{"id":8512,"date":"2026-05-25T23:07:33","date_gmt":"2026-05-25T15:07:33","guid":{"rendered":"https:\/\/infernews.com\/blog\/?page_id=8512"},"modified":"2026-05-25T23:07:33","modified_gmt":"2026-05-25T15:07:33","slug":"graphrag","status":"publish","type":"page","link":"https:\/\/infernews.com\/blog\/graphrag\/","title":{"rendered":"GraphRAG"},"content":{"rendered":"<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=\"GraphRAG: Building a Smarter AI System (full walkthrough)\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_JTVx6i6MzVw\" 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%2FJTVx6i6MzVw%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/JTVx6i6MzVw\" \/><meta itemprop=\"duration\" content=\"PT35M47S\" \/><meta itemprop=\"uploadDate\" content=\"2026-04-14T08:04:31Z\" \/><\/div><div id=\"lyte_JTVx6i6MzVw\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FJTVx6i6MzVw%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">GraphRAG: Building a Smarter AI System (full walkthrough)<\/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\/JTVx6i6MzVw\" rel=\"nofollow noopener\"><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%2FJTVx6i6MzVw%2F0.jpg\" alt=\"GraphRAG: Building a Smarter AI System (full walkthrough)\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"\ud83d\udcc8 Get started with SerpApi for free \ud83d\udc49 https:\/\/serpapi.link\/thu-vu \ud83d\udcbb Git repo for this tutorial \ud83d\udc49 https:\/\/github.com\/thu-vu92\/graphRAG \ud83d\udcdd Original Microsoft&#039;s GraphRAG paper \ud83d\udc49 https:\/\/arxiv.org\/pdf\/2404.16130 \ud83c\udf1f Master Python and Build Awesome AI Projects \ud83d\udc49 https:\/\/python-course-earlybird.framer.website\/?&amp;utm_source=lessonsdegree \ud83d\udce9 Get FREE weekly AI &amp; data insights \ud83d\udc49 https:\/\/thu-vu.ck.page\/49c5ee08f6 \ud83d\udd11 TIMESTAMPS \u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580\u2580 0:00 - Today&#039;s project 1:10 - SerpApi 1:35 - The problem with standard RAG 4:01 - What is GraphRAG 4:50 - When to use GraphRAG vs. standard RAG 5:54 - How GraphRAG works 6:41 - Scraping article data with SerpApi 15:01 - GraphRAG pipeline 15:27 - 1. Importing libraries 16:04 - 2. Configuration 17:14 - 3. Defining ontology 18:37 - 4. Graph extraction prompt 20:40 - 5. Pydantic data model 22:21 - 6. Extracting entities &amp; relationships (and descriptions) 23:45 - 7. GraphRAGStore 24:46 - 8. Querying engine 26:10 - 9+10. Load article data 27:03 - 11. Build knowledge graph 29:44 - 12. Build communities &amp; Generate summaries 30:24 - 13. Visualize graph with d3.js 32:01 - 14. Query the GraphRAG system 35:24 - Conclusions #graphrag #ai #ThuVu\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"ai_generated_summary":"","footnotes":""},"class_list":["post-8512","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/8512","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/page"}],"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=8512"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/8512\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8512"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}