{"id":6,"date":"2026-03-04T05:49:50","date_gmt":"2026-03-04T05:49:50","guid":{"rendered":"https:\/\/blog.rebalai.com\/ko\/2026\/03\/04\/vs-rag-llm\/"},"modified":"2026-03-09T22:31:11","modified_gmt":"2026-03-09T22:31:11","slug":"vs-rag-llm","status":"publish","type":"post","link":"https:\/\/blog.rebalai.com\/ko\/2026\/03\/04\/vs-rag-llm\/","title":{"rendered":"\ud30c\uc778\ud29c\ub2dd vs RAG: \ud504\ub85c\ub355\uc158 LLM\uc5d0\uc11c \uac01 \uc811\uadfc\ubc95\uc744 \uc5b8\uc81c \uc0ac\uc6a9\ud574\uc57c \ud560\uae4c"},"content":{"rendered":"<p><script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"BlogPosting\",\n  \"headline\": \"\ud30c\uc778\ud29c\ub2dd vs RAG: <a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean \ud504\ub85c\ub355\uc158 \ud074\ub77c\uc6b0\ub4dc\" rel=\"nofollow sponsored\" target=\"_blank\">\ud504\ub85c\ub355\uc158<\/a> LLM\uc5d0\uc11c \uac01 \uc811\uadfc\ubc95\uc744 \uc5b8\uc81c \uc0ac\uc6a9\ud574\uc57c \ud560\uae4c\",\n  \"description\": \"\ud30c\uc778\ud29c\ub2dd vs RAG: <a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean \ud504\ub85c\ub355\uc158 \ud074\ub77c\uc6b0\ub4dc\" rel=\"nofollow sponsored\" target=\"_blank\">\ud504\ub85c\ub355\uc158<\/a> LLM\uc5d0\uc11c \uac01 \uc811\uadfc\ubc95\uc744 \uc5b8\uc81c \uc0ac\uc6a9\ud574\uc57c \ud560\uae4c LLM\uc744 <a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean \ud504\ub85c\ub355\uc158 \ud074\ub77c\uc6b0\ub4dc\" rel=\"nofollow sponsored\" target=\"_blank\">\ud504\ub85c\ub355\uc158<\/a>\uc5d0 <a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean\uc73c\ub85c \ubc30\ud3ec\ud558\uae30\" rel=\"nofollow sponsored\" target=\"_blank\">\ubc30\ud3ec<\/a>\ud558\ub2e4 \ubcf4\uba74 \uc5b4\ub290 \uc21c\uac04 \ubc18\ub4dc\uc2dc \uc774 \uc9c8\ubb38\uc5d0 \ubd80\ub52a\ud78c\ub2e4.\",\n  \"url\": \"https:\/\/blog.rebalai.com\/ko\/2026\/03\/04\/vs-rag-llm\/\",\n  \"datePublished\": \"2026-03-04T05:49:50\",\n  \"dateModified\": \"2026-03-05T17:39:36\",\n  \"inLanguage\": \"ko_KR\",\n  \"author\": {\n    \"@type\": \"Organization\",\n    \"name\": \"RebalAI\",\n    \"url\": \"https:\/\/blog.rebalai.com\/ko\/\"\n  },\n  \"publisher\": {\n    \"@type\": \"Organization\",\n    \"name\": \"RebalAI\",\n    \"logo\": {\n      \"@type\": \"ImageObject\",\n      \"url\": \"https:\/\/blog.rebalai.com\/wp-content\/uploads\/logo.png\"\n    }\n  },\n  \"mainEntityOfPage\": {\n    \"@type\": \"WebPage\",\n    \"@id\": \"https:\/\/blog.rebalai.com\/ko\/2026\/03\/04\/vs-rag-llm\/\"\n  }\n}\n<\/script><\/p>\n<h1>\ud30c\uc778\ud29c\ub2dd vs RAG: \ud504\ub85c\ub355\uc158 LLM\uc5d0\uc11c \uac01 \uc811\uadfc\ubc95\uc744 \uc5b8\uc81c \uc0ac\uc6a9\ud574\uc57c \ud560\uae4c<\/h1>\n<p>LLM\uc744 <a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean \ud504\ub85c\ub355\uc158 \ud074\ub77c\uc6b0\ub4dc\" rel=\"nofollow sponsored\" target=\"_blank\">\ud504\ub85c\ub355\uc158<\/a>\uc5d0 <a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean\uc73c\ub85c \ubc30\ud3ec\ud558\uae30\" rel=\"nofollow sponsored\" target=\"_blank\">\ubc30\ud3ec<\/a>\ud558\ub2e4 \ubcf4\uba74 \uc5b4\ub290 \uc21c\uac04 \ubc18\ub4dc\uc2dc \uc774 \uc9c8\ubb38\uc5d0 \ubd80\ub52a\ud78c\ub2e4. &#8220;\uc6b0\ub9ac \uc11c\ube44\uc2a4\uc5d0 \ub9de\uac8c \ubaa8\ub378\uc744 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5\ud574\uc57c \ud558\ub294\ub370, \ud30c\uc778\ud29c\ub2dd\uc744 \ud574\uc57c \ud560\uae4c, RAG\ub97c <a href=\"https:\/\/blog.rebalai.com\/ko\/2026\/03\/09\/kubernetes-vs-docker-swarm-vs-nomad-container-orch\/\" title=\"\uc368\uc57c \ud560\uae4c\">\uc368\uc57c \ud560\uae4c<\/a>?&#8221;<\/p>\n<p>\ud300 \uc804\uccb4\uac00 \ud68c\uc758\uc2e4\uc5d0 \ubaa8\uc5ec \uc5f4\ub764 \ud1a0\ub860\uc744 \ubc8c\uc774\ub294 \uc0c1\ud669\u2014\ub204\uad70\uac00\ub294 &#8220;\ubaa8\ub378\uc744 \uc9c1\uc811 \ud559\uc2b5\uc2dc\ucf1c\uc57c \uc9c4\uc9dc \uc131\ub2a5\uc774 \ub098\uc628\ub2e4&#8221;\uace0 \uc8fc\uc7a5\ud558\uace0, \ub2e4\ub978 \ub204\uad70\uac00\ub294 &#8220;\uadf8\ub0e5 \ubb38\uc11c \ub123\uc5b4\uc11c \uac80\uc0c9\ud558\uba74 \ub418\ub294 \uac70 \uc544\ub2cc\uac00\uc694?&#8221;\ub77c\uace0 \ub9d0\ud55c\ub2e4. \ub458 \ub2e4 \ud2c0\ub9ac\uc9c0 \uc54a\uc558\ub2e4. \ubb38\uc81c\ub294 <strong>\uc5b4\ub5a4 \uc0c1\ud669\uc5d0\uc11c \ubb34\uc5c7\uc744 \uc120\ud0dd\ud558\ub290\ub0d0<\/strong>\ub2e4.<\/p>\n<p>\uc774 \uae00\uc740 \uadf8 \uc120\ud0dd\uc744 \uc798\ubabb\ud588\uc744 \ub54c \uce58\ub974\ub294 \ube44\uc6a9\u2014\uc218\ubc31\ub9cc \uc6d0\uc9dc\ub9ac GPU \ud559\uc2b5 \ube44\uc6a9, \uba87 \ub2ec\uc9dc\ub9ac \uac1c\ubc1c \uc77c\uc815, <a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean\uc73c\ub85c \ubc30\ud3ec\ud558\uae30\" rel=\"nofollow sponsored\" target=\"_blank\">\ubc30\ud3ec<\/a> \ud6c4 \ubc1c\uacac\ud55c \uce58\uba85\uc801 \ud55c\uacc4\u2014\uc744 \uacbd\ud5d8\ud558\uae30 \uc804\uc5d0 \uc62c\ubc14\ub978 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \ub3d5\uae30 \uc704\ud574 \uc4f0\uc600\ub2e4. \uc194\uc9c1\ud788 \uace0\ubc31\ud558\uc790\uba74, \ub098\ub3c4 \uccab \ubc88\uc9f8 \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \uc774 \uc120\ud0dd\uc744 \ud2c0\ub838\ub2e4. RAG\ub85c \ucda9\ubd84\ud588\uc744 \uc2dc\uc2a4\ud15c\uc5d0 \ud30c\uc778\ud29c\ub2dd\uc744 \uba3c\uc800 \uc2dc\ub3c4\ud558\uba74\uc11c \uba87 \uc8fc\ub97c \ub0a0\ub838\ub2e4.<\/p>\n<hr \/>\n<h2>\ud30c\uc778\ud29c\ub2dd\uacfc RAG, \ubb34\uc5c7\uc774 \ub2e4\ub978\uac00<\/h2>\n<p>\uba3c\uc800 \ub450 \uc811\uadfc\ubc95\uc774 \uadfc\ubcf8\uc801\uc73c\ub85c \ubb34\uc5c7\uc744 \ud574\uacb0\ud558\ub294\uc9c0\ubd80\ud130 \uc9da\uace0 \ub118\uc5b4\uac00\uc57c \ud55c\ub2e4.<\/p>\n<p><strong>\ud30c\uc778\ud29c\ub2dd(Fine-tuning)<\/strong>\uc740 \uc0ac\uc804\ud559\uc2b5\ub41c \ubaa8\ub378\uc758 \uac00\uc911\uce58\ub97c \ub3c4\uba54\uc778 \ud2b9\ud654 \ub370\uc774\ud130\ub85c \ucd94\uac00 \ud559\uc2b5\uc2dc\ud0a4\ub294 \ubc29\ubc95\uc774\ub2e4. \ubaa8\ub378 \ub0b4\ubd80\uc5d0 \uc9c0\uc2dd\uc744 &#8220;\uc0c8\uaca8\ub123\ub294&#8221; \ubc29\uc2dd\uc774\ub77c\uace0 \ubcfc \uc218 \uc788\ub2e4. \ud559\uc2b5\uc774 \ub05d\ub098\uba74 \uadf8 \uc9c0\uc2dd\uc740 \ucd94\ub860 \uc2dc \ubcc4\ub3c4\uc758 \uc678\ubd80 \ucc38\uc870 \uc5c6\uc774 \ubaa8\ub378 \uc790\uccb4\uc5d0\uc11c \ub098\uc628\ub2e4.<\/p>\n<p><strong>RAG(Retrieval-Augmented Generation)<\/strong>\ub294 \ubaa8\ub378 \uac00\uc911\uce58\ub294 \uac74\ub4dc\ub9ac\uc9c0 \uc54a\uace0, \uc9c8\uc758\uac00 \ub4e4\uc5b4\uc62c \ub54c\ub9c8\ub2e4 \uc678\ubd80 \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0\uc11c \uad00\ub828 \ubb38\uc11c\ub97c \uac80\uc0c9\ud574 \ucee8\ud14d\uc2a4\ud2b8\ub85c \uc8fc\uc785\ud558\ub294 \ubc29\ubc95\uc774\ub2e4. \ubaa8\ub378\uc5d0\uac8c &#8220;\ucc38\uace0\uc790\ub8cc\ub97c \uc918\uac00\uba70 \ub2f5\ubcc0\ud558\uac8c \ud558\ub294&#8221; \ubc29\uc2dd\uc774\ub2e4.<\/p>\n<p>\uc774 \ucc28\uc774\uac00 \uc65c \uc911\uc694\ud558\ub0d0\uba74, \ub450 \uc811\uadfc\ubc95\uc740 <strong>\uc11c\ub85c \ub2e4\ub978 \ubb38\uc81c\ub97c \ud574\uacb0<\/strong>\ud558\uae30 \ub54c\ubb38\uc774\ub2e4. \uc774\uac78 \ud5f7\uac08\ub9ac\ub294 \ud300\uc774 \uc0dd\uac01\ubcf4\ub2e4 \ub9ce\ub2e4.<\/p>\n<table>\n<thead>\n<tr>\n<th>\uad6c\ubd84<\/th>\n<th>\ud30c\uc778\ud29c\ub2dd<\/th>\n<th>RAG<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\ud574\uacb0 \ubb38\uc81c<\/td>\n<td>\ud589\ub3d9 \ubc29\uc2dd, \uc5b4\uc870, \ud615\uc2dd<\/td>\n<td>\uc9c0\uc2dd\uc758 \ucd5c\uc2e0\uc131, \ucd9c\ucc98 \ucd94\uc801<\/td>\n<\/tr>\n<tr>\n<td>\uc9c0\uc2dd \uac31\uc2e0<\/td>\n<td>\uc7ac\ud559\uc2b5 \ud544\uc694<\/td>\n<td>\ubb38\uc11c \uc5c5\ub370\uc774\ud2b8\ub85c \uc989\uc2dc \ubc18\uc601<\/td>\n<\/tr>\n<tr>\n<td>\ucd08\uae30 \ube44\uc6a9<\/td>\n<td>\ub192\uc74c (GPU \ud559\uc2b5)<\/td>\n<td>\ub0ae\uc74c (\uc778\ud504\ub77c \uad6c\ucd95)<\/td>\n<\/tr>\n<tr>\n<td>\uc6b4\uc601 \ubcf5\uc7a1\ub3c4<\/td>\n<td>\ub0ae\uc74c (\ucd94\ub860\ub9cc)<\/td>\n<td>\ub192\uc74c (\uac80\uc0c9 \ud30c\uc774\ud504\ub77c\uc778 \uc720\uc9c0)<\/td>\n<\/tr>\n<tr>\n<td>\uc124\uba85 \uac00\ub2a5\uc131<\/td>\n<td>\ub0ae\uc74c<\/td>\n<td>\ub192\uc74c (\ucd9c\ucc98 \uc81c\uacf5 \uac00\ub2a5)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>\ud30c\uc778\ud29c\ub2dd\uc774 \uc9c4\uc9dc \ud544\uc694\ud55c \uc21c\uac04<\/h2>\n<p>\ud30c\uc778\ud29c\ub2dd\uc774 \uc555\ub3c4\uc801 \uc6b0\uc704\ub97c \ubcf4\uc774\ub294 \uc2dc\ub098\ub9ac\uc624\uac00 \ubd84\uba85\ud788 \uc788\ub2e4. \uc544\ub798 \uc138 \uac00\uc9c0\uac00 \uadf8 \ud575\uc2ec\uc774\ub2e4.<\/p>\n<h3>\ud2b9\uc815 \ucd9c\ub825 \ud615\uc2dd\uacfc \uc5b4\uc870\uac00 \ud575\uc2ec\uc77c \ub54c<\/h3>\n<p>\ubc95\ub960 \ubb38\uc11c \uac80\ud1a0 \uc11c\ube44\uc2a4\ub97c \ub9cc\ub4e0\ub2e4\uace0 \ud574\ubcf4\uc790. \uc0ac\uc6a9\uc790\uac00 \uacc4\uc57d\uc11c\ub97c \uc62c\ub9ac\uba74 \ub9ac\uc2a4\ud06c \ud3ec\uc778\ud2b8\ub97c \ubf51\uc544\uc8fc\ub294 \uae30\ub2a5\uc774 \ud544\uc694\ud558\ub2e4. \uc5ec\uae30\uc11c \uc911\uc694\ud55c \uac74 \ub2e8\uc21c\ud788 &#8220;\ubc95\ub960 \uc9c0\uc2dd&#8221;\uc774 \uc544\ub2c8\ub77c, <strong>\ucd9c\ub825\uc758 \ud615\uc2dd<\/strong>\uc774\ub2e4. \uc870\ud56d \ubc88\ud638\ub97c \uc5b4\ub5bb\uac8c \uc778\uc6a9\ud558\ub294\uc9c0, \uc2ec\uac01\ub3c4 \ub4f1\uae09\uc744 \uc5b4\ub5a4 \uae30\uc900\uc73c\ub85c \ubd84\ub958\ud558\ub294\uc9c0, \ubb38\uc7a5\uc758 \ub2e8\ud638\ud568\uc740 \uc5b4\ub290 \uc815\ub3c4\uc5ec\uc57c \ud558\ub294\uc9c0\u2014\uc774\ub7f0 \uac83\ub4e4\uc740 RAG\ub85c \uc8fc\uc785\ud560 \uc218 \uc788\ub294 &#8220;\uc815\ubcf4&#8221;\uac00 \uc544\ub2c8\ub77c \ubaa8\ub378\uc774 \ub0b4\uba74\ud654\ud574\uc57c \ud560 &#8220;\ud589\ub3d9 \ud328\ud134&#8221;\uc774\ub2e4.<\/p>\n<pre><code class=\"language-python\"># \ud30c\uc778\ud29c\ub2dd \ud559\uc2b5 \ub370\uc774\ud130 \uc608\uc2dc (JSONL \ud615\uc2dd)\n{\n  \"messages\": [\n    {\n      \"role\": \"user\",\n      \"content\": \"\ub2e4\uc74c \uc870\ud56d\uc744 \uac80\ud1a0\ud574\uc8fc\uc138\uc694: '\ubcf8 \uacc4\uc57d\uc758 \uc9c0\uc2dd\uc7ac\uc0b0\uad8c\uc740 \uac11\uc5d0\uac8c \uadc0\uc18d\ub429\ub2c8\ub2e4.'\"\n    },\n    {\n      \"role\": \"assistant\", \n      \"content\": \"\u3010\ub9ac\uc2a4\ud06c \ub4f1\uae09: \ub192\uc74c\u3011\\n\u3010\ud574\ub2f9 \uc870\ud56d: \uc81c7\uc870 1\ud56d\u3011\\n\\n\uadc0\uc18d \ub300\uc0c1\uc774 '\uc744\uc774 \uac1c\ubc1c\ud55c \uc131\uacfc\ubb3c' \uc804\uccb4\ub85c \ud574\uc11d\ub420 \uc218 \uc788\uc5b4 \uacc4\uc57d \uc885\ub8cc \ud6c4\uc5d0\ub3c4 \uc744\uc758 \ub3c5\uc790\uc801 \uc0ac\uc6a9\uc774 \uc81c\ud55c\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\\n\\n\u3010\uad8c\uace0\uc0ac\ud56d\u3011 '\ubcf8 \uacc4\uc57d \uc774\ud589 \ubaa9\uc801\uc73c\ub85c \ud2b9\ubcc4\ud788 \uac1c\ubc1c\ub41c \uc0b0\ucd9c\ubb3c'\ub85c \ubc94\uc704\ub97c \ud55c\uc815\ud558\ub294 \ubb38\uad6c \ucd94\uac00\ub97c \uac80\ud1a0\ud558\uc2ed\uc2dc\uc624.\"\n    }\n  ]\n}\n<\/code><\/pre>\n<p>\uc774 \ud615\uc2dd\u2014\ub300\uad04\ud638 \ud0dc\uadf8, \uc870\ud56d \uc778\uc6a9, \uad8c\uace0\uc0ac\ud56d \ubd84\ub9ac\u2014\uc744 \ud504\ub86c\ud504\ud2b8\ub85c \uc9c0\uc2dc\ud574\ub3c4 \uc5b4\ub290 \uc815\ub3c4 \ub3d9\uc791\ud558\uc9c0\ub9cc, \uc218\ub9cc \uac74\uc758 \uc2e4\uc81c \uc0ac\ub840\ub85c \ud30c\uc778\ud29c\ub2dd\ub41c \ubaa8\ub378\uc740 \uc774 \ud328\ud134\uc744 \ud6e8\uc52c \uc548\uc815\uc801\uc73c\ub85c, \ud6e8\uc52c \uc9e7\uc740 \ud504\ub86c\ud504\ud2b8\ub85c \uc7ac\ud604\ud55c\ub2e4. \ub0b4 \uacbd\ud5d8\uc0c1 \ud504\ub86c\ud504\ud2b8 \uae38\uc774\uac00 \uc808\ubc18 \uc774\ud558\ub85c \uc904\uace0, \ud615\uc2dd \uc774\ud0c8 \ube48\ub3c4\ub3c4 \ub208\uc5d0 \ub744\uac8c \ub0ae\uc544\uc9c4\ub2e4. \ud1a0\ud070 \ube44\uc6a9\ub3c4 \uc790\uc5f0\ud788 \uc904\uc5b4\ub4e0\ub2e4.<\/p>\n<h3>\ubaa8\ub378\uc774 \ud2b9\uc218\ud55c \uc5b8\uc5b4\ub098 \uae30\ud638 \uccb4\uacc4\ub97c \ub2e4\ub904\uc57c \ud560 \ub54c<\/h3>\n<p>\uc758\ub8cc \ubd84\uc57c\uc758 SNOMED CT \ucf54\ub4dc, \uae08\uc735\uc758 FIX \ud504\ub85c\ud1a0\ucf5c \uba54\uc2dc\uc9c0, \ud2b9\uc815 \ud68c\uc0ac\ub9cc\uc758 \ub0b4\ubd80 DSL\u2014\uc774\ub7f0 \uac83\ub4e4\uc740 \ubc94\uc6a9 \ubaa8\ub378\uc774 \uc81c\ub300\ub85c \uc774\ud574\ud558\uae30 \uc5b4\ub835\ub2e4. RAG\ub85c &#8220;FIX \uba54\uc2dc\uc9c0 \ud615\uc2dd \uc124\uba85\uc11c&#8221;\ub97c \ub123\uc5b4\uc904 \uc218\ub294 \uc788\uc9c0\ub9cc, \ubaa8\ub378\uc774 \uadf8 \ud615\uc2dd\uc73c\ub85c \uc9c1\uc811 \uc0dd\uc131\ud558\uac70\ub098 \ud30c\uc2f1\ud558\ub294 \ub2a5\ub825\uc740 \ud559\uc2b5\uc744 \ud1b5\ud574 \uae38\ub7ec\uc9c0\ub294 \ucabd\uc774 \ud6e8\uc52c \ud6a8\uacfc\uc801\uc774\ub2e4.<\/p>\n<h3>\ucd94\ub860 \uc18d\ub3c4\uc640 \ud504\ub86c\ud504\ud2b8 \uae38\uc774\uac00 \uc81c\uc57d \uc870\uac74\uc77c \ub54c<\/h3>\n<p>\ubaa8\ubc14\uc77c \uc571\uc5d0 \ud0d1\uc7ac\ud558\uac70\ub098 \uc2e4\uc2dc\uac04 \uc751\ub2f5\uc774 \ud544\uc694\ud55c \uacbd\uc6b0, RAG\uac00 \ucd94\uac00\ud558\ub294 \ub808\uc774\ud134\uc2dc(\uac80\uc0c9 + \ucee8\ud14d\uc2a4\ud2b8 \uad6c\uc131)\uc640 \ud1a0\ud070 \uc99d\uac00\uac00 \uce58\uba85\uc801\uc77c \uc218 \uc788\ub2e4. \ud30c\uc778\ud29c\ub2dd\ub41c \uc18c\ud615 \ubaa8\ub378(7B~13B)\uc774 RAG \uc5c6\uc774\ub3c4 \ucda9\ubd84\ud55c \uc131\ub2a5\uc744 \ub0b8\ub2e4\uba74, \uc804\uccb4 \uc2dc\uc2a4\ud15c \uc544\ud0a4\ud14d\ucc98\uac00 \ub2e8\uc21c\ud574\uc9c4\ub2e4.<\/p>\n<hr \/>\n<h2>RAG\uac00 \uc555\ub3c4\uc801\uc73c\ub85c \uc720\ub9ac\ud55c \uc0c1\ud669<\/h2>\n<p>\ubc18\ub300\ub85c, RAG\uac00 \uc720\uc77c\ud55c \ud604\uc2e4\uc801 \uc120\ud0dd\uc9c0\uc778 \uc0c1\ud669\ub3c4 \ubd84\uba85\ud788 \uc874\uc7ac\ud55c\ub2e4.<\/p>\n<h3>\uc9c0\uc2dd\uc774 \uc790\uc8fc \ubc14\ub014 \ub54c<\/h3>\n<p>\ud68c\uc0ac \ub0b4\ubd80 \uc815\ucc45, \uc81c\ud488 \ubb38\uc11c, \uaddc\uc815\u2014\uc774\ub7f0 \uac83\ub4e4\uc740 \ubd84\uae30\ub9c8\ub2e4, \uc2ec\uc9c0\uc5b4 \ub9e4\ub2ec \ubc14\ub010\ub2e4. \ud30c\uc778\ud29c\ub2dd\ub41c \ubaa8\ub378\uc740 \uc7ac\ud559\uc2b5 \uc5c6\uc774 \uc774 \ubcc0\ud654\ub97c \ubc18\uc601\ud560 \uc218 \uc5c6\ub2e4. \ubc18\uba74 RAG\ub294 \ubb38\uc11c \uc800\uc7a5\uc18c\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \uac83\ub9cc\uc73c\ub85c \uc989\uc2dc \ubc18\uc601\ub41c\ub2e4.<\/p>\n<pre><code class=\"language-python\"># RAG \ud30c\uc774\ud504\ub77c\uc778 \uae30\ubcf8 \uad6c\uc870 (LangChain \uc0ac\uc6a9 \uc608)\nfrom langchain_openai import ChatOpenAI, OpenAIEmbeddings\nfrom langchain_community.vectorstores import Chroma\nfrom langchain.chains import RetrievalQA\n\n# \ubb38\uc11c \uc5c5\ub370\uc774\ud2b8 \uc2dc \ubca1\ud130 \uc800\uc7a5\uc18c\ub9cc \uac31\uc2e0\nembeddings = OpenAIEmbeddings()\nvectorstore = Chroma(\n    collection_name=\"company_docs\",\n    embedding_function=embeddings,\n    persist_directory=\".\/chroma_db\"\n)\n\n# \uc0c8 \uc815\ucc45 \ubb38\uc11c \ucd94\uac00 (\uc7ac\ud559\uc2b5 \ubd88\ud544\uc694)\nvectorstore.add_documents(new_policy_docs)\n\n# QA \uccb4\uc778 \uad6c\uc131\nllm = ChatOpenAI(model=\"gpt-4o\", temperature=0)\nqa_chain = RetrievalQA.from_chain_type(\n    llm=llm,\n    retriever=vectorstore.as_retriever(search_kwargs={\"k\": 5}),\n    return_source_documents=True  # \ucd9c\ucc98 \ucd94\uc801 \uac00\ub2a5\n)\n\nresult = qa_chain.invoke({\"query\": \"\uc7ac\ud0dd\uadfc\ubb34 \uc7a5\ube44 \uc9c0\uc6d0 \uae30\uc900\uc774 \uc5b4\ub5bb\uac8c \ub418\ub098\uc694?\"})\nprint(result[\"result\"])\nprint(\"\ucd9c\ucc98:\", [doc.metadata[\"source\"] for doc in result[\"source_documents\"]])\n<\/code><\/pre>\n<h3>\ub2f5\ubcc0\uc758 \uadfc\uac70\ub97c \uc81c\uc2dc\ud574\uc57c \ud560 \ub54c<\/h3>\n<p>\uae08\uc735, \uc758\ub8cc, \ubc95\ub960 \uc601\uc5ed\uc5d0\uc11c\ub294 &#8220;\uc65c \uadf8\ub807\uac8c \ub2f5\ud588\ub294\uac00&#8221;\ub97c \ucd94\uc801\ud560 \uc218 \uc788\uc5b4\uc57c \ud55c\ub2e4. RAG\ub294 \uc5b4\ub5a4 \ubb38\uc11c\uc5d0\uc11c \uc5b4\ub5a4 \ub0b4\uc6a9\uc744 \ucc38\uc870\ud588\ub294\uc9c0 \ucd9c\ucc98\ub97c \ud568\uaed8 \ubc18\ud658\ud560 \uc218 \uc788\ub2e4. \ud30c\uc778\ud29c\ub2dd\ub41c \ubaa8\ub378\uc758 \uc9c0\uc2dd\uc740 \uac00\uc911\uce58 \uc18d\uc5d0 \ubd84\uc0b0\ub418\uc5b4 \uc788\uc5b4 \ucd9c\ucc98 \ucd94\uc801\uc774 \uadfc\ubcf8\uc801\uc73c\ub85c \ubd88\uac00\ub2a5\ud558\ub2e4\u2014\uc774\uac74 \uaddc\uc81c \ud658\uacbd\uc5d0\uc11c\ub294 \uce58\uba85\uc801\uc778 \uc57d\uc810\uc774\ub2e4.<\/p>\n<h3>\ub3c4\uc785 \uc18d\ub3c4\uc640 \ucd08\uae30 \ube44\uc6a9\uc774 \uc911\uc694\ud560 \ub54c<\/h3>\n<p>MVP\ub97c \ube60\ub974\uac8c \uac80\uc99d\ud574\uc57c \ud558\ub294 \uc2a4\ud0c0\ud2b8\uc5c5\uc774\ub098 \ud30c\uc77c\ub7ff \ud504\ub85c\uc81d\ud2b8\ub77c\uba74, \ud30c\uc778\ud29c\ub2dd\uc758 \ud559\uc2b5 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95\u2014\ub370\uc774\ud130 \uc218\uc9d1, \uc815\uc81c, \ud559\uc2b5, \ud3c9\uac00, <a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean\uc73c\ub85c \ubc30\ud3ec\ud558\uae30\" rel=\"nofollow sponsored\" target=\"_blank\">\ubc30\ud3ec<\/a>\u2014\uc5d0 \ub4dc\ub294 \uc2dc\uac04\uacfc \ube44\uc6a9\uc744 \uac10\ub2f9\ud558\uae30 \uc5b4\ub824\uc6b8 \uc218 \uc788\ub2e4. RAG\ub294 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc138\ud305\uacfc \ubb38\uc11c \uc784\ubca0\ub529\ub9cc\uc73c\ub85c \uba70\uce60 \uc548\uc5d0 \ud504\ub85c\ud1a0\ud0c0\uc785\uc744 \ub9cc\ub4e4 \uc218 \uc788\ub2e4.<\/p>\n<h3>\uae34 \ubb38\uc11c\ub098 \ub300\uc6a9\ub7c9 \uc9c0\uc2dd \ubca0\uc774\uc2a4\ub97c \ub2e4\ub8f0 \ub54c<\/h3>\n<p>\uc218\ucc9c \uac1c\uc758 \uc81c\ud488 \ub9e4\ub274\uc5bc, \uc218\ub144\uce58 \ud310\ub840, \ud68c\uc0ac \uc804\uccb4\uc758 \uc704\ud0a4\u2014\uc774\ub7f0 \ubd84\ub7c9\uc744 \ubaa8\ub450 \ud30c\uc778\ud29c\ub2dd \ub370\uc774\ud130\ub85c \uc4f0\ub294 \uac74 \ube44\ud6a8\uc728\uc801\uc774\ub2e4. \ucee8\ud14d\uc2a4\ud2b8 \uc708\ub3c4\uc6b0 \ud55c\uacc4\ub85c \uc778\ud574 \ud55c \ubc88\uc5d0 \ucc98\ub9ac\ud560 \uc218 \uc5c6\ub294 \ub300\uc6a9\ub7c9 \ubb38\uc11c\ub294 RAG\uc758 \uac80\uc0c9 \uba54\ucee4\ub2c8\uc998\uc774 \ud544\uc694\ud558\ub2e4.<\/p>\n<hr \/>\n<h2>\ube44\uc6a9\uacfc \uc6b4\uc601 \ubcf5\uc7a1\ub3c4: \ud604\uc2e4\uc801\uc778 \uacc4\uc0b0<\/h2>\n<p>\uc758\uc0ac\uacb0\uc815\uc5d0\uc11c \uae30\uc220\uc801 \uc801\ud569\uc131\ub9cc\ud07c \uc911\uc694\ud55c \uac8c \uc6b4\uc601 \ud604\uc2e4\uc774\ub2e4.<\/p>\n<h3>\ud30c\uc778\ud29c\ub2dd\uc758 \uc2e4\uc81c \ube44\uc6a9 \uad6c\uc870<\/h3>\n<ul>\n<li><strong>\ucd08\uae30 \ud559\uc2b5<\/strong>: GPT-4o \ud30c\uc778\ud29c\ub2dd \uae30\uc900, \ud559\uc2b5 \ub370\uc774\ud130 1M \ud1a0\ud070\ub2f9 \uc57d $25. 1\ub9cc \uac74\uc758 \uace0\ud488\uc9c8 \uc608\uc2dc\uac00 \ud3c9\uade0 500 \ud1a0\ud070\uc774\ub77c\uba74 \uc57d $125. \uc5ec\uae30\uc5d0 \ub370\uc774\ud130 \uc218\uc9d1\u00b7\uc815\uc81c \uc778\uac74\ube44\uac00 \ud6e8\uc52c \ud06c\ub2e4.<\/li>\n<li><strong>\uc7ac\ud559\uc2b5 \uc8fc\uae30<\/strong>: \uc9c0\uc2dd\uc774 \ubc14\ub014 \ub54c\ub9c8\ub2e4 \ubc18\ubcf5 \ubc1c\uc0dd<\/li>\n<li><strong>\ucd94\ub860 \ube44\uc6a9<\/strong>: \ud30c\uc778\ud29c\ub2dd\ub41c \ubaa8\ub378\uc740 \ubca0\uc774\uc2a4 \ubaa8\ub378 \ub300\ube44 \ucd94\ub860 \ube44\uc6a9\uc774 \ub192\uc740 \uacbd\uc6b0\uac00 \ub9ce\ub2e4 (OpenAI \uae30\uc900 2~4\ubc30)<\/li>\n<li><strong>\ud3c9\uac00 \ube44\uc6a9<\/strong>: \ud30c\uc778\ud29c\ub2dd \ud6c4 \uc131\ub2a5 \ud68c\uadc0 \uc5ec\ubd80\ub97c \uac80\uc99d\ud558\ub294 \ud3c9\uac00 \ud30c\uc774\ud504\ub77c\uc778\uc774 \ud544\uc694\ud558\ub2e4<\/li>\n<\/ul>\n<h3>RAG\uc758 \uc2e4\uc81c \ube44\uc6a9 \uad6c\uc870<\/h3>\n<ul>\n<li><strong>\uc778\ud504\ub77c<\/strong>: \ubca1\ud130 DB (Pinecone, Weaviate, pgvector \ub4f1) \uc6d4 $50~$500+ (\uaddc\ubaa8\uc5d0 \ub530\ub77c)<\/li>\n<li><strong>\uc784\ubca0\ub529 \ube44\uc6a9<\/strong>: \ubb38\uc11c \uc5c5\ub370\uc774\ud2b8 \uc2dc\ub9c8\ub2e4 \ubc1c\uc0dd. OpenAI text-embedding-3-small \uae30\uc900 1M \ud1a0\ud070\ub2f9 $0.02\ub85c \uc800\ub834\ud558\uc9c0\ub9cc, \uc218\ubc31\ub9cc \ubb38\uc11c\ub77c\uba74 \ub204\uc801\ub41c\ub2e4<\/li>\n<li><strong>\uac80\uc0c9 \ub808\uc774\ud134\uc2dc<\/strong>: \ud3c9\uade0 100~300ms \ucd94\uac00. \uc2e4\uc2dc\uac04 \uc11c\ube44\uc2a4\uc5d0\uc11c \uccb4\uac10\ub420 \uc218 \uc788\ub2e4<\/li>\n<li><strong>\uc720\uc9c0\ubcf4\uc218<\/strong>: \uccad\ud0b9 \uc804\ub7b5, \uc784\ubca0\ub529 \ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8, \uac80\uc0c9 \ud488\uc9c8 \ubaa8\ub2c8\ud130\ub9c1 \ub4f1 \uc9c0\uc18d\uc801 \uad00\ub9ac \ud544\uc694<\/li>\n<\/ul>\n<p>\uac00\uc7a5 \ud754\ud55c \uc2e4\uc218\ub294 RAG\ub97c &#8220;\ub2e8\uc21c\ud788 \ubb38\uc11c \ubd99\uc774\uba74 \ub418\ub294 \uac83&#8221;\uc73c\ub85c \uacfc\uc18c\ud3c9\uac00\ud558\ub294 \uac83\uc774\ub2e4. \uccad\ud0b9 \uc804\ub7b5 \ud558\ub098\ub9cc \ubd10\ub3c4\u2014\uace0\uc815 \uae38\uc774, \uc758\ubbf8 \ub2e8\uc704, \uacc4\uce35\uc801 \uccad\ud0b9, \ubb38\uc11c \uad6c\uc870 \uae30\ubc18 \uccad\ud0b9\u2014\uc81c\ub300\ub85c \uc124\uacc4\ud558\ub294 \ub370 \uc0c1\ub2f9\ud55c \ub178\ub825\uc774 \ub4e0\ub2e4. \uc2e4\uc81c\ub85c \ub098\ub294 512 \ud1a0\ud070 \uace0\uc815 \uccad\ud0b9\uc73c\ub85c \uc2dc\uc791\ud588\ub2e4\uac00 \uac80\uc0c9 \ud488\uc9c8\uc774 \ub108\ubb34 \ub4e4\uc465\ub0a0\uc465\ud574\uc11c \uc804\uccb4 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub72f\uc5b4\uace0\uce5c \uacbd\ud5d8\uc774 \uc788\ub2e4. \ucc98\uc74c\ubd80\ud130 \ub3c4\uba54\uc778 \uad6c\uc870\uc5d0 \ub9de\ub294 \uccad\ud0b9\uc744 \uc124\uacc4\ud558\ub294 \uac8c \ud6e8\uc52c \ub0ab\ub2e4.<\/p>\n<hr \/>\n<h2>\uc2e4\ubb34 \uacb0\uc815 \ud504\ub808\uc784\uc6cc\ud06c<\/h2>\n<p>\ud30c\uc778\ud29c\ub2dd vs RAG \uc120\ud0dd \uc2dc \uc544\ub798 \uc9c8\ubb38\ub4e4\uc744 \uc21c\uc11c\ub300\ub85c \ub2f5\ud574\ubcf4\uc790.<\/p>\n<pre><code>1. \uc9c0\uc2dd\uc774 \uc8fc\uae30\uc801\uc73c\ub85c \ubc14\ub00c\ub294\uac00?\n   \u2192 YES: RAG \uc6b0\uc120 \uac80\ud1a0\n   \u2192 NO: \ub2e4\uc74c \uc9c8\ubb38\uc73c\ub85c\n\n2. \ub2f5\ubcc0 \ucd9c\ucc98 \ucd94\uc801\uc774 \ud544\uc218 \uc694\uac74\uc778\uac00?\n   \u2192 YES: RAG \ud544\uc218\n   \u2192 NO: \ub2e4\uc74c \uc9c8\ubb38\uc73c\ub85c\n\n3. \ubaa8\ub378\uc758 \ucd9c\ub825 \ud615\uc2dd\/\uc5b4\uc870\/\uc2a4\ud0c0\uc77c\uc774 \ud575\uc2ec \ucc28\ubcc4\uc810\uc778\uac00?\n   \u2192 YES: \ud30c\uc778\ud29c\ub2dd \uac80\ud1a0\n   \u2192 NO: \ub2e4\uc74c \uc9c8\ubb38\uc73c\ub85c\n\n4. \ud2b9\uc218 \uae30\ud638 \uccb4\uacc4\ub098 \ub3c4\uba54\uc778 \uc5b8\uc5b4\ub97c \uc0dd\uc131\ud574\uc57c \ud558\ub294\uac00?\n   \u2192 YES: \ud30c\uc778\ud29c\ub2dd \uac15\ub825 \uad8c\uace0\n   \u2192 NO: \ub2e4\uc74c \uc9c8\ubb38\uc73c\ub85c\n\n5. \ucd08\uae30 \ub370\uc774\ud130\uac00 \ucda9\ubd84\ud55c\uac00? (\ucd5c\uc18c \uc218\ucc9c~\uc218\ub9cc \uac74\uc758 \uace0\ud488\uc9c8 \uc608\uc2dc)\n   \u2192 YES: \ud30c\uc778\ud29c\ub2dd \uc9c4\ud589 \uac00\ub2a5\n   \u2192 NO: RAG\ub85c \uc2dc\uc791 \ud6c4 \ud30c\uc778\ud29c\ub2dd \uac80\ud1a0\n\n6. \ucd94\ub860 \ub808\uc774\ud134\uc2dc\uac00 100ms \uc774\ud558\uc5ec\uc57c \ud558\ub294\uac00?\n   \u2192 YES: \ud30c\uc778\ud29c\ub2dd\ub41c \uc18c\ud615 \ubaa8\ub378 \uac80\ud1a0\n   \u2192 NO: \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub530\ub77c \uc120\ud0dd\n<\/code><\/pre>\n<hr \/>\n<h2>\ud558\uc774\ube0c\ub9ac\ub4dc \uc811\uadfc\ubc95: \ub458 \ub2e4 \uc368\uc57c \ud560 \ub54c<\/h2>\n<p>\uc2e4\ubb34\uc5d0\uc11c \uac00\uc7a5 \uc131\ub2a5\uc774 \uc88b\uc740 \uc2dc\uc2a4\ud15c \uc911 \uc0c1\ub2f9\uc218\uac00 \ud30c\uc778\ud29c\ub2dd\uacfc RAG\ub97c \ud568\uaed8 \uc4f4\ub2e4. \uc5ed\ud560\uc744 \uba85\ud655\ud788 \ub098\ub204\uba74 \uc2dc\ub108\uc9c0\uac00 \ub09c\ub2e4.<\/p>\n<p><strong>\ud30c\uc778\ud29c\ub2dd\uc774 \ub2f4\ub2f9\ud558\ub294 \uac83:<\/strong><br \/>\n\u2013 \ucd9c\ub825 \ud615\uc2dd\uacfc \uc5b4\uc870 \uc77c\uad00\uc131<br \/>\n\u2013 \ub3c4\uba54\uc778 \ud2b9\ud654 \uc5b8\uc5b4 \uc774\ud574<br \/>\n\u2013 \uc9e7\uc740 \ud504\ub86c\ud504\ud2b8\ub85c\ub3c4 \uc6d0\ud558\ub294 \ud589\ub3d9 \uc720\ub3c4<\/p>\n<p><strong>RAG\uac00 \ub2f4\ub2f9\ud558\ub294 \uac83:<\/strong><br \/>\n\u2013 \ucd5c\uc2e0 \uc815\ubcf4 \uc8fc\uc785<br \/>\n\u2013 \uad6c\uccb4\uc801 \uc0ac\uc2e4 \uad00\uacc4 (\uc218\uce58, \ub0a0\uc9dc, \uc774\ub984)<br \/>\n\u2013 \ucd9c\ucc98 \uc81c\uacf5<\/p>\n<pre><code class=\"language-python\"># \ud558\uc774\ube0c\ub9ac\ub4dc \ud328\ud134 \uc608\uc2dc\nfrom openai import OpenAI\n\nclient = OpenAI()\n\ndef hybrid_query(user_question: str, retrieved_docs: list[str]) -> str:\n    # \ud30c\uc778\ud29c\ub2dd\ub41c \ubaa8\ub378\uc774 \ud615\uc2dd\uacfc \uc5b4\uc870\ub97c \ub2f4\ub2f9\n    # RAG\uac00 \uac00\uc838\uc628 \ubb38\uc11c\uac00 \ucd5c\uc2e0 \uc9c0\uc2dd\uc744 \uacf5\uae09\n    context = \"\\n\\n\".join(retrieved_docs)\n\n    response = client.chat.completions.create(\n        model=\"ft:gpt-4o-mini:your-org:legal-reviewer:abc123\",  # \ud30c\uc778\ud29c\ub2dd \ubaa8\ub378\n        messages=[\n            {\n                \"role\": \"system\",\n                \"content\": \"\ub2f9\uc2e0\uc740 \ubc95\ub960 \ubb38\uc11c \uac80\ud1a0 \uc804\ubb38\uac00\uc785\ub2c8\ub2e4.\"\n            },\n            {\n                \"role\": \"user\",\n                \"content\": f\"\ucc38\uace0 \uc790\ub8cc:\\n{context}\\n\\n\uc9c8\ubb38: {user_question}\"\n            }\n        ],\n        temperature=0.1\n    )\n    return response.choices[0].message.content\n<\/code><\/pre>\n<p>\ub2e4\ub9cc \ud558\uc774\ube0c\ub9ac\ub4dc\ub294 \ubcf5\uc7a1\ub3c4\ub3c4 \ub450 \ubc30\ub2e4. \ub450 \uc2dc\uc2a4\ud15c\uc744 \ubaa8\ub450 \uc720\uc9c0\u00b7\uac1c\uc120\ud574\uc57c \ud558\ubbc0\ub85c, \ud300 \uaddc\ubaa8\uc640 \uc5ed\ub7c9\uc744 \ub0c9\uc815\ud558\uac8c \ud3c9\uac00\ud55c \ub4a4 \ub3c4\uc785\ud574\uc57c \ud55c\ub2e4. &#8220;\uc77c\ub2e8 \ub2e4 \uc4f0\uba74 \ub354 \uc88b\uaca0\uc9c0&#8221;\ub77c\ub294 \uc0dd\uac01\uc73c\ub85c \uc2dc\uc791\ud588\ub2e4\uac00 \uc720\uc9c0\ubcf4\uc218 \ubd80\ub2f4\uc5d0 \uc9c0\uce58\ub294 \ud300\uc744 \uaf64 \ubd24\ub2e4.<\/p>\n<hr \/>\n<h2>\uc790\uc8fc \uc800\uc9c0\ub974\ub294 \uc2e4\uc218 3\uac00\uc9c0<\/h2>\n<p><strong>1. \ub370\uc774\ud130 \uc5c6\uc774 \ud30c\uc778\ud29c\ub2dd \uacc4\ud68d \uc138\uc6b0\uae30<\/strong><br \/>\n&#8220;\ud30c\uc778\ud29c\ub2dd\ud558\uba74 \uc798 \ub418\uaca0\uc9c0&#8221;\ub77c\ub294 \uae30\ub300\ub85c \uc2dc\uc791\ud588\ub2e4\uac00, \uace0\ud488\uc9c8 \ud559\uc2b5 \ub370\uc774\ud130 \uc218\uc9d1\uc774 \ud504\ub85c\uc81d\ud2b8 \uc804\uccb4 \uc77c\uc815\uc758 80%\ub97c \uc7a1\uc544\uba39\ub294 \uacbd\uc6b0\uac00 \ud754\ud558\ub2e4. \ud30c\uc778\ud29c\ub2dd\uc744 \uacb0\uc815\ud558\uae30 \uc804\uc5d0 \ud559\uc2b5 \ub370\uc774\ud130 \ud655\ubcf4 \uacc4\ud68d\ubd80\ud130 \uc138\uc6cc\ub77c.<\/p>\n<p><strong>2. RAG \uccad\ud0b9\uc744 \ub300\ucda9 \uc124\uacc4\ud558\uae30<\/strong><br \/>\n512 \ud1a0\ud070 \uace0\uc815 \uccad\ud0b9\uc73c\ub85c \uc2dc\uc791\ud574\uc11c &#8220;\uc65c \uac80\uc0c9\uc774 \uc5c9\ub6b1\ud55c \uac78 \uac00\uc838\uc624\uc9c0?&#8221;\ub97c \ubc18\ubcf5\ud558\ub2e4\uac00 \uacb0\uad6d \uc804\uccb4\ub97c \ub2e4\uc2dc \uc124\uacc4\ud558\ub294 \ud300\uc774 \ub9ce\ub2e4. \ub3c4\uba54\uc778\uc5d0 \ub9de\ub294 \uccad\ud0b9 \uc804\ub7b5\u2014FAQ\ub294 Q&#038;A \ub2e8\uc704, \uae30\uc220 \ubb38\uc11c\ub294 \uc139\uc158 \ub2e8\uc704, \uacc4\uc57d\uc11c\ub294 \uc870\ud56d \ub2e8\uc704\u2014\uc744 \ucc98\uc74c\ubd80\ud130 \uace0\ubbfc\ud558\ub77c. (\uadf8\ub9ac\uace0 \uccad\ud0b9 \uc804\ub7b5\uc744 \ubc14\uafb8\uba74 \uae30\uc874 \uc784\ubca0\ub529\uc744 \uc804\ubd80 \uc7ac\uc0dd\uc131\ud574\uc57c \ud55c\ub2e4\ub294 \uac83\ub3c4 \ubbf8\ub9ac \uc5fc\ub450\uc5d0 \ub450\uc790.)<\/p>\n<p><strong>3. \ud3c9\uac00 \uc5c6\uc774 <a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean\uc73c\ub85c \ubc30\ud3ec\ud558\uae30\" rel=\"nofollow sponsored\" target=\"_blank\">\ubc30\ud3ec<\/a>\ud558\uae30<\/strong><br \/>\n\ud30c\uc778\ud29c\ub2dd \ud6c4 &#8220;\ub290\ub08c\uc0c1 \uc88b\uc544\uc9c4 \uac83 \uac19\ub2e4&#8221;\ub85c <a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean\uc73c\ub85c \ubc30\ud3ec\ud558\uae30\" rel=\"nofollow sponsored\" target=\"_blank\">\ubc30\ud3ec<\/a>\ud558\uac70\ub098, RAG \uac80\uc0c9 \ud488\uc9c8\uc744 \uc218\ub3d9\uc73c\ub85c\ub9cc \ud655\uc778\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\ub2e4. \uc815\ub7c9 \ud3c9\uac00 \uc9c0\ud45c\u2014\ud30c\uc778\ud29c\ub2dd\uc740 \ud3ec\ub9f7 \uc77c\uce58\uc728, RAG\ub294 \uac80\uc0c9 \uc815\ubc00\ub3c4(Precision@K)\uc640 \ub2f5\ubcc0 \ucda9\uc2e4\ub3c4\u2014\ub97c <a href=\"https:\/\/m.do.co\/c\/06956e5e2802\" title=\"DigitalOcean\uc73c\ub85c \ubc30\ud3ec\ud558\uae30\" rel=\"nofollow sponsored\" target=\"_blank\">\ubc30\ud3ec<\/a> \uc804\uc5d0 \ubc18\ub4dc\uc2dc \uce21\uc815\ud558\ub77c.<\/p>\n<hr \/>\n<h2>\uae30\uc220\ubcf4\ub2e4 \uc694\uad6c\uc0ac\ud56d\uc774 \uba3c\uc800\ub2e4<\/h2>\n<p>\ud30c\uc778\ud29c\ub2dd vs RAG\ub294 &#8220;\ubb34\uc5c7\uc774 \ub354 \uc88b\uc740\uac00&#8221;\uc758 \ubb38\uc81c\uac00 \uc544\ub2c8\ub2e4. <strong>\uc5b4\ub5a4 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub824\ub294\uac00<\/strong>\uc5d0 \ub530\ub77c \ub2f5\uc774 \ub2ec\ub77c\uc9c0\ub294 \ub3c4\uad6c \uc120\ud0dd\uc758 \ubb38\uc81c\ub2e4.<\/p>\n<p>\uc9c0\uc2dd\uc774 \uc790\uc8fc \ubc14\ub00c\uace0 \ucd9c\ucc98 \ucd94\uc801\uc774 \ud544\uc694\ud558\ub2e4\uba74 RAG\uac00 \ub9de\ub2e4. \ucd9c\ub825\uc758 \ud615\uc2dd\uacfc \uc2a4\ud0c0\uc77c\uc774 \ucc28\ubcc4\uc810\uc774\uace0 \ud559\uc2b5 \ub370\uc774\ud130\uac00 \uc788\ub2e4\uba74 \ud30c\uc778\ud29c\ub2dd\uc774 \ub9de\ub2e4. \ub458 \ub2e4 \ud544\uc694\ud558\ub2e4\uba74 \ud558\uc774\ube0c\ub9ac\ub4dc\ub97c\u2014\ub2e8, \uadf8 \ubcf5\uc7a1\ub3c4\ub97c \uac10\ub2f9\ud560 \uc900\ube44\uac00 \ub410\uc744 \ub54c\ub9cc.<\/p>\n<p>\uac00\uc7a5 \uc2e4\uc6a9\uc801\uc778 \uc870\uc5b8\uc740 \uc774\uac83\uc774\ub2e4: <strong>\uba3c\uc800 \ubca0\uc774\uc2a4 \ubaa8\ub378 + RAG\ub85c \uc2dc\uc791\ud558\ub77c.<\/strong> \uc774\uac8c \ucda9\ubd84\ud558\uc9c0 \uc54a\uc740 \uad6c\uccb4\uc801\uc778 \uc774\uc720\uac00 \ubc1c\uacac\ub410\uc744 \ub54c \ud30c\uc778\ud29c\ub2dd\uc744 \ucd94\uac00\ud574\ub77c. \ubc18\ub300 \uc21c\uc11c\ub85c \ud558\uba74 \ubd88\ud544\uc694\ud55c \ube44\uc6a9\uacfc \uc2dc\uac04\uc744 \ub0ad\ube44\ud558\ub294 \uacbd\uc6b0\uac00 \ub354 \ub9ce\ub2e4\u2014\ub0b4\uac00 \uadf8\ub7ac\ub358 \uac83\ucc98\ub7fc.<\/p>\n<hr \/>\n<p><strong>\ub2e4\uc74c \ub2e8\uacc4\ub85c \uace0\ubbfc \uc911\uc774\ub77c\uba74:<\/strong><\/p>\n<p>\uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \ud30c\uc778\ud29c\ub2dd \ub610\ub294 RAG\ub97c \uc801\uc6a9\ud558\uba74\uc11c \uacaa\uc740 \uad6c\uccb4\uc801\uc778 \ubb38\uc81c\u2014\ud559\uc2b5 \ub370\uc774\ud130 \uc124\uacc4, \uccad\ud0b9 \uc804\ub7b5, \ud3c9\uac00 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\uc131\u2014\uac00 \uc788\ub2e4\uba74 \ub313\uae00\ub85c \ub0a8\uaca8\uc8fc\uc138\uc694. \ud6c4\uc18d \uae00\uc5d0\uc11c \uc2e4\uc81c \uc0ac\ub840 \uae30\ubc18\uc73c\ub85c \ub2e4\ub904\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>{ &#8220;@context&#8221;: &#8220;https:\/\/schema.org&#8221;, &#8220;@type&#8221;: &#8220;BlogPosting&#8221;, &#8220;headline&#8221;: &#8220;\ud30c\uc778\ud29c\ub2dd vs RAG: \ud504\ub85c\ub355\uc158 LLM\uc5d0\uc11c \uac01 \uc811\uadfc\ubc95\uc744 \uc5b8\uc81c \uc0ac\uc6a9\ud574\uc57c \ud560\uae4c&#8221;, &#8220;description&#8221;: &#8220;\ud30c\uc778\ud29c\ub2dd vs RAG: \ud504\ub85c\ub355\uc158 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