{"id":15427,"date":"2024-12-13T19:23:57","date_gmt":"2024-12-13T11:23:57","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=15427"},"modified":"2025-04-01T02:47:05","modified_gmt":"2025-03-31T18:47:05","slug":"research-rabbit","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/research-rabbit\/","title":{"rendered":"Research Rabbit\uff1a\u4f7f\u7528\u672c\u5730LLM\u8fdb\u884c\u7f51\u9875\u7814\u7a76\u548c\u62a5\u544a\u64b0\u5199\uff0c\u81ea\u52a8\u6df1\u5165\u7528\u6237\u6307\u5b9a\u4e3b\u9898\u5e76\u751f\u6210\u603b\u7ed3\u3002"},"content":{"rendered":"<p>Research Rabbit \u662f\u4e00\u4e2a\u57fa\u4e8e\u672c\u5730LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u7684\u7f51\u9875\u7814\u7a76\u548c\u603b\u7ed3\u52a9\u624b\u3002\u7528\u6237\u63d0\u4f9b\u7814\u7a76\u4e3b\u9898\u540e\uff0cResearch Rabbit \u4f1a\u751f\u6210\u641c\u7d22\u67e5\u8be2\uff0c\u83b7\u53d6\u76f8\u5173\u7f51\u9875\u7ed3\u679c\uff0c\u5e76\u603b\u7ed3\u8fd9\u4e9b\u7ed3\u679c\u3002\u5b83\u4f1a\u53cd\u590d\u8fdb\u884c\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u586b\u8865\u77e5\u8bc6\u7a7a\u767d\uff0c\u6700\u7ec8\u751f\u6210\u5305\u542b\u6240\u6709\u6765\u6e90\u7684Markdown\u603b\u7ed3\u3002\u8be5\u5de5\u5177\u5b8c\u5168\u5728\u672c\u5730\u8fd0\u884c\uff0c\u786e\u4fdd\u6570\u636e\u9690\u79c1\u548c\u5b89\u5168\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-15428\" title=\"Research Rabbit\uff1a\u4f7f\u7528\u672c\u5730LLM\u8fdb\u884c\u7f51\u9875\u7814\u7a76\u548c\u62a5\u544a\u64b0\u5199\uff0c\u81ea\u52a8\u6df1\u5165\u7528\u6237\u6307\u5b9a\u4e3b\u9898\u5e76\u751f\u6210\u603b\u7ed3\u3002-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/76253718c688ece.jpg\" alt=\"Research Rabbit\uff1a\u4f7f\u7528\u672c\u5730LLM\u8fdb\u884c\u7f51\u9875\u7814\u7a76\u548c\u62a5\u544a\u64b0\u5199\uff0c\u81ea\u52a8\u6df1\u5165\u7528\u6237\u6307\u5b9a\u4e3b\u9898\u5e76\u751f\u6210\u603b\u7ed3\u3002-1\" width=\"949\" height=\"306\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/76253718c688ece.jpg 1635w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/76253718c688ece-300x97.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/76253718c688ece-1024x330.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/76253718c688ece-768x248.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/76253718c688ece-1536x495.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/76253718c688ece-18x6.jpg 18w\" sizes=\"auto, (max-width: 949px) 100vw, 949px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u751f\u6210\u641c\u7d22\u67e5\u8be2<\/strong>\uff1a\u6839\u636e\u7528\u6237\u63d0\u4f9b\u7684\u4e3b\u9898\u751f\u6210\u641c\u7d22\u67e5\u8be2\u3002<\/li>\n<li><strong>\u7f51\u9875\u641c\u7d22<\/strong>\uff1a\u4f7f\u7528\u914d\u7f6e\u7684\u641c\u7d22\u5f15\u64ce\uff08\u5982Tavily\uff09\u67e5\u627e\u76f8\u5173\u8d44\u6e90\u3002<\/li>\n<li><strong>\u603b\u7ed3\u7ed3\u679c<\/strong>\uff1a\u4f7f\u7528\u672c\u5730LLM\u603b\u7ed3\u7f51\u9875\u641c\u7d22\u7ed3\u679c\u3002<\/li>\n<li><strong>\u53cd\u601d\u603b\u7ed3<\/strong>\uff1a\u8bc6\u522b\u77e5\u8bc6\u7a7a\u767d\u5e76\u751f\u6210\u65b0\u7684\u641c\u7d22\u67e5\u8be2\u3002<\/li>\n<li><strong>\u8fed\u4ee3\u66f4\u65b0<\/strong>\uff1a\u53cd\u590d\u8fdb\u884c\u641c\u7d22\u548c\u603b\u7ed3\uff0c\u9010\u6b65\u5b8c\u5584\u7814\u7a76\u5185\u5bb9\u3002<\/li>\n<li><strong>\u672c\u5730\u8fd0\u884c<\/strong>\uff1a\u6240\u6709\u64cd\u4f5c\u5747\u5728\u672c\u5730\u8fdb\u884c\uff0c\u786e\u4fdd\u6570\u636e\u9690\u79c1\u3002<\/li>\n<li><strong>Markdown\u603b\u7ed3<\/strong>\uff1a\u751f\u6210\u5305\u542b\u6240\u6709\u6765\u6e90\u7684\u6700\u7ec8Markdown\u603b\u7ed3\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u62c9\u53d6\u672c\u5730LLM<\/strong>\uff1a\u4eceOllama\u62c9\u53d6\u6240\u9700\u7684\u672c\u5730LLM\uff0c\u4f8b\u5982<code><a href=\"https:\/\/www.kdjingpai.com\/ja\/ollama\/\">ollama<\/a> pull llama3.2<\/code>\u3002<\/li>\n<li><strong>\u83b7\u53d6Tavily API\u5bc6\u94a5<\/strong>\uff1a\u6ce8\u518cTavily\u5e76\u83b7\u53d6API\u5bc6\u94a5\uff0c\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf<code>export TAVILY_API_KEY=&lt;your_tavily_api_key&gt;<\/code>\u3002<\/li>\n<li><strong>\u514b\u9686\u4ed3\u5e93<\/strong>\uff1a\u8fd0\u884c<code>git clone https:\/\/github.com\/langchain-ai\/research-rabbit.git<\/code>\u514b\u9686\u4ed3\u5e93\u3002<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong>\uff1a\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\u5e76\u8fd0\u884c<code>uvx --refresh --from \"langgraph-cli[inmem]\" --with-editable . --python 3.11 <a href=\"https:\/\/www.kdjingpai.com\/ja\/langgraph\/\">langgraph<\/a> dev<\/code>\u5b89\u88c5\u4f9d\u8d56\u3002<\/li>\n<li><strong>\u542f\u52a8\u52a9\u624b<\/strong>\uff1a\u542f\u52a8LangGraph\u670d\u52a1\u5668\uff0c\u8bbf\u95ee<code>http:\/\/127.0.0.1:2024<\/code>\u67e5\u770bAPI\u6587\u6863\u548cWeb UI\u3002<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u914d\u7f6eLLM<\/strong>\uff1a\u5728LangGraph Studio Web UI\u4e2d\u8bbe\u7f6e\u8981\u4f7f\u7528\u7684\u672c\u5730LLM\u540d\u79f0\uff08\u9ed8\u8ba4<code>llama3.2<\/code>\uff09\u3002<\/li>\n<li><strong>\u8bbe\u7f6e\u7814\u7a76\u6df1\u5ea6<\/strong>\uff1a\u914d\u7f6e\u7814\u7a76\u8fed\u4ee3\u7684\u6df1\u5ea6\uff08\u9ed8\u8ba43\u6b21\uff09\u3002<\/li>\n<li><strong>\u8f93\u5165\u7814\u7a76\u4e3b\u9898<\/strong>\uff1a\u5728\u914d\u7f6e\u6807\u7b7e\u4e2d\u8f93\u5165\u7814\u7a76\u4e3b\u9898\uff0c\u542f\u52a8\u7814\u7a76\u52a9\u624b\u3002<\/li>\n<li><strong>\u67e5\u770b\u8fc7\u7a0b<\/strong>\uff1a\u52a9\u624b\u4f1a\u751f\u6210\u641c\u7d22\u67e5\u8be2\uff0c\u8fdb\u884c\u7f51\u9875\u641c\u7d22\uff0c\u4f7f\u7528LLM\u603b\u7ed3\u7ed3\u679c\uff0c\u5e76\u53cd\u590d\u8fdb\u884c\u8fd9\u4e00\u8fc7\u7a0b\u3002<\/li>\n<li><strong>\u83b7\u53d6\u603b\u7ed3<\/strong>\uff1a\u7814\u7a76\u5b8c\u6210\u540e\uff0c\u52a9\u624b\u4f1a\u751f\u6210\u5305\u542b\u6240\u6709\u6765\u6e90\u7684Markdown\u603b\u7ed3\uff0c\u7528\u6237\u53ef\u4ee5\u67e5\u770b\u548c\u7f16\u8f91\u3002<\/li>\n<\/ol>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u751f\u6210\u641c\u7d22\u67e5\u8be2<\/strong>\uff1a\u8f93\u5165\u7814\u7a76\u4e3b\u9898\u540e\uff0c\u52a9\u624b\u4f1a\u81ea\u52a8\u751f\u6210\u641c\u7d22\u67e5\u8be2\u3002<\/li>\n<li><strong>\u7f51\u9875\u641c\u7d22<\/strong>\uff1a\u52a9\u624b\u4f7f\u7528\u914d\u7f6e\u7684\u641c\u7d22\u5f15\u64ce\u67e5\u627e\u76f8\u5173\u8d44\u6e90\u3002<\/li>\n<li><strong>\u603b\u7ed3\u7ed3\u679c<\/strong>\uff1a\u52a9\u624b\u4f7f\u7528\u672c\u5730LLM\u5bf9\u641c\u7d22\u7ed3\u679c\u8fdb\u884c\u603b\u7ed3\uff0c\u751f\u6210\u521d\u6b65\u62a5\u544a\u3002<\/li>\n<li><strong>\u53cd\u601d\u603b\u7ed3<\/strong>\uff1a\u52a9\u624b\u4f1a\u8bc6\u522b\u603b\u7ed3\u4e2d\u7684\u77e5\u8bc6\u7a7a\u767d\uff0c\u751f\u6210\u65b0\u7684\u641c\u7d22\u67e5\u8be2\uff0c\u7ee7\u7eed\u7814\u7a76\u3002<\/li>\n<li><strong>\u8fed\u4ee3\u66f4\u65b0<\/strong>\uff1a\u52a9\u624b\u4f1a\u53cd\u590d\u8fdb\u884c\u641c\u7d22\u548c\u603b\u7ed3\uff0c\u9010\u6b65\u5b8c\u5584\u7814\u7a76\u5185\u5bb9\u3002<\/li>\n<li><strong>\u751f\u6210Markdown\u603b\u7ed3<\/strong>\uff1a\u7814\u7a76\u5b8c\u6210\u540e\uff0c\u52a9\u624b\u4f1a\u751f\u6210\u5305\u542b\u6240\u6709\u6765\u6e90\u7684\u6700\u7ec8Markdown\u603b\u7ed3\uff0c\u7528\u6237\u53ef\u4ee5\u67e5\u770b\u548c\u7f16\u8f91\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Research Rabbit \u662f\u4e00\u4e2a\u57fa\u4e8e\u672c\u5730LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u7684\u7f51\u9875\u7814\u7a76\u548c\u603b\u7ed3\u52a9\u624b\u3002\u7528\u6237\u63d0\u4f9b\u7814\u7a76\u4e3b\u9898\u540e\uff0cResearch Rabbit \u4f1a\u751f\u6210\u641c\u7d22\u67e5\u8be2\uff0c\u83b7\u53d6\u76f8\u5173\u7f51\u9875\u7ed3\u679c\uff0c\u5e76\u603b\u7ed3\u8fd9\u4e9b\u7ed3\u679c\u3002\u5b83\u4f1a\u53cd\u590d\u8fdb\u884c\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u586b\u8865\u77e5\u8bc6\u7a7a\u767d\uff0c\u6700\u7ec8\u751f\u6210\u5305\u542b\u6240&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61416,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,389],"class_list":["post-15427","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-shengchengshenduyanjiuao"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/15427","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=15427"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/15427\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/61416"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=15427"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=15427"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=15427"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}