{"id":1552,"date":"2025-05-10T22:36:41","date_gmt":"2025-05-10T13:36:41","guid":{"rendered":"https:\/\/www.eqboard.com\/?p=1552"},"modified":"2025-05-16T21:32:52","modified_gmt":"2025-05-16T12:32:52","slug":"rag-local-rag-vs-notebooklm","status":"publish","type":"post","link":"https:\/\/www.eqboard.com\/?p=1552","title":{"rendered":"RAG\uc5d0\uc11c, Local RAG vs NotebookLM"},"content":{"rendered":"<div class=\"wp-block-image\">\n<figure class=\"alignright size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"715\" height=\"1024\" src=\"https:\/\/www.eqboard.com\/wp-content\/uploads\/2023\/12\/newton-715x1024.jpg\" alt=\"\" class=\"wp-image-601\" style=\"width:189px;height:auto\" srcset=\"https:\/\/www.eqboard.com\/wp-content\/uploads\/2023\/12\/newton-715x1024.jpg 715w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2023\/12\/newton-210x300.jpg 210w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2023\/12\/newton-768x1099.jpg 768w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2023\/12\/newton-1073x1536.jpg 1073w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2023\/12\/newton.jpg 1275w\" sizes=\"auto, (max-width: 715px) 100vw, 715px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-small-font-size\">\ucd5c\uadfc LLM\uc744 \uc774\uc6a9\ud558\ub294 \ubd84\uc57c \uc911, \uae30\uc5c5\uc774\ub098 \uc18c\uaddc\ubaa8 \uac1c\ubc1c\uc0ac\uc5d0\uac8c \ub3c4\uc6c0\uc774 \ub41c \uac83\uc740 RAG\uc774\uc600\uc2b5\ub2c8\ub2e4.<br>\ud558\uc9c0\ub9cc, 2025\ub144 \uc0c1\ubc18\uae30 \uad6c\uae00\uc740 \uc790\uc2e0\ub4e4\uc758 \uace0\uac1d\uc0ac\ub4e4\uc758 \uc2dc\uc7a5\uc5d0 \uce68\ubc94\ud55c \uc11c\ube44\uc2a4\ub97c \ucd9c\uc2dc\ud558\uc600\uc2b5\ub2c8\ub2e4.<br>\ubc14\ub85c NotebookLM\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"has-small-font-size\">\uc989 \uc0c8\ub85c\uc6b4 \uac83\uc740 \uc5c6\uc2b5\ub2c8\ub2e4.<br>\ub2e8\uc9c0 \uc18c\uaddc\ubaa8\ub85c \uac1c\ubc1c\ub418\ub294 \uac83\uc744 \uc870\ud569\ud558\uc5ec, \ud558\ub098\uc758 \uc11c\ube44\uc2a4\ub97c \uc81c\uc791\ud55c \uac83\uc73c\ub85c, \ubb54\uac00 \uc120\uc804\ud558\ub294 \uac83\uc774 \ubaa9\uc801\uc778 \uac83 \uac19\uc2b5\ub2c8\ub2e4.<br>\uc774\ub294 RAG\uc758 \ub300\ubd80\ubd84\uc774 Chatbot\ud615\ud0dc\uc758 \uc11c\ube44\uc2a4\ub97c \ud558\uae30\uc5d0, \uc11c\ube44\uc2a4\ub97c \uacf5\uac1c\ud558\ub294 \uc2dc\uc810\uc5d0 \uad00\ub828 \uae30\ub2a5\uc774\ub098 API\uac00 \uc788\uc5b4\uc57c \ud558\ub294\ub370, 2025\ub144 4\uc6d4\ub9d0\uae4c\uc9c0 \uc774\uc5d0 \ub300\ud55c \uae30\uc220\uc774 \uc5c6\uc2b5\ub2c8\ub2e4.<br>\uc989, \uad6c\uae00\uc740 \uc790\uc2e0\ub4e4\uc758 \uc11c\ubc84\ub97c \uc774\uc6a9\ud558\ub294 \uace0\uac1d\uc0ac\uc758 \uc0ac\uc5c5 \uc601\uc5ed\uc5d0 \ub4e4\uc5b4\uc654\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4.<br>\uad6c\uae00\uc740 \ub2e4\ub978 \ud68c\uc0ac\ub4e4\uacfc \ucc28\uc774\ub294 \ubb58\uae4c? \ubc14\ub85c \uc790\uccb4\uc5d0\uc11c \uac1c\ubc1c\ud55c LLM\uacfc \ub300\uaddc\ubaa8 GPU\uc11c\ubc84\ub97c \ubcf4\uc720\ud558\uace0 \uc788\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"has-small-font-size\">\uc774\ubc88 \uae00\uc740 <strong>\uad6c\uae00 \uc790\ub8cc<\/strong>\uc5d0\uc11c \uad6c\ubd84\ud558\ub294 2\uac00\uc9c0 \uc720\ud615\uc744 \ube44\uad50\ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>1. RAG (Retrieval-Augmented Generation)<\/strong><\/p>\n\n\n\n<p class=\"has-small-font-size\">\uc815\uc758:<\/p>\n\n\n\n<p class=\"has-small-font-size\">RAG\ub294 **Retrieval-Augmented Generation (\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131)**\uc758 \uc57d\uc790\uc785\ub2c8\ub2e4. \uc774\ub294 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc774 \ud559\uc2b5\ub41c \ub370\uc774\ud130 \uc678\ubd80\uc5d0 \uc788\ub294 \ud2b9\uc815 \uc815\ubcf4\ub97c \uac80\uc0c9\ud558\uc5ec \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\ub294 \uae30\uc220 \ub610\ub294 \uc544\ud0a4\ud14d\ucc98\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. LLM\uc740 \ubc29\ub300\ud55c \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uc9c0\ub9cc, \ud2b9\uc815 \uc2dc\uc810 \uc774\ud6c4\uc758 \ucd5c\uc2e0 \uc815\ubcf4\ub098 \ud2b9\uc815 \ub3c4\uba54\uc778\uc5d0 \ub300\ud55c \uc804\ubb38 \uc9c0\uc2dd, \ub610\ub294 \uc0ac\ub0b4 \ub370\uc774\ud130\uc640 \uac19\uc740 \ube44\uacf5\uac1c \uc815\ubcf4\ub294 \ud559\uc2b5\ud558\uc9c0 \ubabb\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. RAG\ub294 \uc774\ub7ec\ud55c \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uae30 \uc704\ud574, \uc9c8\ubb38\uc774 \ub4e4\uc5b4\uc624\uba74 \uba3c\uc800 \uad00\ub828\uc131 \ub192\uc740 \uc815\ubcf4\ub97c \uc678\ubd80 \uc9c0\uc2dd \uae30\ubc18(\ubb38\uc11c, \ub370\uc774\ud130\ubca0\uc774\uc2a4, \uc6f9 \ub4f1)\uc5d0\uc11c &#8220;\uac80\uc0c9(Retrieval)&#8221;\ud558\uace0, \uac80\uc0c9\ub41c \uc815\ubcf4\ub97c LLM\uc5d0 &#8220;\ucee8\ud14d\uc2a4\ud2b8&#8221;\ub85c \uc81c\uacf5\ud558\uc5ec \ub354 \uc815\ud655\ud558\uace0 \uc0ac\uc2e4\uc801\uc774\uba70 \ucd5c\uc2e0\uc131 \uc788\ub294 \ub2f5\ubcc0\uc744 &#8220;\uc0dd\uc131(Generation)&#8221;\ud558\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"has-small-font-size\"><strong>\uc8fc\uc694 \ud2b9\uc9d5:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-small-font-size\"><strong>\uc678\ubd80 \uc9c0\uc2dd \ud65c\uc6a9:<\/strong> LLM\uc758 \uc0ac\uc804 \ud559\uc2b5 \ub370\uc774\ud130 \uc678\uc758 \ucd5c\uc2e0 \uc815\ubcf4, \ub3c4\uba54\uc778 \ud2b9\ud654 \uc815\ubcf4, \uc0ac\ub0b4 \ub370\uc774\ud130 \ub4f1\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\ud658\uac01(Hallucination) \uac10\uc18c:<\/strong> LLM\uc774 \uc0ac\uc2e4\uacfc \ub2e4\ub978 \uc815\ubcf4\ub97c \uc0dd\uc131\ud558\ub294 &#8216;\ud658\uac01&#8217; \ud604\uc0c1\uc744 \uc904\uc774\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\ube44\uc6a9 \ud6a8\uc728\uc131:<\/strong> \ubaa8\ub378\uc744 \uc7ac\ud559\uc2b5(Fine-tuning)\ud558\uac70\ub098 \ucc98\uc74c\ubd80\ud130 \ud559\uc2b5\uc2dc\ud0a4\ub294 \uac83\ubcf4\ub2e4 \ud6e8\uc52c \ube44\uc6a9 \ud6a8\uc728\uc801\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\ud22c\uba85\uc131 \ubc0f \uc124\uba85 \uac00\ub2a5\uc131:<\/strong> \ub2f5\ubcc0\uc758 \uadfc\uac70\uac00 \ub418\ub294 \uc678\ubd80 \ubb38\uc11c\ub098 \ucd9c\ucc98\ub97c \uc81c\uc2dc\ud560 \uc218 \uc788\uc5b4 \ub2f5\ubcc0\uc758 \uc2e0\ub8b0\ub3c4\ub97c \ub192\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uad6c\uc131 \uc694\uc18c:<\/strong> \uc77c\ubc18\uc801\uc73c\ub85c \ucffc\ub9ac\uc5d0\uc11c \uad00\ub828 \ubb38\uc11c\ub97c \uac80\uc0c9\ud558\ub294 \uac80\uc0c9\uae30(Retriever)\uc640 \uac80\uc0c9\ub41c \uc815\ubcf4\ub97c \ubc14\ud0d5\uc73c\ub85c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \uc0dd\uc131\uae30(Generator, \uc989 LLM)\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. Vector Database \ub4f1\uc744 \ud65c\uc6a9\ud558\uc5ec \ubb38\uc11c\ub97c \uc784\ubca0\ub529\ud558\uace0 \uac80\uc0c9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><strong>\uc77c\ubc18\uc801\uc778 \uc0ac\uc6a9 \uc0ac\ub840:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-small-font-size\">\uae30\uc5c5 \ub0b4\ubd80 \uc9c0\uc2dd Q&amp;A \uc2dc\uc2a4\ud15c<\/li>\n\n\n\n<li class=\"has-small-font-size\">\ucd5c\uc2e0 \ub274\uc2a4 \ub610\ub294 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uae30\ubc18 \ub2f5\ubcc0<\/li>\n\n\n\n<li class=\"has-small-font-size\">\ubc95\ub960, \uc758\ud559 \ub4f1 \ud2b9\uc815 \ub3c4\uba54\uc778 \uc804\ubb38 \uc815\ubcf4 \uc81c\uacf5<\/li>\n\n\n\n<li class=\"has-small-font-size\">\ucc57\ubd07\uc758 \uc815\ud655\uc131 \ubc0f \uc2e0\ub8b0\ub3c4 \ud5a5\uc0c1<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>1-1. Local RAG<\/strong><\/p>\n\n\n\n<p class=\"has-small-font-size\">\uc815\uc758:<\/p>\n\n\n\n<p class=\"has-small-font-size\">&#8220;Local RAG&#8221;\ub294 \uc704\uc5d0 \uc124\uba85\ub41c RAG \uc544\ud0a4\ud14d\ucc98\ub97c \ub85c\uceec \ud658\uacbd, \uc989 \uac1c\uc778 \ucef4\ud4e8\ud130\ub098 \uc870\uc9c1\uc758 \uc790\uccb4 \uc11c\ubc84 \ub0b4\uc5d0\uc11c \uad6c\ud604\ud558\uace0 \uc2e4\ud589\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 RAG\uac00 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18\uc758 LLM \uc11c\ube44\uc2a4\ub098 \ub300\uaddc\ubaa8 \uc778\ud504\ub77c\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \ubc18\uba74, Local RAG\ub294 \ubaa8\ub4e0 \uad6c\uc131 \uc694\uc18c(LLM, \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4, \uac80\uc0c9\uae30 \ub4f1)\ub97c \ub85c\uceec\uc5d0\uc11c \uc6b4\uc601\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"has-small-font-size\"><strong>\uc8fc\uc694 \ud2b9\uc9d5:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-small-font-size\"><strong>\ub370\uc774\ud130 \ud504\ub77c\uc774\ubc84\uc2dc \ubc0f \ubcf4\uc548:<\/strong> \ubbfc\uac10\ud558\uac70\ub098 \uae30\ubc00\ud55c \ub370\uc774\ud130\ub97c \ud074\ub77c\uc6b0\ub4dc\uc5d0 \uc62c\ub9b4 \uc218 \uc5c6\ub294 \uacbd\uc6b0\uc5d0 \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ubaa8\ub4e0 \ub370\uc774\ud130 \ucc98\ub9ac\uac00 \ub85c\uceec \ud658\uacbd\uc5d0\uc11c \uc774\ub8e8\uc5b4\uc9c0\ubbc0\ub85c \uc678\ubd80 \uc720\ucd9c \uc704\ud5d8\uc774 \uc801\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\ube44\uc6a9 \uad00\ub9ac:<\/strong> \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc0ac\uc6a9\ub8cc\ub97c \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uc624\ud504\ub77c\uc778 \uc811\uadfc\uc131:<\/strong> \uc778\ud130\ub137 \uc5f0\uacb0 \uc5c6\uc774\ub3c4 RAG \uc2dc\uc2a4\ud15c\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\ub9de\ucda4\ud654 \ubc0f \uc81c\uc5b4:<\/strong> \uc2dc\uc2a4\ud15c\uc758 \ubaa8\ub4e0 \ubd80\ubd84\uc744 \uc9c1\uc811 \uc81c\uc5b4\ud558\uace0 \ub9de\ucda4\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uc131\ub2a5 \uc81c\uc57d:<\/strong> \uc77c\ubc18\uc801\uc73c\ub85c \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18\uc758 \ub300\uaddc\ubaa8 LLM\uc5d0 \ube44\ud574 \ub85c\uceec\uc5d0\uc11c \uad6c\ub3d9\ub418\ub294 LLM\uc758 \uc131\ub2a5(\ubaa8\ub378 \ud06c\uae30, \ucd94\ub860 \uc18d\ub3c4 \ub4f1)\uc774\ub098 \ucc98\ub9ac\ub7c9\uc5d0 \uc81c\uc57d\uc774 \uc788\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud558\ub4dc\uc6e8\uc5b4 \uc0ac\uc591(CPU, GPU, RAM)\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uc124\uce58 \ubc0f \uad00\ub9ac \ubcf5\uc7a1\uc131:<\/strong> LLM, \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4, RAG \ud30c\uc774\ud504\ub77c\uc778 \ub4f1\uc744 \uc9c1\uc811 \uc124\uc815\ud558\uace0 \uad00\ub9ac\ud574\uc57c \ud558\ubbc0\ub85c \uae30\uc220\uc801\uc778 \uc9c0\uc2dd\uc774 \uc694\uad6c\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Ollama, Llama.cpp, LangChain \ub4f1\uc758 \uc624\ud508\uc18c\uc2a4 \ub3c4\uad6c\uac00 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><strong>\uc77c\ubc18\uc801\uc778 \uc0ac\uc6a9 \uc0ac\ub840:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-small-font-size\">\uac1c\uc778 \uc5f0\uad6c \ubc0f \ud559\uc2b5 (\uc608: \uac1c\uc778 \ubb38\uc11c \uc694\uc57d, \ub17c\ubb38 \ubd84\uc11d)<\/li>\n\n\n\n<li class=\"has-small-font-size\">\uc5c4\uaca9\ud55c \ub370\uc774\ud130 \ubcf4\uc548 \uc815\ucc45\uc774 \uc788\ub294 \uae30\uc5c5\uc758 \ub0b4\ubd80 \uc2dc\uc2a4\ud15c<\/li>\n\n\n\n<li class=\"has-small-font-size\">\uc624\ud504\ub77c\uc778 \ud658\uacbd\uc5d0\uc11c\uc758 AI \uae30\ubc18 \ub3c4\uad6c \uac1c\ubc1c<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>1-2. NotebookLM<\/strong><\/p>\n\n\n\n<p class=\"has-small-font-size\">\uc815\uc758:<\/p>\n\n\n\n<p class=\"has-small-font-size\">NotebookLM\uc740 Google\uc5d0\uc11c \uac1c\ubc1c\ud55c \uac1c\uc778\ud654\ub41c AI \ud559\uc2b5 \ubc0f \ub9ac\uc11c\uce58 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \uc790\uc2e0\uc758 \ubb38\uc11c(Google Docs, PDF, \uc6f9\ud398\uc774\uc9c0, YouTube \ub3d9\uc601\uc0c1, \uc624\ub514\uc624 \ud30c\uc77c \ub4f1)\ub97c \uc5c5\ub85c\ub4dc\ud558\uba74, NotebookLM\uc774 \uadf8 \ubb38\uc11c\ub4e4\uc744 \ubd84\uc11d\ud558\uace0 \uc694\uc57d\ud558\uba70, \uc9c8\ubb38\uc5d0 \ub2f5\ubcc0\ud558\uace0, \uc0c8\ub85c\uc6b4 \ucf58\ud150\uce20\ub97c \uc0dd\uc131\ud558\ub294 \ub4f1 \ub2e4\uc591\ud55c \ubc29\uc2dd\uc73c\ub85c \uc0ac\uc6a9\uc790\uc758 \uc815\ubcf4 \uc774\ud574\ub97c \ub3d5\uc2b5\ub2c8\ub2e4. \ubcf8\uc9c8\uc801\uc73c\ub85c NotebookLM\uc740 Google\uc758 LLM(Gemini \ubaa8\ub378)\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uba70, \uc0ac\uc6a9\uc790\uac00 \uc5c5\ub85c\ub4dc\ud55c \ubb38\uc11c\ub97c **\ucee8\ud14d\uc2a4\ud2b8(Context)**\ub85c \ud65c\uc6a9\ud558\ub294 \uc77c\uc885\uc758 RAG \uc2dc\uc2a4\ud15c\uc774\ub77c\uace0 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc989, \uc0ac\uc6a9\uc790\uac00 \uc81c\uacf5\ud55c \uc18c\uc2a4(Source)\ub97c &#8220;\uc678\ubd80 \uc9c0\uc2dd&#8221;\uc73c\ub85c \uc0bc\uc544 LLM\uc758 \ub2f5\ubcc0\uc744 \ubcf4\uac15\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"has-small-font-size\"><strong>\uc8fc\uc694 \ud2b9\uc9d5:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-small-font-size\"><strong>\uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4:<\/strong> \uac1c\ubc1c \uc9c0\uc2dd\uc774 \uc5c6\uc5b4\ub3c4 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub41c \uc9c1\uad00\uc801\uc778 UI\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uac1c\uc778\ud654\ub41c \uc9c0\uc2dd \uae30\ubc18:<\/strong> \uc0ac\uc6a9\uc790\uac00 \uc9c1\uc811 \uc5c5\ub85c\ub4dc\ud55c \ubb38\uc11c\uc5d0 \uae30\ubc18\ud558\uc5ec \uc791\ub3d9\ud558\ubbc0\ub85c, \uac1c\uc778\uc758 \uc5f0\uad6c\ub098 \ud504\ub85c\uc81d\ud2b8\uc5d0 \ud2b9\ud654\ub41c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\ub2e4\uc591\ud55c \uc18c\uc2a4 \uc9c0\uc6d0:<\/strong> \ud14d\uc2a4\ud2b8 \ud30c\uc77c\ubfd0\ub9cc \uc544\ub2c8\ub77c PDF, Google \ubb38\uc11c, \uc6f9 URL, YouTube \ub3d9\uc601\uc0c1 \uc2a4\ud06c\ub9bd\ud2b8, \uc624\ub514\uc624 \ud30c\uc77c \ub4f1 \ub2e4\uc591\ud55c \ud615\uc2dd\uc758 \uc18c\uc2a4\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uc0dd\uc0b0\uc131 \ud5a5\uc0c1 \uae30\ub2a5:<\/strong> \uc694\uc57d, \uc9c8\ubb38-\ub2f5\ubcc0, \uc544\uc774\ub514\uc5b4 \uc0dd\uc131, \ube0c\ub9ac\ud551 \ubb38\uc11c, \uc2a4\ud130\ub514 \uac00\uc774\ub4dc, \uc2ec\uc9c0\uc5b4 \ud31f\uce90\uc2a4\ud2b8 \uc694\uc57d \uc0dd\uc131 \ub4f1 \ub2e4\uc591\ud55c AI \uae30\ubc18\uc758 \uc0dd\uc0b0\uc131 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\ucd9c\ucc98 \uc81c\uc2dc:<\/strong> \uc0dd\uc131\ub41c \ub2f5\ubcc0\uc758 \uadfc\uac70\uac00 \ub418\ub294 \uc6d0\ubcf8 \ubb38\uc11c\uc758 \ud2b9\uc815 \ubd80\ubd84\uc744 \uc778\uc6a9(citation)\uc73c\ub85c \uc81c\uacf5\ud558\uc5ec \ub2f5\ubcc0\uc758 \uc2e0\ub8b0\ub3c4\ub97c \ub192\uc774\uace0 \uc0ac\uc6a9\uc790\uac00 \uc6d0\ubcf8\uc744 \uc27d\uac8c \ud655\uc778\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\ud074\ub77c\uc6b0\ub4dc \uae30\ubc18:<\/strong> Google\uc774 \uc81c\uacf5\ud558\ub294 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub85c, \uc0ac\uc6a9\uc790\uc758 \ub370\uc774\ud130\ub294 Google\uc758 \uc11c\ubc84\uc5d0\uc11c \ucc98\ub9ac\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uc81c\ud55c\ub41c \uc81c\uc5b4:<\/strong> \ub85c\uceec RAG\ucc98\ub7fc LLM \uc790\uccb4\ub098 \ud30c\uc774\ud504\ub77c\uc778\uc758 \uc138\ubd80\uc801\uc778 \ubd80\ubd84\uc744 \uc9c1\uc811 \uc81c\uc5b4\ud558\uac70\ub098 \ub9de\ucda4\ud654\ud560 \uc218\ub294 \uc5c6\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><strong>\uc77c\ubc18\uc801\uc778 \uc0ac\uc6a9 \uc0ac\ub840:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-small-font-size\">\ud559\uc0dd\uc758 \ud559\uc2b5 \uc790\ub8cc \uc694\uc57d \ubc0f \uc9c8\ubb38 \ub2f5\ubcc0<\/li>\n\n\n\n<li class=\"has-small-font-size\">\uc5f0\uad6c\uc790\uc758 \ub17c\ubb38 \ubd84\uc11d \ubc0f \uc694\uc57d, \uc544\uc774\ub514\uc5b4 \uad6c\uc0c1<\/li>\n\n\n\n<li class=\"has-small-font-size\">\uc791\uac00\uc758 \uc790\ub8cc \uc870\uc0ac \ubc0f \uc2a4\ud1a0\ub9ac \uad6c\uc0c1<\/li>\n\n\n\n<li class=\"has-small-font-size\">\uae30\ud68d\uc790\uc758 \ud68c\uc758\ub85d \uc694\uc57d \ubc0f \ube0c\ub9ac\ud551 \ubb38\uc11c \uc0dd\uc131<\/li>\n\n\n\n<li class=\"has-small-font-size\">\uac1c\uc778\uc758 \ub3c5\uc11c \uc790\ub8cc \uad00\ub9ac \ubc0f \uc774\ud574 \uc99d\uc9c4<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\uac1c\ub150 \ube44\uad50 \uc694\uc57d<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\ud2b9\uc9d5\/\uac1c\ub150<\/strong><\/td><td><strong>RAG (Retrieval-Augmented Generation)<\/strong><\/td><td><strong>Local RAG<\/strong><\/td><td><strong>NotebookLM<\/strong><\/td><\/tr><tr><td><strong>\uac1c\ub150 \uc720\ud615<\/strong><\/td><td>LLM\uc758 \ud55c\uacc4\ub97c \ubcf4\uc644\ud558\ub294 <strong>\uae30\uc220\/\uc544\ud0a4\ud14d\ucc98<\/strong><\/td><td>RAG \uc544\ud0a4\ud14d\ucc98\uc758 <strong>\uad6c\ud604 \ubc29\uc2dd(\ub85c\uceec \ud658\uacbd)<\/strong><\/td><td>Google\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 <strong>AI \uae30\ubc18 \uac1c\uc778 \uc0dd\uc0b0\uc131 \ub3c4\uad6c<\/strong> (RAG \uae30\uc220 \ud65c\uc6a9)<\/td><\/tr><tr><td><strong>\ubaa9\ud45c<\/strong><\/td><td>LLM\uc758 \ub2f5\ubcc0 \uc815\ud655\uc131<br>\ucd5c\uc2e0\uc131<br>\uc0ac\uc2e4\uc131 \ud5a5\uc0c1<\/td><td>\ub370\uc774\ud130 \ud504\ub77c\uc774\ubc84\uc2dc<br>\ubcf4\uc548<br>\ube44\uc6a9 \ud1b5\uc81c<br><strong>\uc624\ud504\ub77c\uc778<\/strong> \uc0ac\uc6a9<\/td><td>\uc0ac\uc6a9\uc790 \uac1c\uc778\uc758 \uc815\ubcf4 \uc774\ud574 \ubc0f \uc0dd\uc0b0\uc131 \uc99d\uc9c4<\/td><\/tr><tr><td><strong>\uad6c\ud604 \ubc29\uc2dd<\/strong><\/td><td>&#8211; \ud074\ub77c\uc6b0\ub4dc \ub610\ub294 \uc628\ud504\ub808\ubbf8\uc2a4<br>&#8211; \ub2e4\uc591\ud55c LLM, \uac80\uc0c9\uae30, DB \uc870\ud569 \uac00\ub2a5<\/td><td>&#8211; \uac1c\uc778 PC \ub610\ub294 \uc0ac\ub0b4 \uc11c\ubc84<br>&#8211; \uc624\ud508\uc18c\uc2a4 LLM, \ub85c\uceec DB \ud65c\uc6a9<\/td><td>&#8211; Google \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \uc11c\ube44\uc2a4<br>&#8211; Google Gemini LLM \ubc0f \ub0b4\ubd80 \uae30\uc220<\/td><\/tr><tr><td><strong>\ub370\uc774\ud130 \ucc98\ub9ac<\/strong><\/td><td>\uc678\ubd80 \uc9c0\uc2dd(DB, \ubb38\uc11c \ub4f1)\uc744 LLM \ucee8\ud14d\uc2a4\ud2b8\ub85c \ud65c\uc6a9<\/td><td>\ubaa8\ub4e0 \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \uc800\uc7a5\uc774 \ub85c\uceec\uc5d0\uc11c \uc774\ub8e8\uc5b4\uc9d0<\/td><td>\uc0ac\uc6a9\uc790\uac00 \uc5c5\ub85c\ub4dc\ud55c \ubb38\uc11c \ubc0f \uc790\ub8cc\ub97c \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \ucc98\ub9ac \ubc0f \uc800\uc7a5<\/td><\/tr><tr><td><strong>\ud504\ub77c\uc774\ubc84\uc2dc\/\ubcf4\uc548<\/strong><\/td><td>\uad6c\ud604 \ubc29\uc2dd\uc5d0 \ub530\ub77c \ub2e4\ub984 (\ud074\ub77c\uc6b0\ub4dc \uc0ac\uc6a9 \uc2dc \uace0\ub824 \ud544\uc694)<\/td><td><strong>\ub9e4\uc6b0 \ub192\uc74c<\/strong> (\ub370\uc774\ud130 \uc720\ucd9c \uc704\ud5d8 \ucd5c\uc18c\ud654)<\/td><td>Google\uc758 \ubcf4\uc548 \ubc0f \uac1c\uc778\uc815\ubcf4\ucc98\ub9ac\ubc29\uce68 \ub530\ub984<\/td><\/tr><tr><td><strong>\ube44\uc6a9<\/strong><\/td><td>LLM API, DB \uc0ac\uc6a9\ub8cc \ub4f1 \ubc1c\uc0dd \uac00\ub2a5<\/td><td>\ucd08\uae30 \ud558\ub4dc\uc6e8\uc5b4\/\uc124\uce58 \ube44\uc6a9, \uc774\ud6c4 \uc6b4\uc601 \ube44\uc6a9 \uc808\uac10<\/td><td>\uae30\ubcf8\uc801\uc73c\ub85c \ubb34\ub8cc (\ud5a5\ud6c4 \uc720\ub8cc\ud654 \uac00\ub2a5\uc131)<\/td><\/tr><tr><td><strong>\uc131\ub2a5\/\uc81c\ud55c<\/strong><\/td><td>\uace0\uc131\ub2a5 LLM \ubc0f \uc778\ud504\ub77c \ud65c\uc6a9 \uac00\ub2a5<\/td><td>\ud558\ub4dc\uc6e8\uc5b4 \uc0ac\uc591\uc5d0 \ub530\ub77c \uc131\ub2a5 \uc81c\ud55c, \ub300\uaddc\ubaa8 \ucc98\ub9ac \uc5b4\ub824\uc6c0<\/td><td>\ud074\ub77c\uc6b0\ub4dc \uae30\ubc18\uc73c\ub85c \uc548\uc815\uc801\uc778 \uc131\ub2a5, \ucc98\ub9ac \uc6a9\ub7c9 \uc81c\ud55c \uc788\uc74c (\uc608: 50\uac1c \uc18c\uc2a4, 2500\ub9cc \ub2e8\uc5b4)<\/td><\/tr><tr><td><strong>\uc0ac\uc6a9 \ud3b8\uc758\uc131<\/strong><\/td><td>\uac1c\ubc1c \uc9c0\uc2dd \ud544\uc694 (\uae30\uc220 \uc2a4\ud0dd \uc124\uc815, \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95)<\/td><td>\uac1c\ubc1c \uc9c0\uc2dd \ubc0f \uc2dc\uc2a4\ud15c \uad00\ub9ac \ub2a5\ub825 \ud544\uc694<\/td><td><strong>\ub9e4\uc6b0 \ub192\uc74c<\/strong> (\uc9c1\uad00\uc801\uc778 UI, \uac1c\ubc1c \uc9c0\uc2dd \ubd88\ud544\uc694)<\/td><\/tr><tr><td><strong>\uc8fc\uc694 \uc0ac\uc6a9\uc790<\/strong><\/td><td>AI \uac1c\ubc1c\uc790, \ub370\uc774\ud130 \uacfc\ud559\uc790, \uae30\uc5c5<\/td><td>\uac1c\uc778 \uac1c\ubc1c\uc790, \ubcf4\uc548\uc774 \uc911\uc694\ud55c \uae30\uc5c5\/\uc5f0\uad6c\uc18c<\/td><td>\ud559\uc0dd, \uc5f0\uad6c\uc790, \uc791\uac00, \uae30\ud68d\uc790 \ub4f1 \uc77c\ubc18 \uc0ac\uc6a9\uc790<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-small-font-size\">(2025\/05\/15 \ucd94\uac00)<br>NotebookLM\uc740 note\ub97c \uae30\uc900\uc73c\ub85c \ud30c\uc77c\uacfc \ub300\ud654\ub97c \ud558\ub3c4\ub85d \ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<br>note\ub294 \uc815\ud655\ud55c \uc790\ub8cc\uac00 \uacf5\uac1c\ub418\uc5b4 \uc788\uc9c0 \uc54a\uc9c0\ub9cc, \ub300\ub7b5 50\uac1c\uae4c\uc9c0 \ucd94\uac00\ud560 \uc218 \uc788\ub294 \uac83\uc73c\ub85c \uc54c\ub824\uc838 \uc788\uc2b5\ub2c8\ub2e4.<br>(<mark style=\"background-color:#fcb900\" class=\"has-inline-color has-black-color\">\uc774\ub294 \ud5a5\ud6c4 \uc0ac\uc6a9\ub7c9\uc5d0 \ub530\ub77c \uc81c\ud55c\uc744 \uc904 \uc218 \uc788\uc74c\uc73c\ub85c \uc720\ub8cc\ub97c \uc0ac\uc6a9\ud558\ub77c\ub294 \uac83 \uac19\uc2b5\ub2c8\ub2e4.<\/mark><mark style=\"background-color:#fcb900\" class=\"has-inline-color has-vivid-purple-color\">)<\/mark><br>\ud55c note\uc5d0\ub294 \uc18c\uc2a4(PDF\ud30c\uc77c, mp3\ub4f1)\ub97c <s>10\uac1c\uae4c\uc9c0<\/s> 50\uac1c\uae4c\uc9c0 \ucd94\uac00\ud560 \uc218 \uc788\ub2e4\uace0 \ud558\uc9c0\ub9cc, \uc5b4\ub290 \uc790\ub8cc\uc5d0\uc11c 50\ub9cc\uc790, 80MB\ub85c \uc81c\ud55c\uc774 \uc788\ub2e4\uace0 \ud569\ub2c8\ub2e4.<br>(\ub610 \ub9d0\ud558\uc9c0\ub9cc, <mark style=\"background-color:#f9e605\" class=\"has-inline-color has-black-color\">\uae09\ud788 \uc11c\ube44\uc2a4\ub97c \ub0b4 \ub193\ub294 \ubc14\ub78c\uc5d0, \uc11c\ube44\uc2a4\uc758 \uaddc\uaca9\uc744 \uc815\ud558\uc9c0 \ubabb \ud55c \uac83\uc785\ub2c8\ub2e4.<\/mark>)<br>\uc74c\uc131 \uc0dd\uc131\uc740 \ubb34\ub8cc\ub294 1\uc77c 3\ud68c\uae4c\uc9c0\ub9cc \uac00\ub2a5\ud558\uace0, \ucc44\ud305\uc758 \uc9c8\uc758 \ud68c\uc218\ub294 50\ud68c\uae4c\uc9c0\ub9cc \uac00\ub2a5\ud558\uc9c0\ub9cc, \uc720\ub8cc\ub294 5\ubc30\ubcf4\ub2e4 \ub9ce\ub2e4\uace0\ub9cc \ud569\ub2c8\ub2e4.<br>(<em>\ubaa8\ub4e0 \uc218\uce58\ub294 \uc11c\ube44\uc2a4 \uc6b4\uc601\uc5d0 \ub530\ub77c \ubcc0\uacbd\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/em>)<br>\ub300\ub2f5\ud558\ub294 \uc2a4\ud0c0\uc77c \uae30\ub2a5\uc774\ub098, \uacf5\uc720 \uae30\ub2a5\uc740 \uc720\ub8cc\uc5d0\ub9cc \uc788\uc2b5\ub2c8\ub2e4.<br>\ub610\ud55c, \uad50\uc721\uacfc\uc815\uc5d0\uc11c \ubc1c\uacac\ub41c \uac83\uc774\uc9c0\ub9cc, PDF \ud30c\uc77c\ub97c \uc0ac\uc6a9\ud560 \ub54c \uc624\ub958\uac00 \ubc1c\uc0dd\ub429\ub2c8\ub2e4(\uba85\ud655\ud558\uc9c0 \uc54a\uc74c).<br>\ubaa8\ub4e0 \ud30c\uc77c\uc740 pdf\ub85c \ucd9c\ub825\ud558\uc5ec \uc0ac\uc6a9\ud558\uc2dc\ub294 \uac83\uc744 \ucd94\ucc9c\ud569\ub2c8\ub2e4.<br>\ubb3c\ub860 Local-RAG\ub97c \uc0ac\uc6a9\ud558\uba74, \uc81c\ud55c\uc774 \ub418\uc9c0 \uc54a\uc9c0\ub9cc, \uc5c5\ubb34\uc6a9\uc73c\ub85c\ub294 5\ub9cc\ub2ec\ub7ec \ub123\ub294 \uc11c\ubc84\ub97c \uc124\uce58, \uc720\uc9c0 \ud560 \uc0dd\uac01\uc758 \uc5c6\uc73c\uc2dc\uba74, \uc720\ub8cc \uc11c\ubc84\ub098 \uc774\ub7f0 \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud558\uc2dc\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"has-small-font-size\">\uc724\uc601\uae30 (YOON, Young-Ki)<br>KOREA<br>newton@eqboard.com<br>neoy2g@hotmail.com<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc LLM\uc744 \uc774\uc6a9\ud558\ub294 \ubd84\uc57c \uc911, \uae30\uc5c5\uc774\ub098 \uc18c\uaddc\ubaa8 \uac1c\ubc1c\uc0ac\uc5d0\uac8c \ub3c4\uc6c0\uc774 \ub41c \uac83\uc740 RAG\uc774\uc600\uc2b5\ub2c8\ub2e4.\ud558\uc9c0\ub9cc, 2025\ub144 \uc0c1\ubc18\uae30 \uad6c\uae00\uc740 \uc790\uc2e0\ub4e4\uc758 \uace0\uac1d\uc0ac\ub4e4\uc758 \uc2dc\uc7a5\uc5d0 \uce68\ubc94\ud55c \uc11c\ube44\uc2a4\ub97c \ucd9c\uc2dc\ud558\uc600\uc2b5\ub2c8\ub2e4.\ubc14\ub85c NotebookLM\uc785\ub2c8\ub2e4. \uc989 \uc0c8\ub85c\uc6b4 \uac83\uc740 \uc5c6\uc2b5\ub2c8\ub2e4.\ub2e8\uc9c0 \uc18c\uaddc\ubaa8\ub85c \uac1c\ubc1c\ub418\ub294 \uac83\uc744 \uc870\ud569\ud558\uc5ec, \ud558\ub098\uc758 \uc11c\ube44\uc2a4\ub97c \uc81c\uc791\ud55c \uac83\uc73c\ub85c, \ubb54\uac00 \uc120\uc804\ud558\ub294 \uac83\uc774 \ubaa9\uc801\uc778 \uac83 \uac19\uc2b5\ub2c8\ub2e4.\uc774\ub294 RAG\uc758 \ub300\ubd80\ubd84\uc774 Chatbot\ud615\ud0dc\uc758 \uc11c\ube44\uc2a4\ub97c \ud558\uae30\uc5d0, \uc11c\ube44\uc2a4\ub97c \uacf5\uac1c\ud558\ub294 \uc2dc\uc810\uc5d0 \uad00\ub828 \uae30\ub2a5\uc774\ub098 API\uac00 \uc788\uc5b4\uc57c \ud558\ub294\ub370, 2025\ub144 4\uc6d4\ub9d0\uae4c\uc9c0 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