{"id":4892,"date":"2025-03-09T20:38:08","date_gmt":"2025-03-09T12:38:08","guid":{"rendered":"https:\/\/infernews.com\/?p=4892"},"modified":"2025-03-09T20:38:54","modified_gmt":"2025-03-09T12:38:54","slug":"%e4%bb%a4-rag-%e6%99%ba%e8%83%bd%e5%8d%87%e7%b4%9a","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/%e4%bb%a4-rag-%e6%99%ba%e8%83%bd%e5%8d%87%e7%b4%9a\/","title":{"rendered":"RAG \u667a\u80fd\u5347\u7d1a"},"content":{"rendered":"\n<p>\u5f71\u7247\u4ecb\u7d39\u5982\u4f55\u7528 LangGraph\u3001Agentic RAG\u3001Nano-GraphRAG \u548c Claude 3.7 Sonnet \u88fd\u4f5c\u4e00\u500b\u5177\u5099\u63a8\u7406\u80fd\u529b\u7684\u4ee3\u7406 Agent\u3002\u4f5c\u8005\u900f\u904e\u5c55\u793a\u4e86\u4f7f\u7528\u4e0d\u540c\u7684\u5de5\u5177\uff0c\u4ee4 AI \u6a21\u578b\u80fd\u5920\u4f7f\u7528\u8a08\u7b97\u6a5f\u3001\u5b57\u5178\u548c\u641c\u5c0b\u5f15\u64ce\u4f86\u589e\u5f37 AI \u6a21\u578b\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-audio\"><audio controls src=\"\/blog\/wp-content\/uploads\/2025\/03\/1741523575049245685-245639735951457.mp3\"><\/audio><\/figure>\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"RAG Intelligent Upgraded: Agentic RAR + Nano-GraphRAG + Claude 3.7 Sonnet (Oxford&nbsp;Univ)\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_7Upp8rR95-8\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2F7Upp8rR95-8%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/7Upp8rR95-8\" \/><meta itemprop=\"duration\" content=\"PT17M39S\" \/><meta itemprop=\"uploadDate\" content=\"2025-03-07T13:15:51Z\" \/><\/div><div id=\"lyte_7Upp8rR95-8\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2F7Upp8rR95-8%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">RAG Intelligent Upgraded: Agentic RAR + Nano-GraphRAG + Claude 3.7 Sonnet (Oxford\u00a0Univ)<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/7Upp8rR95-8\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2F7Upp8rR95-8%2F0.jpg\" alt=\"RAG Intelligent Upgraded: Agentic RAR + Nano-GraphRAG + Claude 3.7 Sonnet (Oxford&nbsp;Univ)\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"#Graphrag #langgraph #rag #ai #aiagent #llm #tutorial #datascience In this story, I will provide a comprehensive piece of content on how to create an Agentic Reasoning chatbot using LangGraph, Agentic RAR, Nano-GraphRAG and Claude 3.7 Sonnet to build a powerful agent chatbot for your business or personal use. Timestamp: 00:00 - What Agentic RAR &amp; Nano-GraphRag Solved 01:36 - Chatbot Demo 04:17 - Problems I Faced During Development 05:36 - What is Nano-GraphRAG 02:21 - What is Agentic Reasoning 06:58 - Why Agentic RAR is Unique 07:40 - How it works 08:35 - Let&#039;s start coding 09:02 - Mindmap class 09:58 - Build Agents 16:16 - Build node &amp; edges 17:11 - Conclusion FOLLOW ME : Subscribe to the Newsletter for free: https:\/\/substack.com\/@gaodalie Follow me on Twitter: https:\/\/twitter.com\/GaoDalie_AI Follow me on Linkedin: https:\/\/shorturl.at\/dnvEX Follow me on Medium: https:\/\/medium.com\/@GaoDalie_AI Please buy me a Coffee: https:\/\/www.buymeacoffee.com\/gaodalie98d Link Used : - https:\/\/github.com\/theworldofagents\/Agentic-Reasoning\/tree\/main - https:\/\/github.com\/gusye1234\/nano-graphrag - https:\/\/arxiv.org\/abs\/2502.04644\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>","protected":false},"excerpt":{"rendered":"<p>\u5f71\u7247\u4ecb\u7d39\u5982\u4f55\u7528 LangGraph\u3001Agentic RAG\u3001Nano-GraphRAG \u548c Claude 3.7 Sonnet \u88fd\u4f5c\u4e00\u500b\u5177\u5099\u63a8\u7406\u80fd\u529b\u7684\u4ee3\u7406 Agent\u3002\u4f5c\u8005\u900f\u904e\u5c55\u793a\u4e86\u4f7f\u7528\u4e0d\u540c\u7684\u5de5\u5177\uff0c\u4ee4 AI \u6a21\u578b\u80fd\u5920\u4f7f\u7528\u8a08\u7b97\u6a5f\u3001\u5b57\u5178\u548c\u641c\u5c0b\u5f15\u64ce\u4f86\u589e\u5f37 AI \u6a21\u578b\u7684\u80fd\u529b\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[143,109,133],"tags":[],"class_list":["post-4892","post","type-post","status-publish","format-standard","hentry","category-langgraph","category-rag","category-133"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/4892","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=4892"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/4892\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=4892"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=4892"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=4892"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}