{"id":26431,"date":"2025-02-22T22:22:28","date_gmt":"2025-02-22T14:22:28","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=26431"},"modified":"2025-02-22T22:22:54","modified_gmt":"2025-02-22T14:22:54","slug":"deep-research-jishu","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/deep-research-jishu\/","title":{"rendered":"Deep Research \u6280\u672f\u76d8\u70b9\uff01\u6bd4RAG\u66f4\u9ad8\u7ea7\u7684LLM\u5e94\u7528\u8303\u5f0f"},"content":{"rendered":"<p>OpenAI \u7684 Deep Research \u5de5\u5177\u6a2a\u7a7a\u51fa\u4e16\u540e\uff0c\u5404\u5927\u5382\u5546\u90fd\u63a8\u51fa\u4e86\u81ea\u7814\u7684 Deep Research \u5de5\u5177\u3002\u6240\u8c13Deep Research\uff0c\u662f\u548c\u666e\u901a\u641c\u7d22\u6bd4\u8f83\u7684\uff0c\u7b80\u5355\u7684RAG\u68c0\u7d22\u751f\u6210\u4e00\u822c\u53ea\u6709\u4e00\u8f6e\u68c0\u7d22\u3002\u7136\u800cDeep Research\u53ef\u4ee5\u50cf\u4eba\u7c7b\u4e00\u6837\uff0c\u6839\u636e\u4e00\u4e2a\u4e3b\u9898\u4e0d\u65ad\u7684\u68c0\u7d22\uff0c\u5206\u6790\uff0c\u518d\u68c0\u7d22\uff0c\u518d\u5206\u6790\uff0c\u76f4\u5230\u8fbe\u5230\u7814\u7a76\u76ee\u7684\u3002\u4ece\u8fd9\u8fd9\u4e2a\u89d2\u5ea6\u4e0a\u8bb2\uff0c\u5b83\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u4e2a\u5347\u7ea7\u7248\u7684RAG\u5e94\u7528\uff0c\u5229\u7528ReAct\/Plan And Solve\u7b49\u6a21\u5f0f\u6784\u5efa\u7684\u5782\u57df Agent\uff0c\u5177\u5907\u6587\u7ae0\u5206\u89e3\u89c4\u5212\u751f\u6210\u3001\u8d44\u8baf\u83b7\u53d6\u5206\u6790\u7684\u80fd\u529b\u3002<\/p>\n<p>\u539f\u7406\u4e0a\u8bb2\u5f88\u7b80\u5355\uff0c\u4f46\u60f3\u5b9e\u73b0\u4e00\u4e2a\u79c1\u6709\u7684\u6ee1\u8db3\u81ea\u8eab\u4e1a\u52a1\u9700\u8981\u7684\u6210\u54c1\uff0c\u5176\u5b9e\u9645\u5de5\u7a0b\u7ec6\u8282\u4ee5\u53ca\u6548\u679c\u4f18\u5316\u5374\u76f8\u5f53\u590d\u6742\uff0c\u56e0\u6b64\uff0c\u4e00\u4e9b\u811a\u624b\u67b6\u7684\u9879\u76ee\u6216\u8005\u6210\u54c1\u7684\u5f00\u53d1\u5e73\u53f0\u5c31\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\uff0c\u8fd9\u5c31\u548cRAG\u4e00\u6837\uff0c\u5c06\u4f1a\u6709\u8d8a\u6765\u8d8a\u591a\u7684\u8fd9\u6837\u7684\u5f00\u53d1\u6846\u67b6\u51fa\u73b0\u3002<\/p>\n<p>\u4eca\u5929\uff0c\u5c31\u4ecb\u7ecd\u51e0\u6b3e Deep Research \u5f00\u6e90\u5b9e\u73b0\uff0c\u4ee3\u8868\u4e24\u79cd\u5b9e\u73b0\u601d\u8def\uff0c\u4e00\u79cd\u662f\u57fa\u4e8e\u73b0\u6709\u7684\u7f16\u6392\u6846\u67b6\u5b9e\u73b0\uff0c\u5982Langchain Langgraph\uff0c\u53e6\u4e00\u79cd\u662f\u9488\u5bf9deep research\u7684\u7279\u70b9\u4e13\u95e8\u8bbe\u8ba1\u5f00\u53d1 \u3002\u901a\u8fc7\u5b83\u4eec\u4e0d\u4ec5\u80fd\u591f\u5feb\u901f\u6784\u5efadeep research\u5e94\u7528\uff0c\u4e5f\u80fd\u4e86\u89e3\u8fd9\u4e9b\u6846\u67b6\u7684\u5b9e\u73b0\u7ec6\u8282\u4ee5\u53ca\u5177\u4f53\u7684\u9009\u578b\uff0c\u6bd4\u5982\u7528\u4ec0\u4e48\u641c\u7d22\uff0c\u7528\u4ec0\u4e48\u5b58\u50a8\uff0c\u63d0\u793a\u8bcd\u662f\u4ec0\u4e48\u7b49\u7b49\uff0c\u8fd9\u5bf9\u4e8e\u6211\u4eec\u81ea\u5df1\u5b9e\u73b0\u975e\u5e38\u5177\u6709\u53c2\u8003\u4f5c\u7528\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>1. Langchain Open DeepResearch<\/h3>\n<p>\u5b83\u662fLangChain\u5b98\u65b9\u7684\u6f14\u793a\u5b9e\u73b0\uff0c\u57fa\u4e8e <a href=\"https:\/\/www.kdjingpai.com\/langgraph\/\">LangGraph<\/a> \u6784\u5efa\u6574\u4e2a\u5904\u7406\u6d41\u7a0b\u3002\u901a\u8fc7\u96c6\u6210\u591a\u79cd API\uff0c\u5982 <a href=\"https:\/\/www.kdjingpai.com\/tavily\/\">Tavily<\/a> \u3001Perplexity\uff0c\u5b9e\u73b0\u641c\u7d22\u548c\u4fe1\u606f\u6536\u96c6\u3002\u7528\u6237\u53ef\u4ee5\u8bbe\u7f6e\u6bcf\u4e2a\u7ae0\u8282\u7684\u641c\u7d22\u6df1\u5ea6\uff0c\u5305\u62ec\u5199\u4f5c\u3001\u53cd\u601d\u3001\u641c\u7d22\u548c\u91cd\u5199\u7684\u8fed\u4ee3\u6b21\u6570\uff0c\u540c\u65f6\u53ef\u4ee5\u5bf9\u62a5\u544a\u7ae0\u8282\u7684\u8ba1\u5212\u63d0\u4f9b\u53cd\u9988\uff0c\u5e76\u8fed\u4ee3\u81f3\u6ee1\u610f\u4e3a\u6b62\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c19ab6afcb65586.png\" \/> \u5176\u4f7f\u7528\u5230\u7684Prompt\uff1ahttps:\/\/github.com\/langchain-ai\/open_deep_research\/blob\/main\/src\/open_deep_research\/prompts.py<\/p>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/langchain-ai\/open_deep_research\u540c\u7c7b\u578b\u7684\u6709Dify\u7b49\u6846\u67b6\u7f16\u6392\u7684Deep Research\u5e94\u7528\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ead13a5d5ffc350.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>2. Open Deep Research<\/h3>\n<p>Open Deep Research\u662f\u4f17\u591a\u5782\u57df\u5b9e\u73b0\u7684\u4e00\u79cd\u3002\u5b83\u89e3\u6784\u4e86DeepSearch\u7684\u8fc7\u7a0b\uff0c\u652f\u6301\u81ea\u52a8\u548c\u534a\u81ea\u52a8\u7684Research\u8fc7\u7a0b\u3002\u652f\u6301\u591a\u79cd API \u63a5\u53e3\uff0c\u4e0d\u4ec5\u80fd\u591f\u68c0\u7d22\u5916\u7f51\u4fe1\u606f\uff0c\u8fd8\u80fd\u68c0\u7d22\u4f01\u4e1a\u5185\u90e8\u8d44\u6599\uff0c\u8fdb\u884c\u6c47\u603b\u5206\u6790\u3002\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u9009\u62e9\u4e0d\u540c\u7684 AI \u5e73\u53f0\uff0c\u5305\u62ec Google \u3001OpenAI \u3001Anthropic \u3001DeepSeek \u7b49\uff0c\u751a\u81f3\u53ef\u4ee5\u63a5\u5165\u672c\u5730\u6a21\u578b\uff0c\u5b9e\u73b0\u4e2a\u6027\u5316\u7814\u7a76\u3002<\/p>\n<p>\u5b83\u5305\u542b\u4e86Deep ReSearch\u6807\u51c6\u7684\u7684\u4e09\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u641c\u7d22\u7ed3\u679c\u68c0\u7d22\uff1a\u901a\u8fc7 Google Custom Search \u6216Bing Search API\uff08\u53ef\u914d\u7f6e\uff09\u83b7\u53d6\u6307\u5b9a\u641c\u7d22\u8bcd\u7684\u5168\u9762\u641c\u7d22\u7ed3\u679c\u3002 <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/37edea981692a7c.png\" \/><\/li>\n<li>\u5185\u5bb9\u63d0\u53d6\uff1a\u5229\u7528 JinaAI \u63d0\u53d6\u548c\u5904\u7406\u9009\u5b9a\u7684\u641c\u7d22\u7ed3\u679c\u5185\u5bb9\uff0c\u786e\u4fdd\u4fe1\u606f\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002<\/li>\n<li>\u62a5\u544a\u751f\u6210\uff1a\u4f7f\u7528\u7528\u6237\u9009\u62e9\u7684 AI \u6a21\u578b\uff08\u5982 <a href=\"https:\/\/www.kdjingpai.com\/geminibardgubu\/\">Gemini<\/a> \u3001GPT-4 \u3001Sonnet \u7b49\uff09\u5bf9\u6574\u7406\u597d\u7684\u641c\u7d22\u7ed3\u679c\u548c\u63d0\u53d6\u7684\u5185\u5bb9\u8fdb\u884c\u8be6\u7ec6\u62a5\u544a\u7684\u751f\u6210\uff0c\u63d0\u4f9b\u9488\u5bf9\u7528\u6237\u81ea\u5b9a\u4e49\u63d0\u793a\u7684\u6df1\u5165\u5206\u6790\u548c\u89c1\u89e3\u3002 <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/1dd94d0d4ede387.png\" \/><\/li>\n<\/ol>\n<p>\u4ee5\u4e0b\u662f\u751f\u6210\u62a5\u544a\u65f6\u4f7f\u7528\u7684Prompt\uff1a<\/p>\n<pre>You are a research assistant tasked with creating a comprehensive report based on multiple sources.\u00a0\r\nThe report should specifically address this request:\u00a0\"${userPrompt}\"\r\nYour report should:\r\n1. Have a clear title that reflects the specific analysis requested\r\n2. Begin with a concise executive summary\r\n3. Be organized into relevant sections based on the analysis requested\r\n4. Use markdown formatting\u00a0for\u00a0emphasis, lists, and structure\r\n5. Integrate information from sources naturally without explicitly referencing them by number\r\n6. Maintain objectivity\u00a0while\u00a0addressing the specific aspects requested\u00a0in\u00a0the prompt\r\n7. Compare and contrast the information from each\u00a0source, noting areas of <a href=\"https:\/\/www.kdjingpai.com\/consensusyouxiuai\/\">consensus<\/a> or points of contention.\r\n8. Showcase key insights, important data, or innovative ideas.\r\nHere are the\u00a0source\u00a0articles to analyze:\r\n${articles\r\n.map(\r\n(article) =&gt; `\r\nTitle:\u00a0${article.title}\r\nURL:\u00a0${article.url}\r\nContent:\u00a0${article.content}\r\n---\r\n`\r\n)\r\n.join('n')}\r\nFormat the report as a JSON object with the following structure:\r\n{\r\n\"title\":\u00a0\"Report title\",\r\n\"summary\":\u00a0\"Executive summary (can include markdown)\",\r\n\"sections\": [\r\n{\r\n\"title\":\u00a0\"Section title\",\r\n\"content\":\u00a0\"Section content with markdown formatting\"\r\n}\r\n]\r\n}\r\nUse markdown formatting\u00a0in\u00a0the content to improve readability:\r\n- Use **bold**\u00a0for\u00a0emphasis\r\n- Use bullet points and numbered lists\u00a0where\u00a0appropriate\r\n- Use headings and subheadings with\u00a0# syntax\r\n- Include code blocks\u00a0if\u00a0relevant\r\n- Use &gt;\u00a0for\u00a0quotations\r\n- Use ---\u00a0for\u00a0horizontal rules\u00a0where\u00a0appropriate\r\nImportant: Do not use phrases like \"Source 1\" or \"According to Source 2\". Instead, integrate the information naturally into the narrative or reference sources by their titles when necessary.<\/pre>\n<p>\u751f\u6210\u7684\u62a5\u544a\u53ef\u4ee5\u4e0b\u8f7d\u6216\u8005\u5b58\u50a8\u5728\u77e5\u8bc6\u5e93\u4e2d\uff0c\u4f46\u5b83\u7684\u9ad8\u8d28\u91cf\u641c\u7d22\u6e90\u4e0d\u8db3\uff0c\u7f3a\u4e4fResearch\u9a8c\u8bc1\u548c\u8fed\u4ee3\u8fc7\u7a0b\uff0c\u56e0\u6b64\u5728\u8d28\u91cf\u4e0a\u8fd8\u6709\u6539\u8fdb\u7684\u7a7a\u95f4\uff0c\u4f46\u6574\u4f53\u8fc7\u7a0b\u6e05\u6670\uff0c\u5f88\u9002\u5408\u5728\u6b64\u57fa\u7840\u4e0a\u4e0d\u65ad\u6539\u8fdb\u5b8c\u5584\u3002<\/p>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/btahir\/open-deep-research<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u540c\u7c7b\u578b\u7684\u8fd8\u6709\uff1a<\/strong><\/p>\n<p>https:\/\/github.com\/nickscamara\/open-deep-research \u00a0\uff084.3k\uff09<\/p>\n<p>https:\/\/github.com\/mshumer\/OpenDeepResearcher \uff082.2k\uff09<\/p>\n<p>https:\/\/github.com\/assafelovic\/gpt-researcher \uff0819k\uff09<\/p>\n<p>https:\/\/github.com\/zaidmukaddam\/scira \uff086.4k\uff09<\/p>\n<p>https:\/\/github.com\/jina-ai\/node-DeepResearch \uff082.6k\uff09<\/p>\n<p>\u5176\u4e2d\uff0cnode-DeepResearch \u4e3ajina\u7684\u5f00\u6e90deep research\u5b9e\u73b0\uff0c\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u5176api\uff0c\u548c\u5176\u4ed6\u6a21\u578b\u63a5\u53e3\u4f7f\u7528\u4e00\u6837\u7b80\u5355\uff0c\u53ef\u4ee5\u5feb\u901f\u96c6\u6210\u5230\u81ea\u5df1\u7684\u5e94\u7528\u4e2d\u3002<\/p>\n<p><strong>\u5c0f\u7ed3<\/strong><\/p>\n<p>\u5c31\u5982\u6587\u7ae0\u4e00\u5f00\u59cb\u63d0\u5230\uff0cDeep Research\u662f\u7528\u6237\u9ad8\u8d28\u91cf\u83b7\u53d6\u5185\u5bb9\u7684\u9700\u6c42\u8fdb\u5316\u7684\u7ed3\u679c\uff0c\u6253\u7834\u88ab\u52a8\u63a8\u8350\u7684\u4fe1\u606f\u8327\u623f\uff0c\u629b\u5f03\u4f20\u7edf\u7684\u641c\u7d22\u603b\u7ed3\uff0c\u518d\u641c\u7d22\u518d\u603b\u7ed3\u7684\u4f4e\u6548\u8fc7\u7a0b\uff0c\u5f88\u597d\u7684\u901a\u8fc7\u81ea\u52a8\u5316\u7684\u65b9\u5f0f\u6765\u89e3\u51b3\u3002\u6309\u6b64\u65b9\u5411\u53d1\u5c55\uff0c\u5185\u5bb9\u83b7\u53d6\u7684\u6a21\u5f0f\u5c06\u4f1a\u6709\u65b0\u7684\u53d8\u5316\uff0c\u8fd9\u5bf9\u4e8e\u4f20\u7edf\u7684\u641c\u7d22\u63a8\u8350\u90fd\u5c06\u4f1a\u662f\u5de8\u5927\u6311\u6218\u3002<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>OpenAI \u7684 Deep Research \u5de5\u5177\u6a2a\u7a7a\u51fa\u4e16\u540e\uff0c\u5404\u5927\u5382\u5546\u90fd\u63a8\u51fa\u4e86\u81ea\u7814\u7684 Deep Research \u5de5\u5177\u3002\u6240\u8c13Deep Research\uff0c\u662f\u548c\u666e\u901a\u641c\u7d22\u6bd4\u8f83\u7684\uff0c\u7b80\u5355\u7684RAG\u68c0\u7d22\u751f\u6210\u4e00\u822c\u53ea\u6709\u4e00\u8f6e\u68c0\u7d22\u3002\u7136\u800cDeep Research&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-26431","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/26431","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=26431"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/26431\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=26431"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=26431"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=26431"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}