{"id":118,"date":"2026-09-30T15:02:59","date_gmt":"2026-09-30T15:02:59","guid":{"rendered":"https:\/\/nino.to\/insights\/2026\/09\/30\/kien-truc-rag-retrieval-augmented-generation-doanh-nghiep\/"},"modified":"2026-09-30T15:02:59","modified_gmt":"2026-09-30T15:02:59","slug":"kien-truc-rag-retrieval-augmented-generation-doanh-nghiep","status":"publish","type":"post","link":"https:\/\/nino.to\/vi\/insights\/kien-truc-rag-retrieval-augmented-generation-doanh-nghiep\/","title":{"rendered":"Ki\u1ebfn Tr\u00fac RAG (Retrieval-Augmented Generation): Bi\u1ebfn AI Th\u00e0nh Chuy\u00ean Gia N\u1ed9i B\u1ed9 C\u1ee7a Doanh Nghi\u1ec7p"},"content":{"rendered":"<h2>H\u1ea1n ch\u1ebf c\u1ee7a m\u00f4 h\u00ecnh AI th\u00f4ng th\u01b0\u1eddng<\/h2>\n<p>C\u00e1c m\u00f4 h\u00ecnh nh\u01b0 GPT-4 hay Claude d\u00f9 r\u1ea5t th\u00f4ng minh nh\u01b0ng kh\u00f4ng h\u1ec1 bi\u1ebft g\u00ec v\u1ec1 ch\u00ednh s\u00e1ch b\u1ea3o hi\u1ec3m n\u1ed9i b\u1ed9, h\u1ee3p \u0111\u1ed3ng kh\u00e1ch h\u00e0ng hay t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt ri\u00eang c\u1ee7a c\u00f4ng ty b\u1ea1n.<\/p>\n<h2>Quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ec7 th\u1ed1ng RAG chu\u1ea9n<\/h2>\n<ul>\n<li><strong>Tr\u00edch xu\u1ea5t &amp; Chunking:<\/strong> T\u00e0i li\u1ec7u PDF, Word, Confluence \u0111\u01b0\u1ee3c ph\u00e2n \u0111o\u1ea1n th\u00e0nh c\u00e1c kh\u1ed1i v\u0103n b\u1ea3n mang \u00fd ngh\u0129a ho\u00e0n ch\u1ec9nh.<\/li>\n<li><strong>Vector Embedding:<\/strong> D\u00f9ng m\u00f4 h\u00ecnh nh\u00fang chuy\u1ec3n v\u0103n b\u1ea3n th\u00e0nh c\u00e1c vector t\u1ecda \u0111\u1ed9 kh\u00f4ng gian nhi\u1ec1u chi\u1ec1u.<\/li>\n<li><strong>Truy v\u1ea5n ng\u1eef ngh\u0129a:<\/strong> Khi ng\u01b0\u1eddi d\u00f9ng h\u1ecfi, h\u1ec7 th\u1ed1ng t\u00ecm c\u00e1c \u0111o\u1ea1n v\u0103n b\u1ea3n c\u00f3 \u0111\u1ed9 t\u01b0\u01a1ng \u0111\u1ed3ng cosine cao nh\u1ea5t v\u00e0 gh\u00e9p v\u00e0o prompt g\u1eedi cho LLM t\u1ed5ng h\u1ee3p c\u00e2u tr\u1ea3 l\u1eddi k\u00e8m tr\u00edch d\u1eabn ngu\u1ed3n.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>RAG k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh suy lu\u1eadn c\u1ee7a m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn v\u1edbi kho tri th\u1ee9c \u0111\u1ed9c quy\u1ec1n c\u1ee7a doanh nghi\u1ec7p, lo\u1ea1i b\u1ecf ho\u00e0n to\u00e0n hi\u1ec7n t\u01b0\u1ee3ng \u1ea3o gi\u00e1c (hallucination).<\/p>\n","protected":false},"author":1,"featured_media":119,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[18],"tags":[26,43,25,24,42],"class_list":["post-118","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-ai","tag-cong-nghe-ai","tag-enterprise","tag-insights","tag-nino","tag-tech"],"_links":{"self":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/posts\/118","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/comments?post=118"}],"version-history":[{"count":0,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/posts\/118\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/media\/119"}],"wp:attachment":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/media?parent=118"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/categories?post=118"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/tags?post=118"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}