u6210\u5668&#xff1a;\u4f7f\u7528 Answer \u8282\u70b9\u548c Jinja2 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\u63d0\u4f9b\u9ed8\u8ba4\u8bbe\u7f6e&#xff0c;\u9002\u5408\u5feb\u901f\u4e0a\u624b\u3002<\/li>\n<\/ul>\n<\/li>\n<li>Q&#xff1a;\u53d8\u91cf\u5f15\u7528\u51fa\u9519\u600e\u4e48\u529e&#xff1f;\n<ul>\n<li>A&#xff1a;\u68c0\u67e5\u53d8\u91cf\u540d\u548c\u7c7b\u578b&#xff0c;\u4f7f\u7528 Workflow Process \u9762\u677f\u8c03\u8bd5\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u7ed3\u8bba<\/h3>\n<p>Dify \u7684\u6838\u5fc3\u7ec4\u4ef6\u2014\u2014\u5e94\u7528\u7c7b\u578b\u3001\u5de5\u4f5c\u6d41\u8282\u70b9\u3001\u53d8\u91cf\u3001RAG \u7ba1\u9053\u548c\u6570\u636e\u7ba1\u7406\u2014\u2014\u6784\u6210\u4e86\u5176\u5f3a\u5927\u7684 AI \u5e94\u7528\u5f00\u53d1\u80fd\u529b\u3002Chatflow \u548c Workflow \u6ee1\u8db3\u4e0d\u540c\u573a\u666f\u9700\u6c42&#xff0c;\u8282\u70b9\u548c\u53d8\u91cf\u5b9e\u73b0\u7075\u6d3b\u7684\u903b\u8f91\u6784\u5efa&#xff0c;RAG \u7ba1\u9053\u548c\u6570\u636e\u7ba1\u7406\u63d0\u5347\u56de\u7b54\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\u3002\u901a\u8fc7\u672c\u6587&#xff0c;\u60a8\u5df2\u7ecf\u638c\u63e1\u4e86 Dify \u7684\u57fa\u672c\u5de5\u4f5c\u539f\u7406&#xff0c;\u4e3a\u540e\u7eed\u5b9e\u6218\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n<p>\u4f5c\u4e3a\u672c\u7cfb\u5217\u7684\u7b2c\u4e8c\u7bc7&#xff0c;\u672c\u6587\u4e3a\u60a8\u6253\u5f00\u4e86 Dify \u6280\u672f\u5185\u6838\u7684\u5927\u95e8\u3002\u63a5\u4e0b\u6765&#xff0c;\u6211\u4eec\u5c06\u5728\u7b2c 3 \u7bc7 \u300aDify vs \u5176\u4ed6 AI \u5e73\u53f0&#xff1a;LangChain\u3001Flowise\u3001CrewAI\u300b \u4e2d\u5bf9\u6bd4 Dify \u4e0e\u5176\u4ed6\u5e73\u53f0\u7684\u4f18\u52a3&#xff0c;\u5e2e\u52a9\u60a8\u9009\u62e9\u6700\u9002\u5408\u7684\u5f00\u53d1\u5de5\u5177\u3002\u7ee7\u7eed\u8ddf\u968f **\u903b\u6781** \u7684\u535a\u5ba2\u7cfb\u5217&#xff0c;\u63a2\u7d22 Dify 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