{"id":1618,"date":"2025-06-19T14:14:49","date_gmt":"2025-06-19T05:14:49","guid":{"rendered":"https:\/\/www.eqboard.com\/?p=1618"},"modified":"2025-06-19T14:14:50","modified_gmt":"2025-06-19T05:14:50","slug":"traditional-rag-vs-agent-rag","status":"publish","type":"post","link":"https:\/\/www.eqboard.com\/?p=1618","title":{"rendered":"Traditional RAG vs Agentic RAG"},"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:215px;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\">[2025\/06\/09]<br>2025\ub144\ubd80\ud130 RAG\uc5d0 \uad00\ud55c \uae00\ub9cc \uc62c\ub9ac\ub294 \uc774\uc720\ub294 Data-logger\ub098 IoT\uc7a5\ube44\uc758 \ucd5c\uc885\uc5d0\uc11c\ub294 \uc778\uac04\uc774 \ud310\ub2e8\ud558\uac70\ub098, \uc778\uac04\uc774 \uc124\uc815\ud574 \ub193\uc740 \uae30\ub2a5\uc774 \uc218\ud589\ub418\uac8c \ub429\ub2c8\ub2e4.<br>\ub300\ud45c\uc801\uc73c\ub85c NodeRED, Home-Assistan\uc640 \uac19\uc740 \ud234\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<br>\uc774\ub7f0 \ud234\uc758 \ud55c\uacc4\ub294 \uc694\uad6c\uc790\uc758 \uc694\uad6c\uc5d0 \ub9de\ucd94\uc5b4\uc9c4 \uc870\ud68c \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574\uc11c\ub9cc \uc0c1\ud669\uc744 \ud30c\uc545\ud560 \uc218 \uc788\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4.<br>\ub2e4\uc591\ud55c \uc9c8\ubb38\uc5d0 \ub2f5\ud558\uae30 \uc704\ud574\uc11c\ub294 AI\ub97c \uc774\uc6a9\ud560 \uc218 \ubc16\uc5d0 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"has-small-font-size\">RAG\ub294 \ubcf4\uace0\uc11c(Text, Image\uac00 \ud3ec\ud568\ub41c)\ub85c \uc791\uc131\ub41c \ubb38\uc11c\ub97c \uae30\ubc18\uc73c\ub85c \uc9c8\ubb38\uc5d0 \ub2f5\ubcc0\uc744 \ud558\uae30\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<br>\ubb3c\ub860 \ubcf4\uace0\uc11c\ub97c \ucd94\ucd9c\ud558\ub294 \ud504\ub85c\uadf8\ub7a8\uc73c\ub85c \uc9c8\uc801 \ucc28\uc774\uac00 \ubc1c\uc0dd\ub418\uc9c0\ub9cc, \uc0c1\uad00\ubd84\uc11d\uc774 \uac00\ub2a5\ud558\ub2e4\ub294 \uac83\uc774 \uc88b\uc740 \uc608\uc785\ub2c8\ub2e4.<br><br>RAG\ub97c \uc804\ud1b5\uc801\uc778 RAG\uc640 Agent\ub97c \uc0ac\uc6a9\ud558\ub294 RAG\ub85c \uad6c\ubd84\ud558\uc5ec \uc124\uba85\ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<p class=\"has-small-font-size\"><strong>\ub3d9\uc791 \ubc29\uc2dd<\/strong><\/p>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<p class=\"has-small-font-size\"><strong>Traditional RAG(Non-Agent RAG)<\/strong><br><strong>\ud2b9\uc9d5:<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"70\" src=\"https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-1024x70.png\" alt=\"\" class=\"wp-image-1619\" srcset=\"https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-1024x70.png 1024w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-300x21.png 300w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-768x53.png 768w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-1536x106.png 1536w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-2048x141.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-small-font-size\"><strong>\uc120\ud615\uc801\uc778 \ud750\ub984<\/strong>: \uac80\uc0c9\uacfc \uc0dd\uc131\uc774 \ube44\uad50\uc801 \uc21c\ucc28\uc801\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uc81c\ud55c\ub41c \ucd94\ub860 \ubc0f \uacc4\ud68d<\/strong>: \uac80\uc0c9\ub41c \ubb38\uc11c\uac00 \ucda9\ubd84\ud558\uc9c0 \uc54a\uac70\ub098 \uc9c8\uc758\uac00 \ubcf5\uc7a1\ud558\uc5ec \uc5ec\ub7ec \ub2e8\uacc4\uc758 \ucd94\ub860\uc774 \ud544\uc694\ud55c \uacbd\uc6b0, \uc2dc\uc2a4\ud15c \uc2a4\uc2a4\ub85c \ucd94\uac00\uc801\uc778 \ud589\ub3d9\uc744 \uacc4\ud68d\ud558\uac70\ub098 \uc2e4\ud589\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uace0\uc815\ub41c \uac80\uc0c9 \uc804\ub7b5<\/strong>: \uc77c\ubc18\uc801\uc73c\ub85c \uc9c8\uc758 \uc784\ubca0\ub529\uacfc \ubb38\uc11c \uc784\ubca0\ub529 \uac04\uc758 \uc720\uc0ac\ub3c4\uc5d0 \uae30\ubc18\ud55c \ub2e8\uc77c \uac80\uc0c9 \uc804\ub7b5\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>LLM\uc758 \uc5ed\ud560<\/strong>: LLM\uc740 \uc8fc\ub85c \ucd5c\uc885 \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\uba70, \uac80\uc0c9 \ud504\ub85c\uc138\uc2a4 \uc790\uccb4\uc5d0 \ub300\ud55c \ud1b5\uc81c\uad8c\uc740 \uc801\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uc624\ub958 \ucc98\ub9ac\uc758 \ud55c\uacc4<\/strong>: \uac80\uc0c9\ub41c \uc815\ubcf4\uac00 \ubd80\uc871\ud558\uac70\ub098 \ubd80\uc815\ud655\ud560 \uacbd\uc6b0, \uc774\ub97c \uc2a4\uc2a4\ub85c \uac10\uc9c0\ud558\uace0 \ubcf4\uc644\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><strong>\uc7a5\uc810:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-small-font-size\"><strong>\uad6c\ud604\uc758 \ub2e8\uc21c\uc131<\/strong>: \uc5d0\uc774\uc804\ud2b8 \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc5d0 \ube44\ud574 \uad6c\uc870\uac00 \uac04\ub2e8\ud558\uace0 \uad6c\ud604\ud558\uae30 \uc27d\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\ube60\ub978 \uc751\ub2f5 \uc2dc\uac04<\/strong>: \ubcf5\uc7a1\ud55c \ucd94\ub860 \uacfc\uc815\uc774 \uc5c6\uc73c\ubbc0\ub85c \ube44\uad50\uc801 \ube60\ub974\uac8c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uc790\uc6d0 \ud6a8\uc728\uc131<\/strong>: \ucd94\uac00\uc801\uc778 \ubc18\ubcf5\uc774\ub098 \ub3c4\uad6c \uc0ac\uc6a9\uc774 \uc5c6\uc73c\ubbc0\ub85c \ucef4\ud4e8\ud305 \uc790\uc6d0 \uc18c\ubaa8\uac00 \uc801\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><strong>\ub2e8\uc810:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-small-font-size\"><strong>\uc624\ub958 \ubcf5\uad6c\uc758 \uc5b4\ub824\uc6c0<\/strong>: \uc798\ubabb\ub41c \uc815\ubcf4\uac00 \uac80\uc0c9\ub418\uc5c8\uc744 \ub54c \uc2a4\uc2a4\ub85c \uc624\ub958\ub97c \uc218\uc815\ud558\uac70\ub098 \ub2e4\ub978 \uc815\ubcf4\uc6d0\uc744 \ud0d0\uc0c9\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\ubcf5\uc7a1\ud55c \uc9c8\uc758 \ucc98\ub9ac\uc758 \ud55c\uacc4<\/strong>: \ub2e4\ub2e8\uacc4 \ucd94\ub860, \uc678\ubd80 \ub3c4\uad6c \uc0ac\uc6a9, \ub3d9\uc801\uc778 \uc815\ubcf4 \ud0d0\uc0c9\uc774 \ud544\uc694\ud55c \ubcf5\uc7a1\ud55c \uc9c8\uc758\uc5d0\ub294 \ucde8\uc57d\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>&#8220;\uc815\ubcf4 \ubd80\uc871&#8221; \ubb38\uc81c<\/strong>: \uac80\uc0c9\ub41c \uc815\ubcf4\uac00 \ubd88\ucda9\ubd84\ud560 \uacbd\uc6b0, \ubd80\uc815\ud655\ud558\uac70\ub098 \ubd88\uc644\uc804\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<p class=\"has-small-font-size\"><strong>Agent RAG<\/strong><br><strong>\ud2b9\uc9d5:<\/strong><\/p>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"654\" height=\"1024\" src=\"https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-1-654x1024.png\" alt=\"\" class=\"wp-image-1620\" style=\"width:409px;height:auto\" srcset=\"https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-1-654x1024.png 654w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-1-192x300.png 192w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-1-768x1203.png 768w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-1-981x1536.png 981w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-1-1308x2048.png 1308w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-1-1024x1604.png 1024w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/image-1-scaled.png 1635w\" sizes=\"auto, (max-width: 654px) 100vw, 654px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-small-font-size\"><strong>\ub3d9\uc801\uc778 \ucd94\ub860 \ubc0f \uacc4\ud68d<\/strong>: Agent\ub294 \uc9c8\uc758\uc758 \ubcf5\uc7a1\uc131\uc5d0 \ub530\ub77c \ub3d9\uc801\uc73c\ub85c \uacc4\ud68d\uc744 \uc218\ub9bd\ud558\uace0, \ub2e4\ub2e8\uacc4 \ucd94\ub860\uc744 \ud1b5\ud574 \ubb38\uc81c\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\ub2e4\uc591\ud55c \ub3c4\uad6c \uc0ac\uc6a9<\/strong>: \uac80\uc0c9 \uc678\uc5d0 \uc6f9 \uac80\uc0c9, \uacc4\uc0b0, \uc678\ubd80 API \ud638\ucd9c \ub4f1 \ub2e4\uc591\ud55c \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud558\uc5ec \uc815\ubcf4 \uc218\uc9d1 \ubc0f \ucc98\ub9ac\uac00 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\ubc18\ubcf5\uc801\uc778 \uc2e4\ud589<\/strong>: \ud544\uc694\ud55c \uacbd\uc6b0 \uc815\ubcf4\ub97c \uc5bb\uae30 \uc704\ud574 \uc5ec\ub7ec \ubc88\uc758 \uac80\uc0c9\uc774\ub098 \ub3c4\uad6c \uc0ac\uc6a9\uc744 \ubc18\ubcf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4 (e.g., ReAct, Self-Refine \ud328\ud134).<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uc624\ub958 \ucc98\ub9ac \ubc0f \ubcf5\uad6c<\/strong>: \uc798\ubabb\ub41c \uc815\ubcf4\ub97c \uc5bb\uac70\ub098 \uacc4\ud68d\uc774 \uc2e4\ud328\ud588\uc744 \uacbd\uc6b0, \uc774\ub97c \uc778\uc9c0\ud558\uace0 \ub2e4\ub978 \ubc29\ubc95\uc744 \uc2dc\ub3c4\ud558\uac70\ub098 \uc7ac\uc2dc\ub3c4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>LLM\uc758 \uc5ed\ud560<\/strong>: LLM\uc740 \ub2e8\uc21c\ud55c \uc0dd\uc131\uae30\uac00 \uc544\ub2c8\ub77c, \ubb38\uc81c \ud574\uacb0\uc758 &#8220;\ucee8\ud2b8\ub864\ub7ec&#8221;\uc774\uc790 &#8220;\ucd94\ub860 \uc5d4\uc9c4&#8221;\uc758 \uc5ed\ud560\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><strong>\uc7a5\uc810:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-small-font-size\"><strong>\ubcf5\uc7a1\ud55c \uc9c8\uc758 \ucc98\ub9ac \ub2a5\ub825 \ud5a5\uc0c1<\/strong>: \ub2e4\ub2e8\uacc4 \ucd94\ub860, \uc678\ubd80 \uc815\ubcf4 \ud0d0\uc0c9, \uacc4\uc0b0 \ub4f1\uc774 \ud544\uc694\ud55c \ubcf5\uc7a1\ud55c \uc9c8\uc758\uc5d0 \ud6a8\uacfc\uc801\uc73c\ub85c \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uc815\ubcf4\uc758 \uc815\ud655\uc131 \ubc0f \ud48d\ubd80\ud568 \uc99d\uac00<\/strong>: \ud544\uc694\ud55c \uc815\ubcf4\ub97c \uc5bb\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uc218\ub2e8\uacfc \ubc18\ubcf5\uc801\uc778 \uacfc\uc815\uc744 \uac70\uce58\ubbc0\ub85c, \ub354\uc6b1 \uc815\ud655\ud558\uace0 \ud48d\ubd80\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>&#8220;\ud55c\uacc4&#8221; \ub3cc\ud30c<\/strong>: LLM\uc758 \uc9c0\uc2dd \ud55c\uacc4\ub098 \uac80\uc0c9 \uacb0\uacfc\uc758 \ud55c\uacc4\ub97c \uc678\ubd80 \ub3c4\uad6c\uc640 \uc0c1\ud638\uc791\uc6a9\ud558\uc5ec \uadf9\ubcf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uc720\uc5f0\uc131<\/strong>: \ub2e4\uc591\ud55c \uc2dc\ub098\ub9ac\uc624\uc640 \uc9c8\uc758 \uc720\ud615\uc5d0 \ub354\uc6b1 \uc720\uc5f0\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><strong>\ub2e8\uc810:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-small-font-size\"><strong>\uc608\uce21 \ubd88\uac00\ub2a5\uc131<\/strong>: Agent\uc758 \ud589\ub3d9\uc774 \ubcf5\uc7a1\ud574\uc9c8\uc218\ub85d \uc608\uce21\ud558\uae30 \uc5b4\ub824\uc6cc\uc9c0\uac70\ub098 \uc6d0\uce58 \uc54a\ub294 \uacb0\uacfc\uac00 \ub098\uc62c \uac00\ub2a5\uc131\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uad6c\ud604\uc758 \ubcf5\uc7a1\uc131<\/strong>: \ub3c4\uad6c \ud1b5\ud569, \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \uc5d0\uc774\uc804\ud2b8\uc758 \uacc4\ud68d \ubc0f \uc2e4\ud589 \ub85c\uc9c1 \uc124\uacc4 \ub4f1 \uad6c\ud604\uc774 \ud6e8\uc52c \ubcf5\uc7a1\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\uc751\ub2f5 \uc2dc\uac04 \uc99d\uac00<\/strong>: \ub2e4\ub2e8\uacc4 \ucd94\ub860, \ubc18\ubcf5\uc801\uc778 \ub3c4\uad6c \uc0ac\uc6a9\uc73c\ub85c \uc778\ud574 \uc751\ub2f5 \uc2dc\uac04\uc774 \uae38\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>\ucd94\uac00\uc801\uc778 \ube44\uc6a9<\/strong>: LLM \ud638\ucd9c \ud69f\uc218\uac00 \uc99d\uac00\ud558\uace0, \uc678\ubd80 API \uc0ac\uc6a9\uc5d0 \ub530\ub978 \ube44\uc6a9\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<p class=\"has-small-font-size\"><strong>\uc694\uc57d \ubc0f \ube44\uad50<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-small-font-size\"><table><thead><tr><th><strong>\ud2b9\uc9d5<\/strong><\/th><th>Agentic RAG<\/th><th>Traditional RAG<\/th><\/tr><\/thead><tbody><tr><td><strong>\ubaa9\ud45c<\/strong><\/td><td>\ubcf5\uc7a1\ud55c \ubb38\uc81c \ud574\uacb0\uc744 \uc704\ud574 \ub2a5\ub3d9\uc801\uc73c\ub85c \uc815\ubcf4\ub97c \ud0d0\uc0c9\ud558\uace0 \ub3c4\uad6c\ub97c \ud65c\uc6a9<\/td><td>\uac80\uc0c9\ub41c \ubb38\uc11c \uae30\ubc18\uc73c\ub85c \uc9c8\ubb38\uc5d0 \uc9c1\uc811 \ub2f5\ubcc0 \uc0dd\uc131<\/td><\/tr><tr><td><strong>\uc6cc\ud06c\ud50c\ub85c\uc6b0<\/strong><\/td><td>\ub3d9\uc801\/\ubc18\ubcf5\uc801 (\uc9c8\uc758 -&gt; \uacc4\ud68d -&gt; \ub3c4\uad6c \uc0ac\uc6a9 -&gt; (\ud53c\ub4dc\ubc31\/\ubc18\ubcf5) -&gt; \uc0dd\uc131)<\/td><td>\uc120\ud615\uc801 (\uc9c8\uc758 -&gt; \uac80\uc0c9 -&gt; \uc0dd\uc131)<\/td><\/tr><tr><td><strong>LLM\uc758 \uc5ed\ud560<\/strong><\/td><td>\ucee8\ud2b8\ub864\ub7ec, \ucd94\ub860 \uc5d4\uc9c4, \uacc4\ud68d \uc218\ub9bd\uc790<\/td><td>\uc8fc\ub85c \uc0dd\uc131\uae30 (Generative model)<\/td><\/tr><tr><td><strong>\ub3c4\uad6c \uc0ac\uc6a9<\/strong><\/td><td>\uac80\uc0c9 \ub3c4\uad6c \uc678 \ub2e4\uc591\ud55c \uc678\ubd80 \ubc0f \ub0b4\ubd80 \ub3c4\uad6c (\uc6f9 \uac80\uc0c9, \uacc4\uc0b0\uae30 \ub4f1)<\/td><td>\uc8fc\ub85c \ub2e8\uc77c \uac80\uc0c9 \ub3c4\uad6c (Retrieval tool)<\/td><\/tr><tr><td><strong>\ucd94\ub860 \ub2a5\ub825<\/strong><\/td><td>\ub2e4\ub2e8\uacc4 \ucd94\ub860, \ub3d9\uc801 \uacc4\ud68d \uc218\ub9bd \ubc0f \uc2e4\ud589<\/td><td>\uc81c\ud55c\uc801, \uc8fc\uc5b4\uc9c4 \ucee8\ud14d\uc2a4\ud2b8 \ub0b4\uc5d0\uc11c \ucd94\ub860<\/td><\/tr><tr><td><strong>\ubcf5\uc7a1\uc131<\/strong><\/td><td>\ubcf5\uc7a1<\/td><td>\ub2e8\uc21c<\/td><\/tr><tr><td><strong>\uc751\ub2f5 \uc2dc\uac04<\/strong><\/td><td>\ub290\ub824\uc9c8 \uc218 \uc788\uc74c<\/td><td>\ube60\ub984<\/td><\/tr><tr><td><strong>\ud65c\uc6a9 \ubd84\uc57c<\/strong><\/td><td>\ubcf5\uc7a1\ud55c \uc758\uc0ac\uacb0\uc815 \uc9c0\uc6d0, \ub370\uc774\ud130 \ubd84\uc11d, \ubcf5\ud569\uc801\uc778 \uc791\uc5c5 \uc790\ub3d9\ud654, \uace0\uae09 \ucc57\ubd07<\/td><td>\uac04\ub2e8\ud55c \uc9c8\uc758 \uc751\ub2f5, FAQ \ucc57\ubd07, \uc815\ubcf4 \uc694\uc57d \ub4f1<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<p class=\"has-small-font-size\"><strong>\uc131\ub2a5 \uace0\ub824\uc0ac\ud56d<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-small-font-size\"><table><thead><tr><th>\ud2b9\uc9d5<\/th><th>Agentic RAG<\/th><th>Traditional RAG<\/th><\/tr><\/thead><tbody><tr><td>\uc9c0\uc5f0 \uc2dc\uac04<\/td><td>\ub192\uc74c (1-5s)<\/td><td>\ub0ae\uc74c (100-500ms)<\/td><\/tr><tr><td>\ube44\uc6a9<\/td><td>\ub192\uc74c (LLM \ud638\ucd9c \ud69f\uc218 \uc99d\uac00)<\/td><td>\ub0ae\uc74c<\/td><\/tr><tr><td>\uc815\ud655\ub3c4<\/td><td>\ubcf5\uc7a1\ud55c \uc9c8\ubb38\uc5d0\uc11c \uc6d4\ub4f1\ud788 \ub192\uc74c<\/td><td>\ub2e8\uc21c \uc9c8\ubb38\uc5d0\uc11c \ub192\uc74c<\/td><\/tr><tr><td>\ud655\uc7a5\uc131<\/td><td>\uc6b0\uc218 (\ubaa8\ub4c8\uc2dd \ub3c4\uad6c \ucd94\uac00)<\/td><td>\uc81c\ud55c\uc801<\/td><\/tr><tr><td>\ub514\ubc84\uae45 \uc6a9\uc774\uc131<\/td><td>\ubcf5\uc7a1\ud568<\/td><td>\uc26c\uc6c0<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n\n<p class=\"has-small-font-size\">Agent RAG\uac00 \uc124\uba85\uc774 \uc801\uc778 \uac83\uc740, 1) Local\uc5d0\uc11c \uc6b4\uc601\ud558\uae30 \ud798\ub4e4\uace0, 2) \uc608\uce21\ud560 \uc218 \uc5c6\ub294 \ub2f5\ubcc0, 3) \ud3c9\uac00 \uae30\uc900\uc774 \uc560\ub9e4\ud558\ub2e4\ub294 \uac83\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<p>Agent RAG Example<\/p>\n\n\n\n<pre class=\"wp-block-code has-small-font-size\"><code>from langchain.agents import AgentExecutor, create_tool_calling_agent\nfrom langchain_community.tools import Tool\n# \ub3c4\uad6c \uc815\uc758\ntools = &#91;\n    Tool(\n        name=\"KeywordSearch\",\n        func=retriever.get_relevant_documents,\n        description=\"\ud0a4\uc6cc\ub4dc \uae30\ubc18 \ubb38\uc11c \uac80\uc0c9\"\n    ),\n    Tool(\n        name=\"SemanticSearch\",\n        func=vectorstore.similarity_search,\n        description=\"\uc758\ubbf8 \uae30\ubc18 \ubb38\uc11c \uac80\uc0c9\"\n    ),\n    Tool(\n        name=\"SQLQuery\",\n        func=sql_tool.run,\n        description=\"\ub370\uc774\ud130\ubca0\uc774\uc2a4 \ucffc\ub9ac \uc2e4\ud589\"\n    )\n]\n# \uc5d0\uc774\uc804\ud2b8 \uc0dd\uc131\nagent = create_tool_calling_agent(llm, tools, prompt_template)\nagent_executor = AgentExecutor(agent=agent, tools=tools, verbose=True)\n# \ub3d9\uc801 RAG \uc2e4\ud589\ndef agent_rag(question):\n    response = agent_executor.invoke({\n        \"input\": question,\n        \"chat_history\": &#91;]  # \ud544\uc694\uc2dc \ub300\ud654 \uae30\ub85d \ud65c\uc6a9\n    })\n    return response&#91;\"output\"]\n<\/code><\/pre>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<p>Traditional RAG Example<\/p>\n\n\n\n<pre class=\"wp-block-code has-small-font-size\"><code>from langchain.retrievers import BM25Retriever\nfrom langchain_community.vectorstores import FAISS\nfrom langchain_openai import OpenAIEmbeddings, ChatOpenAI\n# \ucd08\uae30\ud654\nretriever = BM25Retriever.from_texts(docs)\nvectorstore = FAISS.from_texts(docs, OpenAIEmbeddings())\nllm = ChatOpenAI(model=\"gpt-4\")\n# \uace0\uc815 \ud30c\uc774\ud504\ub77c\uc778\ndef simple_rag(question):\n    # \uac80\uc0c9 \ub2e8\uacc4\n    keyword_results = retriever.get_relevant_documents(question)\n    semantic_results = vectorstore.similarity_search(question)\n    \n    # \uc0dd\uc131 \ub2e8\uacc4\n    context = \"\\n\".join(&#91;doc.page_content for doc in keyword_results + semantic_results])\n    response = llm.invoke(f\"Context: {context}\\n\\nQuestion: {question}\")\n    return response.content<\/code><\/pre>\n<\/div>\n\n\n\n<p class=\"has-small-font-size\">[ 2025\/06\/29 \ucd94\uac00 ]<br>Agent\ub97c \uc774\uc6a9\ud558\uc5ec, \ubd80\uc871\ud55c \uc6a9\uc5b4 \uc815\uc758\ub97c \ucd94\uac00\ud55c \uc608<br>(\uad00\ub828\uc790\ub8cc: <a href=\"https:\/\/www.eqboard.com\/?p=1580\" data-type=\"post\" data-id=\"1580\">RAG GUI<\/a>)<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"393\" height=\"1024\" src=\"https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/screencapture-localhost-8501-2025-06-19-11_41_31-393x1024.png\" alt=\"\" class=\"wp-image-1631\" style=\"width:477px;height:auto\" srcset=\"https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/screencapture-localhost-8501-2025-06-19-11_41_31-393x1024.png 393w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/screencapture-localhost-8501-2025-06-19-11_41_31-115x300.png 115w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/screencapture-localhost-8501-2025-06-19-11_41_31-768x2002.png 768w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/screencapture-localhost-8501-2025-06-19-11_41_31-589x1536.png 589w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/screencapture-localhost-8501-2025-06-19-11_41_31-786x2048.png 786w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/screencapture-localhost-8501-2025-06-19-11_41_31-1024x2670.png 1024w, https:\/\/www.eqboard.com\/wp-content\/uploads\/2025\/06\/screencapture-localhost-8501-2025-06-19-11_41_31-scaled.png 982w\" sizes=\"auto, (max-width: 393px) 100vw, 393px\" \/><\/figure>\n\n\n\n<p class=\"has-small-font-size\">\uc724 \uc601 \uae30(\u5c39\u6cf3\u797a)<br>YOON, Young-Ki<br>younggiyoon@hotmail.com<br>newton@eqboard.com<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[2025\/06\/09]2025\ub144\ubd80\ud130 RAG\uc5d0 \uad00\ud55c \uae00\ub9cc \uc62c\ub9ac\ub294 \uc774\uc720\ub294 Data-logger\ub098 IoT\uc7a5\ube44\uc758 \ucd5c\uc885\uc5d0\uc11c\ub294 \uc778\uac04\uc774 \ud310\ub2e8\ud558\uac70\ub098, \uc778\uac04\uc774 \uc124\uc815\ud574 \ub193\uc740 \uae30\ub2a5\uc774 \uc218\ud589\ub418\uac8c \ub429\ub2c8\ub2e4.\ub300\ud45c\uc801\uc73c\ub85c NodeRED, Home-Assistan\uc640 \uac19\uc740 \ud234\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.\uc774\ub7f0 \ud234\uc758 \ud55c\uacc4\ub294 \uc694\uad6c\uc790\uc758 \uc694\uad6c\uc5d0 \ub9de\ucd94\uc5b4\uc9c4 \uc870\ud68c \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574\uc11c\ub9cc \uc0c1\ud669\uc744 \ud30c\uc545\ud560 \uc218 \uc788\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4.\ub2e4\uc591\ud55c \uc9c8\ubb38\uc5d0 \ub2f5\ud558\uae30 \uc704\ud574\uc11c\ub294 AI\ub97c \uc774\uc6a9\ud560 \uc218 \ubc16\uc5d0 \uc5c6\uc2b5\ub2c8\ub2e4. RAG\ub294 \ubcf4\uace0\uc11c(Text, Image\uac00 \ud3ec\ud568\ub41c)\ub85c \uc791\uc131\ub41c \ubb38\uc11c\ub97c \uae30\ubc18\uc73c\ub85c \uc9c8\ubb38\uc5d0 \ub2f5\ubcc0\uc744 \ud558\uae30\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.\ubb3c\ub860 \ubcf4\uace0\uc11c\ub97c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1620,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[32],"tags":[],"class_list":["post-1618","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificialintelligence-kr"],"_links":{"self":[{"href":"https:\/\/www.eqboard.com\/index.php?rest_route=\/wp\/v2\/posts\/1618","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.eqboard.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.eqboard.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.eqboard.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.eqboard.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1618"}],"version-history":[{"count":3,"href":"https:\/\/www.eqboard.com\/index.php?rest_route=\/wp\/v2\/posts\/1618\/revisions"}],"predecessor-version":[{"id":1633,"href":"https:\/\/www.eqboard.com\/index.php?rest_route=\/wp\/v2\/posts\/1618\/revisions\/1633"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.eqboard.com\/index.php?rest_route=\/wp\/v2\/media\/1620"}],"wp:attachment":[{"href":"https:\/\/www.eqboard.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1618"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.eqboard.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1618"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.eqboard.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1618"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}