{"id":5290,"date":"2026-05-13T09:59:06","date_gmt":"2026-05-13T16:59:06","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/agentic-rag-2\/"},"modified":"2026-05-13T09:59:06","modified_gmt":"2026-05-13T16:59:06","slug":"agentic-rag-2","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/agentic-rag-2\/","title":{"rendered":"\uc5d0\uc774\uc804\ud2b8\ud615 RAG \uc124\uba85"},"content":{"rendered":"<p class=\"wp-block-paragraph\"><b>\uc694\uc57d<\/b><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><i><span>\uc5d0\uc774\uc804\ud2f1 \uac80\uc0c9\uc99d\uac15\uc0dd\uc131(Agentic RAG)\uc740 \ub2e8\uc77c \uac80\uc0c9 \ub2e8\uacc4\uc5d0 \uc758\uc874\ud558\ub294 \ub300\uc2e0 \ubaa9\ud45c\ub97c \ub2ec\uc131\ud558\uae30 \uc704\ud574 \ucd94\ub860, \uacc4\ud68d, \ud589\ub3d9\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub294 \uc790\uc728 \uc5d0\uc774\uc804\ud2b8\ub97c \ucd94\uac00\ud568\uc73c\ub85c\uc368 \uc804\ud1b5\uc801\uc778 RAG\ub97c \ud655\uc7a5\ud569\ub2c8\ub2e4. \uace0\uc815\ub41c \uc6cc\ud06c\ud50c\ub85c\ub97c \ub530\ub974\ub294 \ud45c\uc900 \uc2dc\uc2a4\ud15c\uacfc \ub2ec\ub9ac, \uc5d0\uc774\uc804\ud2f1 \uc811\uadfc \ubc29\uc2dd\uc740 \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc744 \ub3d9\uc801\uc73c\ub85c \ubd84\ud560\ud558\uace0, \uc5ec\ub7ec \ubc88\uc758 \uac80\uc0c9\uc744 \uc218\ud589\ud558\uba70, \uc678\ubd80 \ub3c4\uad6c \ub098 API\ub97c \uc0ac\uc6a9\ud558\uace0, \uc0c8\ub85c\uc6b4 \uc815\ubcf4\uac00 \ub098\ud0c0\ub0a0 \ub54c \uc804\ub7b5\uc744 \uc870\uc815\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc18\ubcf5 \ud504\ub85c\uc138\uc2a4\ub294 \uc815\ud655\ub3c4\ub97c \ub192\uc774\uace0, \ud658\uac01 \ud604\uc0c1\uc744 \uc904\uc774\uba70, \ubaa8\ud638\ud558\uac70\ub098 \ub2e4\ub2e8\uacc4 \ubb38\uc81c\ub97c \ub354 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\uc5d0\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uc758\uc0ac \uacb0\uc815 \uc5d0\uc774\uc804\ud2b8, \uc5ec\ub7ec \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0 \uac78\uce5c \uad6c\uc870\ud654\ub41c \uac80\uc0c9, \ubb38\ub9e5 \uc720\uc9c0\ub97c \uc704\ud55c \uae30\uc5b5\uc7a5\uce58, \ub3c4\uad6c \uc811\uadfc \uad8c\ud55c, \uadf8\ub9ac\uace0 \uc2e4\ud589\uc744 \uad00\ub9ac\ud558\ub294 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\ub2a5 \ub355\ubd84\uc5d0 \uc5d0\uc774\uc804\ud2f1 RAG\ub294 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc9c0\uc2dd \ube44\uc11c, \ubd84\uc11d, \uace0\uac1d \uc9c0\uc6d0 \uc790\ub3d9\ud654, \uc5f0\uad6c\uc640 \uac19\uc740 \uace0\uae09 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uc801\ud569\ud558\uc9c0\ub9cc, \ub354 \ud070 \ubcf5\uc7a1\uc131, \ube44\uc6a9 \ubc0f \uc778\ud504\ub77c \uace0\ub824 \uc0ac\ud56d\uc744 \uc218\ubc18\ud569\ub2c8\ub2e4.<\/span><\/i><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><b>\uc5d0\uc774\uc804\ud2f1 RAG(Agentic RAG)\ub294 \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131(RAG)\uc758 \uace0\uae09 \ud615\ud0dc\ub85c, AI \uc5d0\uc774\uc804\ud2b8\uac00 \uc790\uc728\uc801\uc73c\ub85c \uac80\uc0c9 \uacfc\uc815\uc744 \uacc4\ud68d, \uc2e4\ud589, \ud3c9\uac00 \ubc0f \uc218\uc815\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \ub2e8\uc21c\ud55c \uc9c8\ubb38-\uac80\uc0c9-\uc0dd\uc131 \ub2e8\uacc4\ub97c \ub118\uc5b4, \uc5d0\uc774\uc804\ud2b8\uac00 \ud544\uc694\uc5d0 \ub530\ub77c \uc5ec\ub7ec \ubc88 \uac80\uc0c9\uc744 \uc218\ud589\ud558\uac70\ub098, \uc9c8\ubb38\uc744 \uc7ac\uad6c\uc131\ud558\uac70\ub098, \uc678\ubd80 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub354 \uc815\ud655\ud558\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub2f5\ubcc0\uc744 \ub3c4\ucd9c\ud569\ub2c8\ub2e4.<\/b><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uc5d0\uc774\uc804\ud2f1 RAG\ub294 \uc790\uc728 \uc5d0\uc774\uc804\ud2b8\ub97c \ub2e4\uc74c\uc758 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c\uc640 \ud1b5\ud569\ud558\ub294 \uace0\uae09 AI \uc544\ud0a4\ud14d\ucc98\uc785\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/an-overview-of-retrieval-augmented-generation\/\"><span>\uac80\uc0c9\uc99d\uac15 \uc0dd\uc131<\/span><\/a><span>. \uac04\ub2e8\ud788 \ub9d0\ud574, \uc774\ub294 RAG \uc2dc\uc2a4\ud15c\uc5d0 \uc0dd\uac01\ud558\uace0, \uacc4\ud68d\ud558\uace0, \ud589\ub3d9\ud558\ub294 \ub2a5\ub825\uc744 \ubd80\uc5ec\ud569\ub2c8\ub2e4. \ub2e8\uc77c\uc758 \uc218\ub3d9\uc801 \uac80\uc0c9 \ub2e8\uacc4\ub97c \uc0ac\uc6a9\ud558\ub294 \ub300\uc2e0, <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/agentic-ai\/\"><span>\uc5d0\uc774\uc804\ud2b8<\/span><\/a><span> \ud2b9\uc815 \ubaa9\ud45c\ub97c \ub2ec\uc131\ud558\uae30 \uc704\ud574 \uc5b4\ub5a4 \uc815\ubcf4\uac00 \ud544\uc694\ud55c\uc9c0, \uc5b4\ub5bb\uac8c \uc5bb\uc744 \uac83\uc778\uc9c0, \uadf8\ub9ac\uace0 \uc5b4\ub5bb\uac8c \uc0ac\uc6a9\ud560\uc9c0\ub97c \ub2a5\ub3d9\uc801\uc73c\ub85c \uacb0\uc815\ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uc804\ud1b5\uc801\uc778 RAG \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790 \uc9c8\uc758\ub97c \ubc1b\uc544 \uc9c0\uc2dd \ubca0\uc774\uc2a4\uc5d0\uc11c \uad00\ub828 \ubb38\uc11c\ub97c \uac80\uc0c9\ud558\uace0, \ud574\ub2f9 \ubb38\uc11c\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2f1 RAG \uc2dc\uc2a4\ud15c\uc740 \ud45c\uc900 RAG\ub97c \uae30\ubc18\uc73c\ub85c \uc9c1\uc811 \uad6c\ucd95\ub418\uc9c0\ub9cc, \ucd5c\uc0c1\uc758 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\uae30 \uc704\ud574 \ucd94\uac00\uc801\uc778 \ub2e8\uacc4\ub97c \uac70\uce69\ub2c8\ub2e4. LLM\uc73c\ub85c \uad6c\ub3d9\ub418\ub294 \uc5d0\uc774\uc804\ud2b8\ub294 \uc0ac\uc6a9\uc790\uc758 \ubaa9\ud45c\ub97c \uac80\ud1a0\ud558\uace0 \uacc4\ud68d\uc744 \uc138\uc6c1\ub2c8\ub2e4. \uc774 \uacc4\ud68d\uc5d0\ub294 \uc5ec\ub7ec \uac80\uc0c9 \ucffc\ub9ac \uc791\uc131, \ub2e4\uc591\ud55c \ub3c4\uad6c(\uacc4\uc0b0\uae30\ub098 API \ub4f1) \uc0ac\uc6a9, \uc2ec\uc9c0\uc5b4 \uba85\ud655\ud654 \uc9c8\ubb38 \ub358\uc9c0\uae30\uac00 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \uc218\uc9d1\ud568\uc5d0 \ub530\ub77c \ud559\uc2b5\ud558\uace0 \uc801\uc751\ud558\uba74\uc11c \uc774 \uc804\uccb4 \uacfc\uc815\uc744 \uc870\uc728\ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uac80\uc0c9, \uc0dd\uc131, \uadf8\ub9ac\uace0 \uc790\uc728\uc801 \uc758\uc0ac\uacb0\uc815\uc758 \uc774\ub7ec\ud55c \uacb0\ud569\uc740 \uc2dc\uc2a4\ud15c\uc774 \ubaa8\ud638\uc131\uacfc \ubcf5\uc7a1\uc131\uc744 \uc774\uc804 \ubaa8\ub378\ubcf4\ub2e4 \ud6e8\uc52c \ub354 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><b>\uc804\ud1b5\uc801\uc778 RAG \ub300 \uc5d0\uc774\uc804\ud2f1 RAG<\/b><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\ub450 \uc2dc\uc2a4\ud15c \ubaa8\ub450 \uadfc\uac70\uac00 \uc788\uace0 \uc0ac\uc2e4\uc5d0 \uae30\ubc18\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\uc9c0\ub9cc, \uadf8 \ubc29\uc2dd\uacfc \uc5ed\ub7c9\uc740 \ud06c\uac8c \ub2e4\ub985\ub2c8\ub2e4. \uc804\ud1b5\uc801 RAG\ub294 \ub2e8\uc21c\ud55c \uc9c8\ubb38\uc5d0 \ud0c1\uc6d4\ud558\uc9c0\ub9cc, \uc5d0\uc774\uc804\ud2b8 \uae30\ubc18 RAG\ub294 \ubcf5\uc7a1\ud558\uace0 \ub2e4\uba74\uc801\uc778 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4. \uba87 \uac00\uc9c0 \uc8fc\uc694 \ucc28\uc774\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18111\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/sites\/5\/2026\/05\/Screenshot-2026-05-12-at-1.16.45-PM.png\" alt=\"\" width=\"1164\" height=\"1054\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uc804\ud1b5\uc801\uc778 RAG\ub294 \u201c\uc6b0\ub9ac \ud68c\uc0ac\uc758 3\ubd84\uae30 \ub9e4\ucd9c\uc740 \uc5bc\ub9c8\uc600\ub294\uac00?\u201d\uc640 \uac19\uc774 \uba85\ud655\ud558\uac8c \uc815\uc758\ub41c \uc9c8\ubb38\uc5d0 \ub300\ud574 \ube60\ub974\uace0 \uc0ac\uc2e4\uc801\uc778 \ub2f5\ubcc0\uc774 \ud544\uc694\ud560 \ub54c\ub294 \ucda9\ubd84\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \u201c3\ubd84\uae30 \ub9e4\ucd9c\uc744 2\ubd84\uae30\uc640 \ube44\uad50\ud558\uc5ec \ubd84\uc11d\ud558\uace0, \uac00\uc7a5 \uc2e4\uc801\uc774 \uc88b\uc740 \uc81c\ud488\uad70\uc744 \ud30c\uc545\ud558\uba70, \ucd5c\uadfc \ub9c8\ucf00\ud305 \ubcf4\uace0\uc11c\ub97c \ubc14\ud0d5\uc73c\ub85c \uc131\uacf5 \uc694\uc778\uc744 \uc124\uba85\ud558\ub77c\u201d\uc640 \uac19\uc740 \uc9c8\uc758\uc5d0 \uc9c1\uba74\ud588\uc744 \ub54c\ub294 \uc5ed\ubd80\uc871\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc9c8\uc758\ub294 \uacc4\ud68d \uc218\ub9bd, \ub2e4\uc911 \ub370\uc774\ud130 \uc870\ud68c, \uadf8\ub9ac\uace0 \uc885\ud569\uc744 \ud544\uc694\ub85c \ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><b>\uc5d0\uc774\uc804\ud2f1 RAG \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c<\/b><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uc5d0\uc774\uc804\ud2f1 RAG \uc2dc\uc2a4\ud15c\uc740 \ubaa9\ud45c\ub97c \ub2ec\uc131\ud558\uae30 \uc704\ud574 \ud568\uaed8 \uc791\ub3d9\ud558\ub294 \uc0c1\ud638 \uc5f0\uacb0\ub41c \uc5ec\ub7ec \ubd80\ubd84\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>\uc5d0\uc774\uc804\ud2b8 \ubc0f \uacb0\uc815 \ub85c\uc9c1:<\/b><span> \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec\uc740 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub3c4\ub85d \ud504\ub85c\uadf8\ub798\ubc0d\ub41c, \ub300\uac1c LLM\uc778 \uc5d0\uc774\uc804\ud2b8\uc785\ub2c8\ub2e4. \uc774 \uc5d0\uc774\uc804\ud2b8\ub294 \uc0ac\uc6a9\uc790\uc758 \ubaa9\ud45c\ub97c \uc138\ubd84\ud654\ud558\uace0, \uacc4\ud68d\uc744 \uc138\uc6b0\uba70, \ub2e8\uacc4\ubcc4\ub85c \uc2e4\ud589\ud558\uae30 \uc704\ud574 \ucd94\ub860 \ud504\ub808\uc784\uc6cc\ud06c(ReAct: Reason + Act \ub4f1)\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uac80\uc0c9 \ub808\uc774\uc5b4 \ubc0f \ub370\uc774\ud130 \uc18c\uc2a4:<\/b><span> \uc774\uac83\ub4e4\uc740 \uc5d0\uc774\uc804\ud2b8\uc758 \uc9c0\uc2dd \ubca0\uc774\uc2a4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0\ub294 \ub2e4\uc74c\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/rag-applications-with-vector-search-and-couchbase\/\"><span>\uc2dc\ub9e8\ud2f1 \uac80\uc0c9\uc744 \uc704\ud55c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/span><\/a><span>, \uc804\ud1b5\uc801\uc778 \ub370\uc774\ud130\ubca0\uc774\uc2a4(SQL), \ubb38\uc11c \uc800\uc7a5\uc18c, \uadf8\ub9ac\uace0 <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/resources\/concepts\/knowledge-graphs\/\"><span>\uc9c0\uc2dd \uadf8\ub798\ud504<\/span><\/a><span>. \uc5d0\uc774\uc804\ud2b8\ub294 \uc791\uc5c5\uc758 \uac01 \ubd80\ubd84\uc5d0 \uac00\uc7a5 \uad00\ub828\uc131\uc774 \ub192\uc740 \uc18c\uc2a4\ub97c \uacb0\uc815\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uae30\uc5b5(\ub2e8\uae30 \uae30\uc5b5 \ubc0f \uc7a5\uae30 \uae30\uc5b5):<\/b><span> \uba54\ubaa8\ub9ac\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \ubb38\ub9e5\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \ub2e8\uae30 \uba54\ubaa8\ub9ac\ub294 \uc774\uc804 \ub2e8\uacc4\uc640 \uac80\uc0c9\ub41c \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud558\uc5ec \ud604\uc7ac \uc791\uc5c5\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c \ubcf4\uc720\ud569\ub2c8\ub2e4. \uc7a5\uae30 \uba54\ubaa8\ub9ac\ub294 \uacfc\uac70 \uc0c1\ud638\uc791\uc6a9\uacfc \uc0ac\uc6a9\uc790 \uc120\ud638\ub3c4\ub97c \uc800\uc7a5\ud558\uc5ec \uac1c\uc778\ud654\uc640 \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ub3c4\uad6c, API \ubc0f \uc678\ubd80 \uc2dc\uc2a4\ud15c:<\/b><span> \uc5d0\uc774\uc804\ud2b8\ub294 \ud14d\uc2a4\ud2b8 \uac80\uc0c9\uc5d0\ub9cc \uad6d\ud55c\ub418\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ucf54\ub4dc \uc778\ud130\ud504\ub9ac\ud130, \uacc4\uc0b0\uae30, \uac80\uc0c9\uc5d4\uc9c4, \uc678\ubd80 API(\uc608: \ub0a0\uc528 \ub370\uc774\ud130 \ub610\ub294 \uc8fc\uac00\uc6a9)\uc640 \uac19\uc740 \ub3c4\uad6c\uc5d0 \ub300\ud55c \uc811\uadfc \uad8c\ud55c\uc744 \ubd80\uc5ec\ubc1b\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc5d0\uc774\uc804\ud2b8\uc758 \ub2a5\ub825\uc744 \ub0b4\ubd80 \uc9c0\uc2dd\uc744 \ub118\uc5b4 \ud655\uc7a5\uc2dc\ud0b5\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ubc0f \uc81c\uc5b4 \ud750\ub984:<\/b><span> \uc774 \ucef4\ud3ec\ub10c\ud2b8\ub294 \uc804\uccb4 \ud504\ub85c\uc138\uc2a4\ub97c \uad00\ub9ac\ud569\ub2c8\ub2e4. \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130\ub294 \uc5d0\uc774\uc804\ud2b8\ub97c \ud638\ucd9c\ud558\uace0, \uc0ac\uc6a9\uc790 \ubaa9\ud45c\ub97c \uc81c\uacf5\ud558\uba70, \uacc4\ud68d\uc758 \uc2e4\ud589\uc744 \uad00\ub9ac\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uac00 \uc9c0\uce68\uc744 \ub530\ub974\ub3c4\ub85d \ubcf4\uc7a5\ud558\uace0, \uc624\ub958\ub97c \ucc98\ub9ac\ud558\uba70, \ucd5c\uc885\uc801\uc774\uace0 \uc77c\uad00\ub41c \uc751\ub2f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><b>\uc5d0\uc774\uc804\ud2b8\ud615 RAG\uc758 \uc791\ub3d9 \ubc29\uc2dd<\/b><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uadf8 <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/agentic-workflows-vs-ai-agents\/\"><span>\uc6cc\ud06c\ud50c\ub85c\uc6b0<\/span><\/a><span> \uc5d0\uc774\uc804\ud2b8\ud615 RAG \uc2dc\uc2a4\ud15c\uc758 \uc791\ub3d9 \ubc29\uc2dd\uc740 \ub3d9\uc801\uc774\uace0 \ubc18\ubcf5\uc801\uc785\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc21c\ud558\uace0 \uc120\ud615\uc801\uc778 \ud504\ub85c\uc138\uc2a4\ub97c \ub118\uc5b4 \ub354 \uc815\uad50\ud558\uace0 \uc21c\ud658\uc801\uc778 \ud504\ub85c\uc138\uc2a4\ub85c \ub098\uc544\uac11\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><b>\uc0ac\uc6a9\uc790 \ubaa9\ud45c \uc774\ud574\ud558\uae30<\/b><span> \ud504\ub85c\uc138\uc2a4\ub294 \uc2dc\uc2a4\ud15c\uc774 \ud504\ub86c\ud504\ud2b8\ub97c \ubc1b\uc744 \ub54c \uc2dc\uc791\ub429\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uc758 \uccab \ubc88\uc9f8 \uc784\ubb34\ub294 \ub2e8\uc21c\ud55c \ubb38\uc790 \uadf8\ub300\ub85c\uc758 \ub2e8\uc5b4\uac00 \uc544\ub2c8\ub77c \uc0ac\uc6a9\uc790\uc758 \uc228\uaca8\uc9c4 \uc758\ub3c4\ub97c \ud30c\uc545\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uacc4\ud68d \ubc0f \uc791\uc5c5 \ubd84\ud574:<\/b><span> \uc5d0\uc774\uc804\ud2b8\ub294 \ubcf5\uc7a1\ud55c \ubaa9\ud45c\ub97c \uc791\uace0 \uad00\ub9ac\ud558\uae30 \uc26c\uc6b4 \uc5ec\ub7ec \uac1c\uc758 \ud558\uc704 \uc791\uc5c5\uc73c\ub85c \ub098\ub215\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub9e4\ucd9c \ubcf4\uace0\uc11c\ub97c \uc694\uc57d\ud574\ub2ec\ub77c\ub294 \uc694\uccad\uc740 (1) \ubcf4\uace0\uc11c \ucc3e\uae30, (2) \uc8fc\uc694 \ub9e4\ucd9c \uc218\uce58 \ucd94\ucd9c\ud558\uae30, (3) \ud2b8\ub80c\ub4dc \ud30c\uc545\ud558\uae30, (4) \uc694\uc57d \uc0dd\uc131\ud558\uae30\ub85c \ucabc\uac24 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ubc18\ubcf5\uc801 \uac80\uc0c9 \ubc0f \ucd94\ub860<\/b><span> \uc5d0\uc774\uc804\ud2b8\ub294 \uacc4\ud68d\uc744 \ud55c \ubc88\uc5d0 \ud55c \ub2e8\uacc4\uc529 \uc2e4\ud589\ud569\ub2c8\ub2e4. \uac01 \ub2e8\uacc4\ub9c8\ub2e4 \uac80\uc0c9 \uc791\uc5c5(\uc608: \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ucffc\ub9ac)\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \uadf8 \uacb0\uacfc\ub97c \uad00\ucc30\ud569\ub2c8\ub2e4. \uac80\uc0c9\ub41c \uc815\ubcf4\uac00 \ubd88\ucda9\ubd84\ud558\uac70\ub098 \uc798\ubabb\ub41c \uacbd\uc6b0 \uc5d0\uc774\uc804\ud2b8\uac00 \uc2e4\ud328 \uc6d0\uc778\uc744 \ucd94\ub860\ud558\uace0 \ucffc\ub9ac \uc7ac\uc791\uc131\uc774\ub098 \ub2e4\ub978 \ub370\uc774\ud130 \uc18c\uc2a4 \ucc38\uc870\uc640 \uac19\uc740 \ub2e4\ub978 \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c \uc2dc\ub3c4\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \uc774\ub294 \ub9e4\uc6b0 \uc911\uc694\ud55c \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ub3c4\uad6c \uc0ac\uc6a9 \ubc0f \uc720\ud6a8\uc131 \uac80\uc0ac:<\/b><span> \uc791\uc5c5\uc5d0 \uacc4\uc0b0\uc774\ub098 \uc678\ubd80 \ub370\uc774\ud130\uac00 \ud544\uc694\ud55c \uacbd\uc6b0, \uc5d0\uc774\uc804\ud2b8\ub294 \uc0ac\uc6a9 \uac00\ub2a5\ud55c \ub3c4\uad6c \uc911 \ud558\ub098\ub97c \uc0ac\uc6a9\ud558\uae30\ub85c \uacb0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uac70\ub098 \ub370\uc774\ud130\ub97c \uac80\uc0c9\ud55c \ud6c4, \uc5d0\uc774\uc804\ud2b8\ub294 \ud574\ub2f9 \uc815\ubcf4\uac00 \ud604\uc7ac \uc791\uc5c5\uc5d0 \uad00\ub828\uc131\uc774 \uc788\uace0 \uc815\ud655\ud55c\uc9c0 \ud655\uc778\ud558\uae30 \uc704\ud574 \uac80\uc99d\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ucd5c\uc885 \uc751\ub2f5 \uc0dd\uc131:<\/b><span> \uc5d0\uc774\uc804\ud2b8\uac00 \ud544\uc694\ud55c \ubaa8\ub4e0 \uc815\ubcf4\ub97c \uc218\uc9d1\ud588\ub2e4\uace0 \ud310\ub2e8\ud558\uba74, \ubaa8\ub4e0 \ub0b4\uc6a9\uc744 \uc885\ud569\ud558\uc5ec \uc0ac\uc6a9\uc790\uc5d0\uac8c \ucd5c\uc885\uc801\uc774\uace0 \ud3ec\uad04\uc801\uc778 \ub2f5\ubcc0\uc744 \uc791\uc131\ud569\ub2c8\ub2e4. \uc774 \uc751\ub2f5\uc740 \uc804\uccb4 \ubc18\ubcf5 \uacfc\uc815\uc5d0\uc11c \uc218\uc9d1\ub41c \uc815\ubcf4\ub97c \ubc14\ud0d5\uc73c\ub85c \ud569\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><b>\uc5d0\uc774\uc804\ud2f1 RAG(Agentic RAG)\ub97c \uc0ac\uc6a9\ud558\ub294 \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/b><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uc5d0\uc774\uc804\ud2f1 RAG \ud504\ub808\uc784\uc6cc\ud06c\uc758 \ub3c4\uc785\uc740 \ub3c5\ub9bd\ud615 LLM\uacfc \uc804\ud1b5\uc801\uc778 RAG \uc2dc\uc2a4\ud15c \uc591\uc790\uc5d0 \ube44\ud574 \uc8fc\uc694\ud55c \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc774\uc810 \uc911 \uc77c\ubd80\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>\uc815\ud655\ub3c4 \ubc0f \uadfc\uac70 \uac15\ud654<\/b><span> \uc5d0\uc774\uc804\ud2b8\ub294 \uac80\uc0c9\uc744 \ubc18\ubcf5\uc801\uc73c\ub85c \uc815\uc81c\ud558\uace0 \uc815\ubcf4\ub97c \uac80\uc99d\ud568\uc73c\ub85c\uc368 \uc62c\ubc14\ub978 \ub370\uc774\ud130\ub97c \ucc3e\uc744 \uac00\ub2a5\uc131\uc774 \ub192\uc544\uc9d1\ub2c8\ub2e4. \uc774\ub294 \ubd88\uc644\uc804\ud558\uac70\ub098 \uad00\ub828 \uc5c6\ub294 \ubb38\ub9e5\uc5d0 \uae30\ubc18\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud560 \uc704\ud5d8\uc744 \uc904\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ubcf5\uc7a1\ud55c \ub2e4\ub2e8\uacc4 \uc791\uc5c5\uc758 \ub354 \ub098\uc740 \ucc98\ub9ac:<\/b><span> \uc774\uac83\uc774 \uc5d0\uc774\uc804\ud2f1 RAG\uc758 \uc8fc\ub41c \uac15\uc810\uc785\ub2c8\ub2e4. \uacc4\ud68d\uc744 \uc138\uc6b0\uace0 \ubb38\uc81c\ub97c \ubd84\ud574\ud558\ub294 \ub2a5\ub825 \ub355\ubd84\uc5d0, \ub2e4\ub978 \uc2dc\uc2a4\ud15c\ub4e4\uc744 \uc555\ub3c4\ud560 \uc218 \uc788\ub294 \ubcf5\uc7a1\ud55c \ucffc\ub9ac\ub3c4 \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ud658\uac01 \ud604\uc0c1 \uac10\uc18c:<\/b><span> \uc5d0\uc774\uc804\ud2b8\uac00 \uc9c0\uc18d\uc801\uc73c\ub85c \uac80\uc0c9\ub41c \ub370\uc774\ud130\uc5d0 \ucd94\ub860\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uace0 \uc2a4\uc2a4\ub85c \ubc14\ub85c\uc7a1\uc744 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0, LLM\uc774 \uc9c0\uc5b4\ub0bc \uac00\ub2a5\uc131\uc774 \ud604\uc800\ud788 \ub0ae\uc544\uc9d1\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ud5a5\uc0c1\ub41c \uc801\uc751\uc131\uacfc \uc790\uc728\uc131:<\/b><span> \uc5d0\uc774\uc804\ud2b8\ub294 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc804\ub7b5\uc744 \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud558\ub098\uc758 \uc811\uadfc \ubc29\uc2dd\uc774 \uc2e4\ud328\ud558\uba74 \ub2e4\ub978 \ubc29\uc2dd\uc744 \uc2dc\ub3c4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ud638\uc131\uc774\ub098 \ubd80\uc871\ud55c \uc815\ubcf4\uc5d0 \uc9c1\uba74\ud588\uc744 \ub54c \uc2dc\uc2a4\ud15c\uc744 \ub354\uc6b1 \uacac\uace0\ud558\uace0 \ud0c4\ub825\uc801\uc73c\ub85c \ub9cc\ub4ed\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><b>\uc5d0\uc774\uc804\ud2f1 RAG(Agentic RAG)\uc758 \uc77c\ubc18\uc801\uc778 \uc0ac\uc6a9 \uc0ac\ub840<\/b><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uc5d0\uc774\uc804\ud2f1 RAG\uc758 \ubcf5\uc7a1\uc131 \ucc98\ub9ac \ub2a5\ub825\uc740 \uad11\ubc94\uc704\ud55c \uace0\ub3c4\ud654\ub41c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud558\uac8c \ub9cc\ub4e4\uc5b4 \uc90d\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ub2e4\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>\uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc9c0\uc2dd \uc5b4\uc2dc\uc2a4\ud134\ud2b8:<\/b><span> \uc9c1\uc6d0\ub4e4\uc740 \u201c\uc791\ub144\uc5d0 \uc608\uc0b0\uc744 \ucd08\uacfc\ud55c \ud504\ub85c\uc81d\ud2b8\ub294 \ubb34\uc5c7\uc774\uba70, \ud504\ub85c\uc81d\ud2b8 \uc0ac\ud6c4 \ubd84\uc11d\uc5d0\uc11c \uc5b8\uae09\ub41c \uacf5\ud1b5\ub41c \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00\uc694?\u201d\uc640 \uac19\uc740 \ubcf5\uc7a1\ud55c \uc9c8\ubb38\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u201d<\/span><\/li>\n\n\n<li><b>\ubcf5\uc7a1\ud55c \ubd84\uc11d \ubc0f \ubcf4\uace0:<\/b><span> \uc5d0\uc774\uc804\ud2b8\ub294 \uc5ec\ub7ec \ub370\uc774\ud130 \uc18c\uc2a4(\ub370\uc774\ud130\ubca0\uc774\uc2a4, CRM \ub370\uc774\ud130, \ubd84\uc11d \ud50c\ub7ab\ud3fc)\uc5d0 \uc5f0\uacb0\ud558\uc5ec \ub370\uc774\ud130 \uc9d1\uacc4\uc640 \ud574\uc11d\uc774 \ud544\uc694\ud55c \uc2ec\uce35 \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uace0\uac1d \uc9c0\uc6d0 \uc790\ub3d9\ud654<\/b><span> \uc5d0\uc774\uc804\ud2f1 \uc2dc\uc2a4\ud15c\uc740 \ud574\uacb0\ucc45\uc744 \uc81c\uacf5\ud558\uae30 \uc804\uc5d0 \uc8fc\ubb38 \ub0b4\uc5ed, \uc9c0\uc2dd \ubca0\uc774\uc2a4 \ubb38\uc11c, \uc7ac\uace0 \uc2dc\uc2a4\ud15c\uc744 \ud655\uc778\ud574\uc57c \ud558\ub294 \ubcf5\uc7a1\ud55c \uace0\uac1d \ubb38\uc81c\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>DevOps \ubc0f IT \uc6b4\uc601:<\/b><span> \uc5d0\uc774\uc804\ud2b8\ub294 \ub85c\uadf8\ub97c \ubd84\uc11d\ud558\uace0, \uc2dc\uc2a4\ud15c \uba54\ud2b8\ub9ad\uc744 \ud655\uc778\ud558\uba70, \ubb38\uc11c\ub97c \uad50\ucc28 \ucc38\uc870\ud558\uc5ec \uc218\uc815 \uc0ac\ud56d\uc744 \uc81c\uc548\ud568\uc73c\ub85c\uc368 \uc2dc\uc2a4\ud15c \uc7a5\uc560\ub97c \uc9c4\ub2e8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uc5f0\uad6c \ubc0f \uc758\uc0ac\uacb0\uc815 \uc9c0\uc6d0 \uc2dc\uc2a4\ud15c<\/b><span> \uc5f0\uad6c\uc6d0\ub4e4\uc740 \uc5d0\uc774\uc804\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub300\ub7c9\uc758 \ud559\uc220 \ub17c\ubb38\uc744 \ud6d1\uc5b4\ubcf4\uace0, \ud2b9\uc815 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \ucd94\ucd9c\ud558\uba70, \uc5ec\ub7ec \uc5f0\uad6c\uc5d0 \uac78\uccd0 \uacb0\uacfc\ub97c \uc885\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><b>\uc778\ud504\ub77c \ubc0f \ub370\uc774\ud130 \uace0\ub824\uc0ac\ud56d<\/b><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uac15\ub825\ud55c \uc5d0\uc774\uc804\ud2f1 RAG \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub824\uba74 \uae30\ubc18 \uc778\ud504\ub77c\uc5d0 \ub300\ud55c \uc2e0\uc911\ud55c \uace0\ucc30\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ubc0f \uba54\ud0c0\ub370\uc774\ud130 \uc800\uc7a5\uc18c:<\/b><span> \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ud6a8\uc728\uc801\uc778 \uc791\uc5c5\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4 <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-is-semantic-search\/\"><span>\uc758\ubbf8 \uac80\uc0c9<\/span><\/a><span>. \ubca1\ud130\uc640 \ud568\uaed8 \ud48d\ubd80\ud55c \uba54\ud0c0\ub370\uc774\ud130(\uc608: \uc0dd\uc131\uc77c, \ucd9c\ucc98, \uc791\uc131\uc790 \ub4f1)\ub97c \uc800\uc7a5\ud558\ub294 \uac83\ub3c4 \ub9c8\ucc2c\uac00\uc9c0\ub85c \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc5d0\uc774\uc804\ud2b8\uac00 \ub354 \ud45c\uc801\ud654\ub418\uace0 \ud544\ud130\ub9c1\ub41c \ucffc\ub9ac\ub97c \uc218\ud589\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uc9c0\uc5f0 \uc2dc\uac04, \ube44\uc6a9 \ubc0f \ud655\uc7a5\uc131 \ud2b8\ub808\uc774\ub4dc\uc624\ud504:<\/b><span> \uc5d0\uc774\uc804\ud2f1 \uc2dc\uc2a4\ud15c\uc740 LLM\uacfc \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0 \uc5ec\ub7ec \ubc88 \ud638\ucd9c\uc744 \uc218\ud589\ud558\ubbc0\ub85c \uc9c0\uc5f0 \uc2dc\uac04\uacfc \ube44\uc6a9\uc774 \ubaa8\ub450 \uc99d\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. (\uc608: \ud2b9\uc815 \uc791\uc5c5\uc5d0 \ub354 \uc791\uace0 \ud2b9\ud654\ub41c \ubaa8\ub378 \uc0ac\uc6a9 \ub4f1) \ud6a8\uc728\uc131\uc744 \uace0\ub824\ud558\uc5ec \uc2dc\uc2a4\ud15c\uc744 \uc124\uacc4\ud558\ub294 \uac83\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ubcf4\uc548, \uac70\ubc84\ub10c\uc2a4 \ubc0f \uc811\uadfc \uc81c\uc5b4:<\/b><span> \uc5d0\uc774\uc804\ud2b8\ub294 \ubbfc\uac10\ud55c \ub370\uc774\ud130\uc5d0 \uc811\uadfc\ud558\uace0 \uc791\uc5c5\uc744 \uc2e4\ud589\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \uac15\ub825\ud55c \uac70\ubc84\ub10c\uc2a4\ub294 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uad6c\ud604\ud558\ub294 \uac83\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4 <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/securing-agentic-rag-pipelines\/\"><span>\uac15\ub825\ud55c \uc811\uadfc \uc81c\uc5b4<\/span><\/a><span> \ub530\ub77c\uc11c \uc5d0\uc774\uc804\ud2b8\ub294 \uc0ac\uc6a9 \uad8c\ud55c\uc774 \uc788\ub294 \ub370\uc774\ud130\uc640 \ub3c4\uad6c\uc5d0\ub9cc \uc561\uc138\uc2a4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><b>\ub3c4\uc804 \uacfc\uc81c \ubc0f \uc0c1\ucda9 \uad00\uacc4<\/b><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uc5d0\uc774\uc804\ud2f1 RAG\ub294 \ub9ce\uc740 \uc774\uc810\uacfc \ud568\uaed8 \uacfc\uc81c\ub4e4\ub3c4 \ub3d9\ubc18\ud569\ub2c8\ub2e4. \ub2e4\uc74c \uc0ac\ud56d\uc5d0 \ub300\ucc98\ud560 \uc900\ube44\uac00 \ub418\uc5b4 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>\uc2dc\uc2a4\ud15c \ubcf5\uc7a1\uc131 \uc99d\uac00:<\/b><span> \uc5d0\uc774\uc804\ud2f1 \uc544\ud0a4\ud14d\ucc98\uc5d0\ub294 \ub9ce\uc740 \uac00\ubcc0 \uc694\uc18c\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc124\uacc4, \uad6c\ucd95 \ubc0f \uc720\uc9c0 \uad00\ub9ac\ud558\ub294 \uac83\uc740 \uc804\ud1b5\uc801\uc778 RAG \ud30c\uc774\ud504\ub77c\uc778\ubcf4\ub2e4 \ud6e8\uc52c \ub354 \ubcf5\uc7a1\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ub514\ubc84\uae45 \ubc0f \uad00\uce21 \uac00\ub2a5\uc131:<\/b><span> \uc5d0\uc774\uc804\ud2b8\uac00 \uc798\ubabb\ub41c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \ub54c, \ubcf5\uc7a1\ud55c \uc0ac\uace0\uc640 \ud589\ub3d9\uc758 \uc5f0\uc1c4(chain of thought and action)\ub97c \uac70\uc2ac\ub7ec \uc62c\ub77c\uac00\uba70 \uc624\ub958\ub97c \ucd94\uc801\ud558\ub294 \uac83\uc740 \uc5b4\ub824\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc6b0\uc218\ud55c \ub85c\uae45 \ubc0f \uac00\uc2dc\uc131 \ub3c4\uad6c\ub294 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ud3c9\uac00 \ubc0f \ud14c\uc2a4\ud2b8\uc758 \uc5b4\ub824\uc6c0:<\/b><span> \uc804\ud1b5\uc801\uc778 \uce21\uc815 \uc9c0\ud45c\ub85c\ub294 \ubd88\ucda9\ubd84\ud55c \uacbd\uc6b0\uac00 \ub9ce\uae30 \ub54c\ubb38\uc5d0, \uc5d0\uc774\uc804\ud2b8\uc758 \ucd94\ub860 \ubc0f \uc758\uc0ac\uacb0\uc815 \ud488\uc9c8\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud55c \uc0c8\ub85c\uc6b4 \ud14c\uc2a4\ud2b8 \ubc29\ubc95\uc774 \uc694\uad6c\ub429\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uc131\ub2a5 \ubc0f \ube44\uc6a9 \uace0\ub824 \uc0ac\ud56d:<\/b><span> \uc5d0\uc774\uc804\ud2b8\uc758 \ubc18\ubcf5\uc801\uc778 \ud2b9\uc131\uc740 \ub354 \ub9ce\uc740 LLM \ud638\ucd9c\uc744 \uc758\ubbf8\ud558\uba70, \uc774\ub294 \ub354 \ub192\uc740 \ube44\uc6a9\uacfc \ub354 \ub290\ub9b0 \uc751\ub2f5 \uc2dc\uac04\uc73c\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac00\ub2a5\ud55c \ud55c \ud6a8\uc728\uc801\uc774\ub3c4\ub85d \uc5d0\uc774\uc804\ud2b8\uc758 \uc804\ub7b5\uc744 \ucd5c\uc801\ud654\ud558\ub294 \uac83\uc774 \ud575\uc2ec \uacfc\uc81c\uc785\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><b>\uc5d0\uc774\uc804\ud2f1 RAG \ub300 \ub300\uc548\ub4e4<\/b><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud560 \ub54c, \uc791\uc5c5\uc5d0 \uc801\ud569\ud55c \ub3c4\uad6c\ub97c \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ub2e4\uc74c \ud56d\ubaa9\ub4e4 \uac04\uc758 \ucc28\uc774\uc810\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>\uc5d0\uc774\uc804\ud2f1 RAG \ub300 \uc804\ud1b5\uc801 RAG:<\/b><span> \ub2e8\uc21c Q&amp;A\uc5d0\ub294 \uc804\ud1b5\uc801\uc778 RAG\ub97c \uc0ac\uc6a9\ud558\uace0, \uc791\uc5c5\uc5d0 \uacc4\ud68d \uc218\ub9bd, \ub2e4\ub2e8\uacc4 \ucd94\ub860 \ub610\ub294 \uc5ec\ub7ec \ub3c4\uad6c\uac00 \ud544\uc694\ud560 \ub54c\ub294 \uc5d0\uc774\uc804\ud2f1 RAG\ub97c \uc0ac\uc6a9\ud558\uc138\uc694.<\/span><\/li>\n\n\n<li><b>\uc5d0\uc774\uc804\ud2f1 RAG \ub300 \ud30c\uc778\ud29c\ub2dd:<\/b><span> \ud30c\uc778\ud29c\ub2dd\uc740 LLM\uc744 \ud2b9\uc815 \uc2a4\ud0c0\uc77c\uc774\ub098 \uc9c0\uc2dd \ub3c4\uba54\uc778\uc5d0 \ub9de\uac8c \uc870\uc815\ud558\uba70, LLM\uc5d0 \uc0c8\ub85c\uc6b4 \uae30\uc220\uc744 \uac00\ub974\uce58\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2f1 RAG\ub294 LLM\uc5d0 \ucd94\ub860 \ub2a5\ub825\uacfc \ub3c4\uad6c \uc0ac\uc6a9 \ub2a5\ub825\uc744 \ubd80\uc5ec\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774 \ub450 \uc811\uadfc \ubc29\uc2dd\uc740 \ud30c\uc778\ud29c\ub2dd\ub41c \ubaa8\ub378\uc744 \uc5d0\uc774\uc804\ud2b8\uc758 \ub450\ub1cc\ub85c \uc0ac\uc6a9\ud560 \ub54c \uc0c1\ud638 \ubcf4\uc644\uc801\uc785\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uc5d0\uc774\uc804\ud2f1 RAG \ub300. <\/b><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/prompt-engineering\/\"><b>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/b><\/a><b>:<\/b><span> \uace0\uae09 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc740 LLM\uc73c\ub85c\ubd80\ud130 \uc778\uc0c1\uc801\uc778 \ub3d9\uc791\uc744 \uc774\ub04c\uc5b4\ub0bc \uc218 \uc788\uc9c0\ub9cc, \ucde8\uc57d\uc131\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \ud2b9\ud788 \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc5d0 \ub300\ud574 \ubaa8\ub378\uc758 \ucd94\ub860 \uacfc\uc815\uc744 \uc720\ub3c4\ud558\ub294 \ubcf4\ub2e4 \uad6c\uc870\ud654\ub418\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\ub2e8\uc21c\ud788 \uc815\uc801 \uc9c0\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c \uc9c8\ubb38\uc5d0 \ub2f5\ud558\ub294 \uc2dc\uc2a4\ud15c \ub300\uc2e0, \ub3d9\uc801\uc73c\ub85c \uacc4\ud68d\uc744 \uc138\uc6b0\uace0 \uc801\uc751\ud558\uc5ec \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc774 \ud544\uc694\ud560 \ub54c \uc5d0\uc774\uc804\ud2f1 RAG\ub97c \uc120\ud0dd\ud558\uc138\uc694.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><b>\uc5d0\uc774\uc804\ud2f1 RAG(Agentic RAG) \uad6c\ucd95 \ubaa8\ubc94 \uc0ac\ub840<\/b><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uc5d0\uc774\uc804\ud2b8\ud615 RAG \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud55c\ub2e4\uba74, \uc774\ub7ec\ud55c \ubaa8\ubc94 \uc0ac\ub840\ub4e4\uc774 \uc131\uacf5 \uac00\ub2a5\uc131\uc744 \uadf9\ub300\ud654\ud560 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>\uba85\ud655\ud55c \ubaa9\ud45c\uc640 \uc81c\uc57d \uc870\uac74\uc73c\ub85c \uc2dc\uc791\ud558\uc138\uc694:<\/b><span> \uc5d0\uc774\uc804\ud2b8\uac00 \ub2ec\uc131\ud574\uc57c \ud560 \ubaa9\ud45c\ub97c \uc815\ud655\ud788 \uc815\uc758\ud558\uc2ed\uc2dc\uc624. \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub3c4\uad6c\uc640 \uc811\uadfc\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uba85\ud655\ud55c \ud55c\uacc4\ub97c \uc124\uc815\ud558\uc2ed\uc2dc\uc624.<\/span><\/li>\n\n\n<li><b>\uc5d0\uc774\uc804\ud2b8\uc758 \uc5ed\ud560\uc744 \uc881\uac8c \uc720\uc9c0\ud558\uc138\uc694:<\/b><span> \ubaa8\ub4e0 \uac83\uc744 \ucc98\ub9ac\ud558\ub294 \ud558\ub098\uc758 \uac70\ub300\ud55c \uc5d0\uc774\uc804\ud2b8\ub97c \uad6c\ucd95\ud558\ub294 \ub300\uc2e0, \uac01\uac01 \ud2b9\uc815 \uc791\uc5c5\uc5d0 \ud2b9\ud654\ub41c \uc5ec\ub7ec \uac1c\uc758 \uc791\uc740 \uc5d0\uc774\uc804\ud2b8\ub97c \ub9cc\ub4dc\ub294 \uac83\uc744 \uace0\ub824\ud574 \ubcf4\uc138\uc694. \uadf8\ub7f0 \ub2e4\uc74c \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130\uac00 \uc801\uc808\ud55c \uc5d0\uc774\uc804\ud2b8\ub85c \uc791\uc5c5\uc744 \ub77c\uc6b0\ud305\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\uad6c\uc870\ud654\ub41c \uba54\ubaa8\ub9ac\uc640 \uac80\uc0c9\uc744 \uc0ac\uc6a9\ud558\uc138\uc694:<\/b><span> \ube44\uc815\uc870\ud654\ub41c \ud14d\uc2a4\ud2b8\uc5d0\ub9cc \uc758\uc874\ud558\uc9c0 \ub9c8\uc2ed\uc2dc\uc624. \uc9c0\uc2dd \uadf8\ub798\ud504 \ubc0f \uc798 \uc815\uc758\ub41c \uba54\ud0c0\ub370\uc774\ud130\uc640 \uac19\uc740 \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc0ac\uc6a9\ud558\uba74 \uc5d0\uc774\uc804\ud2b8\uac00 \ub354 \uc815\ubc00\ud558\uace0 \ud6a8\uc728\uc801\uc778 \ucffc\ub9ac\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><b>\ubaa8\ub2c8\ud130\ub9c1, \ud3c9\uac00 \ubc0f \ubc18\ubcf5:<\/b><span> \uc5d0\uc774\uc804\ud2f1 \uc2dc\uc2a4\ud15c\uc740 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uc758 \ucd94\ub860 \uacfc\uc815\uc744 \uae30\ub85d\ud558\uace0, \ubbf8\ub9ac \uc815\uc758\ub41c \ubca4\uce58\ub9c8\ud06c\ub97c \ubc14\ud0d5\uc73c\ub85c \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uba70, \uadf8 \ud1b5\ucc30\uc744 \ud65c\uc6a9\ud558\uc5ec \ub85c\uc9c1\uacfc \ub3c4\uad6c\ub97c \uac1c\uc120\ud558\uc138\uc694.<\/span><\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\ub2e4\uc74c\uc740 \ub354 \uc2ec\ud654\ub41c \ub0b4\uc6a9\uc785\ub2c8\ub2e4 <\/span><a href=\"https:\/\/docs.couchbase.com\/ai\/agent-tutorial\/plan-agentic-app.html\"><span>\uc5d0\uc774\uc804\ud2f1 \uc571 \uae30\ud68d\ud558\uae30<\/span><\/a><span>.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><b>\uc8fc\uc694 \uc2dc\uc0ac\uc810 \ubc0f \uad00\ub828 \uc790\ub8cc<\/b><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uc5d0\uc774\uc804\ud2f1 RAG(Agentic RAG)\ub294 \uc9c4\uc815\uc73c\ub85c \uc9c0\ub2a5\uc801\uc778 AI \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \uc6b0\ub9ac\uc758 \ub2a5\ub825\uc5d0 \uc788\uc5b4 \uc911\uc694\ud55c \ub3c4\uc57d\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. RAG\uc5d0 \uacc4\ud68d, \ud589\ub3d9, \ucd94\ub860 \ub2a5\ub825\uc744 \ubd80\uc5ec\ud568\uc73c\ub85c\uc368, \uc6b0\ub9ac\ub294 \ub2e8\uc21c\ud55c \uc9c8\uc758\uc751\ub2f5\uc744 \ub118\uc5b4 \ubb38\uc81c \ud574\uacb0\uc758 \ub2a5\ub3d9\uc801\uc778 \ud30c\ud2b8\ub108\uac00 \ub418\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 AI\uac00 \ub354 \ud070 \uc815\ud655\uc131\uacfc \uc790\uc728\uc131\uc744 \uac00\uc9c0\uace0 \ubcf5\uc7a1\ud55c \ud604\uc2e4 \uc138\uacc4\uc758 \uacfc\uc81c\ub4e4\uc744 \ud574\uacb0\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span>\uc8fc\uc694 \ub0b4\uc6a9<\/span><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><span>\uc5d0\uc774\uc804\ud2f1 RAG\ub294 \uc790\uc728 \uc5d0\uc774\uc804\ud2b8\uc640 \uac80\uc0c9\uc99d\uac15\uc0dd\uc131(RAG)\uc744 \uacb0\ud569\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><span>\uc804\ud1b5\uc801\uc778 RAG\uac00 \uc2e4\ud328\ud558\ub294 \ubcf5\uc7a1\ud55c \ub2e4\ub2e8\uacc4 \ubb38\uc81c\uc5d0\uc11c \ud0c1\uc6d4\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><span>\ud575\uc2ec \uad6c\uc131 \uc694\uc18c\uc5d0\ub294 \uc5d0\uc774\uc804\ud2b8, \uba54\ubaa8\ub9ac, \ub3c4\uad6c, \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ub808\uc774\uc5b4\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><span>\uc774 \uacfc\uc815\uc740 \ubc18\ubcf5\uc801\uc785\ub2c8\ub2e4: \uacc4\ud68d\ud558\uace0, \uc2e4\ud589\ud558\uace0, \uad00\ucc30\ud558\uace0, \uac1c\uc120\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><span>\uac80\uc99d\ub41c \ub370\uc774\ud130\uc5d0 \ucd94\ub860\uc744 \uae30\ubc18\uc73c\ub85c \ub450\uc5b4 \uc815\ud655\ub3c4\ub97c \ub192\uc774\uace0 \ud560\ub8e8\uc2dc\ub124\uc774\uc158\uc744 \uc904\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><span>\uc5d0\uc774\uc804\ud2f1 RAG \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc5d0\ub294 \uc0c1\ub2f9\ud55c \ubcf5\uc7a1\uc131\uacfc \ube44\uc6a9 \ud2b8\ub808\uc774\ub4dc\uc624\ud504\uac00 \uc218\ubc18\ub429\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><span>\ubaa8\ubc94 \uc0ac\ub840\uc5d0\ub294 \uba85\ud655\ud55c \ubaa9\ud45c\ub85c \uc2dc\uc791\ud558\uae30, \ud2b9\ud654\ub41c \uc5d0\uc774\uc804\ud2b8 \uc0ac\uc6a9\ud558\uae30, \uadf8\ub9ac\uace0 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uc5d0\uc774\uc804\ud2f1 AI\uc640 RAG\uc5d0 \ub300\ud574 \ub354 \uc54c\uc544\ubcf4\ub824\uba74 \uc544\ub798 \ub9ac\uc18c\uc2a4\ub97c \ubc29\ubb38\ud558\uc138\uc694:<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span>\uad00\ub828 \ub9ac\uc18c\uc2a4<\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-is-an-ai-agent\/\"><span>AI \uc5d0\uc774\uc804\ud2b8\ub780 \ubb34\uc5c7\uc778\uac00? \u2013 \uc124\uba85\uc11c \u2013 \ube14\ub85c\uadf8<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/products\/ai-services\/\"><span>\uce74\ud3a0\ub77c\uc758 AI \uc11c\ube44\uc2a4 \u2013 \uc81c\ud488<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/capella-ai-services-build-enterprise-grade-agents\/\"><span>\uce74\ud3a0\ub77c AI \uc11c\ube44\uc2a4: \uc5d4\ud130\ud504\ub77c\uc774\uc988\uae09 \uc5d0\uc774\uc804\ud2b8 \uad6c\ucd95 \u2013 \ube14\ub85c\uadf8<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/developers\/integrations\/llamaindex\/\"><span>LlamaIndex\ub97c \uc0ac\uc6a9\ud558\uc5ec Couchbase\ub85c AI \uc571 \uac1c\ubc1c\ud558\uae30 \u2013 \uac1c\ubc1c\uc790<\/span><\/a><\/li>\n\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><b>\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/b><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><b>\uc5d0\uc774\uc804\ud2f1 RAG(Retrieval-Augmented Generation)\ub294 \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0\uc11c \uc5b4\ub5bb\uac8c \ud655\uc7a5\ub429\ub2c8\uae4c? <\/b><span>\uc5d0\uc774\uc804\ud2f1 RAG(Retrieval-Augmented Generation)\uc758 \uaddc\ubaa8\ub97c \ud655\uc7a5\ud558\ub824\uba74 \uc9c0\uc5f0 \uc2dc\uac04(latency)\uacfc \ube44\uc6a9 \ucd5c\uc801\ud654\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc911\uac04 \ucd94\ub860 \ub2e8\uacc4\uc5d0\uc11c \ub354 \uc791\uace0 \ube60\ub978 LLM\uc744 \uc0ac\uc6a9\ud558\uace0, \ube48\ubc88\ud55c \ucffc\ub9ac\uc758 \uacb0\uacfc\ub97c \uce90\uc2f1\ud558\uba70, \uac80\uc0c9 \ubc0f \ub3c4\uad6c \uc0ac\uc6a9(tool-use) \uc791\uc5c5\uc744 \ubcd1\ub82c\ub85c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc778\ud504\ub77c\ub294 \ub192\uc740 \ucc98\ub9ac\ub7c9(throughput)\uacfc \uc800\uc9c0\uc5f0 \ub370\uc774\ud130 \uc561\uc138\uc2a4\ub97c \uc9c0\uc6d0\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><b>\uc5d0\uc774\uc804\ud2f1 RAG(Agentic RAG)\ub294 \uc5b4\ub5bb\uac8c \ud3c9\uac00\ud558\uace0 \ud14c\uc2a4\ud2b8\ud560 \uc218 \uc788\ub098\uc694? <\/b><span>\ud3c9\uac00\ub294 \ubcf5\uc7a1\ud569\ub2c8\ub2e4. \uc774\ub294 \ucd5c\uc885 \ub2f5\ubcc0\uc758 \uc815\ub2f5 \uc5ec\ubd80\ub97c \ud655\uc778\ud558\ub294 \uac83\ubfd0\ub9cc \uc544\ub2c8\ub77c \uc5d0\uc774\uc804\ud2b8\uc758 \ucd94\ub860 \uacbd\ub85c\uc758 \ud488\uc9c8\uc744 \ud3c9\uac00\ud558\ub294 \uac83\ub3c4 \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc774\ub294 \ubcf5\uc7a1\ud55c \uc9c8\ubb38\uc774 \ud3ec\ud568\ub41c \ud14c\uc2a4\ud2b8 \uc2a4\uc704\ud2b8\ub97c \ub9cc\ub4e4\uace0 \ucd94\uc801 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc218\ub3d9 \ub610\ub294 \uc790\ub3d9 \uac80\ud1a0\ub97c \uc704\ud574 \uc5d0\uc774\uc804\ud2b8\uc758 \ub2e8\uacc4\ubcc4 \ub17c\ub9ac, \ub3c4\uad6c \uc0ac\uc6a9 \ubc0f \uc911\uac04 \uacb0\uacfc\ub97c \uae30\ub85d\ud568\uc73c\ub85c\uc368 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><b>\uc5d0\uc774\uc804\ud2b8\ud615 RAG(Agentic RAG)\ub294 \uc5b4\ub5bb\uac8c \uc9c0\uc6d0\ud558\ub098\uc694? <\/b><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/use-cases\/smart-personalization\/\"><b>\uac1c\uc778\ud654<\/b><\/a><b> \uadf8\ub9ac\uace0 \ub9e5\ub77d \uc778\uc2dd? <\/b><span>\uba54\ubaa8\ub9ac \uad6c\uc131 \uc694\uc18c\uac00 \uc774\ub7ec\ud55c \uc9c0\uc6d0\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub2e8\uae30 \uba54\ubaa8\ub9ac\ub294 \ud604\uc7ac \ub300\ud654\ub97c \ucd94\uc801\ud558\uc5ec \uc5d0\uc774\uc804\ud2b8\uac00 \ubb38\ub9e5\uc744 \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc7a5\uae30 \uba54\ubaa8\ub9ac\ub294 \uacfc\uac70 \uc0c1\ud638\uc791\uc6a9, \uc0ac\uc6a9\uc790 \uc120\ud638\ub3c4 \ubc0f \uc5ed\ud560\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c \uc800\uc7a5\ud558\uc5ec \uc5d0\uc774\uc804\ud2b8\uac00 \uc0ac\uc6a9\uc790\uc5d0 \ub9de\uac8c \uc751\ub2f5\uacfc \ud589\ub3d9\uc744 \ub9de\ucda4\ud654\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><b>\uc5d0\uc774\uc804\ud2f1 RAG \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0 \uc720\uc9c0 \uad00\ub9ac\ud558\ub294 \ub370 \ud300\uc5d0\ub294 \uc5b4\ub5a4 \uc5ed\ub7c9\uc774 \ud544\uc694\ud55c\uac00\uc694? <\/b><span>\ud300\uc740 \uac80\uc0c9 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \uc5d0\uc774\uc804\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c \ubc0f \ub3c4\uad6c \ud1b5\ud569 \uad6c\ucd95\uc744 \uc704\ud55c \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ubc0f \ubaa8\ub378 \uc120\ud0dd\uc744 \uc704\ud55c LLM \uc804\ubb38 \uc9c0\uc2dd\uc744 \ud3ec\ud568\ud558\uc5ec \ub2e4\uc591\ud55c \uae30\uc220\uc758 \uc870\ud569\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ub514\ubc84\uae45\uacfc \uc720\uc9c0\ubcf4\uc218\ub97c \uc704\ud574\uc11c\ub294 \uad00\uce21 \uac00\ub2a5\uc131\uacfc \uc2dc\uc2a4\ud15c \uc124\uacc4 \ubd84\uc57c\uc758 \uac15\ub825\ud55c \uae30\uc220\ub3c4 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><b>\uc5d0\uc774\uc804\ud2f1 RAG(Agentic RAG)\ub294 \uaddc\uc81c\uac00 \uc5c4\uaca9\ud558\uac70\ub098 \uace0\uc704\ud5d8 \ub3c4\uba54\uc778\uc5d0 \uc801\ud569\ud55c\uac00\uc694? <\/b><span>\uadf8\ub7f4 \uc218 \uc788\uc9c0\ub9cc, \uc774\ub294 \uadf9\ub3c4\ub85c \uac15\ub825\ud55c \uac70\ubc84\ub10c\uc2a4 and \uc548\uc804 \uc870\uce58\ub97c \ud544\uc694\ub85c \ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \uc5c4\uaca9\ud55c \uc811\uadfc \uc81c\uc5b4, \uc911\uc694\ud55c \uc791\uc5c5\uc744 \uc704\ud55c \uc778\uac04 \ucc38\uc5ec\ud615 \uac80\uc99d(human-in-the-loop), \uc5d0\uc774\uc804\ud2b8 \uacb0\uc815\uc5d0 \ub300\ud55c \ud3ec\uad04\uc801\uc778 \uac10\uc0ac \ucd94\uc801, \uadf8\ub9ac\uace0 \uc2e0\ub8b0\uc131\uc744 \ubcf4\uc7a5\ud558\uace0 \uc758\ub3c4\ud558\uc9c0 \uc54a\uc740 \uacb0\uacfc\ub97c \ubc29\uc9c0\ud558\uae30 \uc704\ud55c \uac15\ub825\ud55c \ud14c\uc2a4\ud2b8\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><b>\uc5d0\uc774\uc804\ud2f1 RAG \uc544\ud0a4\ud14d\ucc98\uc758 \ubbf8\ub798\ub294 \uc5b4\ub5a4 \ubaa8\uc2b5\uc77c\uae4c\uc694? <\/b><span>\ubbf8\ub798\uc5d0\ub294 \ud2b9\ud654\ub41c \uc5d0\uc774\uc804\ud2b8\ub4e4\uc774 \ud611\ub825\ud558\uc5ec \ud6e8\uc52c \ub354 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub354\uc6b1 \uc815\uad50\ud55c \uba40\ud2f0 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc774 \ub3c4\uc785\ub420 \uac00\ub2a5\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc2a4\uc2a4\ub85c \ud559\uc2b5\ud558\uace0 \uc790\uc2e0\ub9cc\uc758 \ub3c4\uad6c\ub97c \ub9cc\ub4e4\uc5b4 \uc2dc\uac04\uc774 \uac08\uc218\ub85d \ub354\uc6b1 \uc790\uc728\uc801\uc774\uace0 \uc720\ub2a5\ud574\uc9c0\ub294 \uc5d0\uc774\uc804\ud2b8\ub97c \uae30\ub300\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub354\uc6b1 \ubc1c\uc804\ub41c \ucd94\ub860 \ud504\ub808\uc784\uc6cc\ud06c\uc640 \ud6a8\uc728\uc801\uc778 \ubaa8\ub378\ub4e4\uc758 \ud1b5\ud569\uc740 \uac00\ub2a5\uc131\uc758 \ud55c\uacc4\ub97c \uacc4\uc18d\ud574\uc11c \ub113\ud600\uac08 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>SUMMARY Agentic retrieval-augmented generation (RAG) extends traditional RAG by adding an autonomous agent that can reason, plan, and take actions to achieve a goal rather than relying on a single retrieval step. Unlike standard systems that follow a fixed workflow, an agentic approach dynamically breaks down complex tasks, performs multiple searches, uses external tools or [&hellip;]<\/p>\n","protected":false},"author":81637,"featured_media":5289,"comment_status":"open","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"_acf":"","footnotes":"","_ppma_block_editor_authors":""},"categories":[920],"tags":[],"ppma_author":[1022],"class_list":["post-5290","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-agentic-ai-apps"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.6 (Yoast SEO v28.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Agentic RAG Explained - Couchbase<\/title>\n<meta name=\"description\" content=\"Learn what agentic RAG is, how it differs from traditional RAG, and why autonomous agents improve accuracy, 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