{"id":34,"date":"2026-03-05T15:17:21","date_gmt":"2026-03-05T15:17:21","guid":{"rendered":"https:\/\/blog.rebalai.com\/ko\/2026\/03\/05\/rag-vs-fine-tuning\/"},"modified":"2026-03-07T01:09:34","modified_gmt":"2026-03-07T01:09:34","slug":"rag-vs-fine-tuning","status":"publish","type":"post","link":"https:\/\/blog.rebalai.com\/ko\/2026\/03\/05\/rag-vs-fine-tuning\/","title":{"rendered":"RAG vs \ud30c\uc778\ud29c\ub2dd: LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc5b8\uc81c \ubb34\uc5c7\uc744 \uc368\uc57c \ud558\ub098"},"content":{"rendered":"<p><script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"BlogPosting\",\n  \"headline\": \"RAG <a href=\"https:\/\/blog.rebalai.com\/ko\/2026\/03\/05\/rag-vs-llm\/\" title=\"vs <a href=\"https:\/\/blog.rebalai.com\/ko\/2026\/03\/05\/rag-vs-llm\/\" title=\"\ud30c\uc778\ud29c\ub2dd: LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc5b8\uc81c\">\ud30c\uc778\ud29c\ub2dd: LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc5b8\uc81c<\/a> \ubb34\uc5c7\uc744\">vs <a href=\"https:\/\/blog.rebalai.com\/ko\/2026\/03\/05\/rag-vs-llm\/\" title=\"\ud30c\uc778\ud29c\ub2dd: LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c\">\ud30c\uc778\ud29c\ub2dd: LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c<\/a> \uc5b8\uc81c \ubb34\uc5c7\uc744<\/a> \uc368\uc57c \ud558\ub098\",\n  \"description\": \"6\uac1c\uc6d4 \uc804, \ud300\uc5d0\uc11c \uace0\uac1d \uc9c0\uc6d0 \ubd07\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 \uc62c\ub838\ub2e4. \uadf8 \ubd07\uc740 \uc790\uc2e0 \uc788\uac8c \uc0ac\uc6a9\uc790\ub4e4\uc5d0\uac8c \u201c\ubc18\ud488 \uae30\uac04\uc740 60\uc77c\uc785\ub2c8\ub2e4\u201d\ub77c\uace0 \ub2f5\ud588\ub2e4. \uc2e4\uc81c\ub85c\ub294 30\uc77c\uc774\uc5c8\ub2e4. 2023\ub144 \uc81c\ud488 \ubb38\uc11c\ub85c \ud30c\uc778\ud29c\ub2dd\ud55c \ubaa8\ub378\uc774\uc5c8\uace0, \uc815\ucc45\uc774 \ubc14\ub010 \uac78 \uc544\ubb34\ub3c4 \u2014 \ub098 \ud3ec\ud568\ud574\uc11c \u2014 \ud655\uc778\ud558\uc9c0 \uc54a\uc558\ub2e4.\",\n  \"url\": \"https:\/\/blog.rebalai.com\/ko\/2026\/03\/05\/rag-vs-fine-tuning\/\",\n  \"datePublished\": \"2026-03-05T15:17:21\",\n  \"dateModified\": \"2026-03-05T17:39:35\",\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\/05\/rag-vs-fine-tuning\/\"\n  }\n}\n<\/script><\/p>\n<p>6\uac1c\uc6d4 \uc804, \ud300\uc5d0\uc11c \uace0\uac1d \uc9c0\uc6d0 \ubd07\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 \uc62c\ub838\ub2e4. \uadf8 \ubd07\uc740 \uc790\uc2e0 \uc788\uac8c \uc0ac\uc6a9\uc790\ub4e4\uc5d0\uac8c &#8220;\ubc18\ud488 \uae30\uac04\uc740 60\uc77c\uc785\ub2c8\ub2e4&#8221;\ub77c\uace0 \ub2f5\ud588\ub2e4. \uc2e4\uc81c\ub85c\ub294 30\uc77c\uc774\uc5c8\ub2e4. 2023\ub144 \uc81c\ud488 \ubb38\uc11c\ub85c \ud30c\uc778\ud29c\ub2dd\ud55c \ubaa8\ub378\uc774\uc5c8\uace0, \uc815\ucc45\uc774 \ubc14\ub010 \uac78 \uc544\ubb34\ub3c4 \u2014 \ub098 \ud3ec\ud568\ud574\uc11c \u2014 \ud655\uc778\ud558\uc9c0 \uc54a\uc558\ub2e4. \uc9c0\uc6d0 \ud2f0\ucf13 300\uac1c\uac00 \uc3df\uc544\uc84c\uace0, \ub3d9\ub8cc \ud55c \uba85\uc774 \ubd84\uae30 \ub9ac\ubdf0\uc5d0\uc11c \uace4\ub780\ud55c \uc0c1\ud669\uc5d0 \ucc98\ud588\ub2e4.<\/p>\n<p>\uadf8 \ub4a4\ub85c RAG\ub85c \uc0c8\ub85c \ub9cc\ub4e4\uc5c8\uace0, \uc9c0\uae08\uc740 \uc798 \ub3cc\uc544\uac00\uace0 \uc788\ub2e4.<\/p>\n<p>\uc774 \uacbd\ud5d8 \ub54c\ubb38\uc5d0, &#8220;RAG\uc640 \ud30c\uc778\ud29c\ub2dd\uc740 \ucf00\uc774\uc2a4 \ubc14\uc774 \ucf00\uc774\uc2a4&#8221;\ub85c \ub05d\ub098\ub294 \uae00\uc744 \uc77d\uc744 \ub54c\ub9c8\ub2e4 \uc880 \uc9dc\uc99d\uc774 \ub09c\ub2e4. \uc5b4\ub5a4 \uac78 \uc120\ud0dd\ud558\ub290\ub0d0\uc5d0\ub294 \uc2e4\uc81c \uacb0\uacfc\uac00 \ub530\ub978\ub2e4. \ube44\uad50\ud45c\ubcf4\ub2e4 \uadf8 \uacb0\uacfc\uc5d0\uc11c \ubc30\uc6b4 \uac83\ub4e4\uc774 \ud6e8\uc52c \uc4f8\ubaa8 \uc788\ub2e4.<\/p>\n<p>\ub450 \uc81c\ud488\uc5d0\uc11c \uc138 \uac1c\uc758 LLM \uae30\ub2a5\uc744 \ub9cc\ub4e4\uace0, 18\uac1c\uc6d4 \ub3d9\uc548 \uc774 \uc8fc\uc81c\uc5d0 \ub9e4\ub2ec\ub9b0 \uacbd\ud5d8\uc5d0\uc11c \uc4f4\ub2e4.<\/p>\n<h2>\ud30c\uc778\ud29c\ub2dd\uc740 \ubcf4\uae30\ubcf4\ub2e4 \uc815\ub2f9\ud654\ud558\uae30 \uc5b4\ub835\ub2e4<\/h2>\n<p>\ud30c\uc778\ud29c\ub2dd\uc740 \ubaa8\ub378\uc5d0\uac8c \ud2b9\uc815 \ubc29\uc2dd\uc73c\ub85c \ub3d9\uc791\ud558\uac8c \ud558\uace0 \uc2f6\uc744 \ub54c \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \uc120\ud0dd\ucc98\ub7fc \ubcf4\uc778\ub2e4. \ub0b4 \ub370\uc774\ud130\ub85c \ud559\uc2b5\uc2dc\ud0a4\uace0, \ub3c4\uba54\uc778 \uc9c0\uc2dd\uc744 \uad6c\uc6cc \ub123\uc73c\uba74 \ub41c\ub2e4\uace0. \ub098\ub3c4 \ucc98\uc74c\uc5d4 \uadf8\ub807\uac8c \uc0dd\uac01\ud588\ub2e4.<\/p>\n<p>\uc0ac\ub0b4 \ucf54\ub4dc \ub9ac\ubdf0 \uc5b4\uc2dc\uc2a4\ud134\ud2b8\ub97c \ub9cc\ub4e4 \ub54c\uac00 \ub531 \uadf8\ub7f0 \ucf00\uc774\uc2a4\uc600\ub2e4. 18\uac1c\uc6d4\uce58 PR \ucf54\uba58\ud2b8\uac00 \uc788\uc5c8\ub2e4 \u2014 \uc2dc\ub2c8\uc5b4 \uc5d4\uc9c0\ub2c8\uc5b4\ub4e4\uc758 \ub178\ud558\uc6b0\uac00 \ub2f4\uae34 \uac83\ub4e4. \uc774\uac8c \uc88b\uc740 \ud559\uc2b5 \ub370\uc774\ud130\uac00 \ub420 \uac70\ub77c\uace0 \ud655\uc2e0\ud588\ub2e4.<\/p>\n<p>OpenAI \ud30c\uc778\ud29c\ub2dd API(\ub2f9\uc2dc\uc5d4 <code>gpt-3.5-turbo<\/code>, 2024\ub144 \uc911\ubc18)\ub85c \ub124 \ubc88\ucbe4 \ud559\uc2b5\uc744 \ub3cc\ub9ac\uace0 \ub098\uc11c\uc57c \uacb0\uacfc\ubb3c\uc774 \ud300\uc758 \ub9ac\ubdf0 \uc2a4\ud0c0\uc77c\uc5d0 \ub9de\uc544\uc624\uae30 \uc2dc\uc791\ud588\ub2e4. \uc9e7\uace0 \uc9c1\uc811\uc801\uc778 \ucf54\uba58\ud2b8. \ubd88\ud544\uc694\ud55c \uce6d\ucc2c \uc5c6\uc774. \uc0ac\ub0b4 \uc2a4\ud0c0\uc77c \uac00\uc774\ub4dc \ub9c1\ud06c \ud3ec\ud568. \ud300 \ubc18\uc751\ub3c4 \ub098\uc058\uc9c0 \uc54a\uc558\ub2e4.<\/p>\n<p>\uadf8\ub7f0\ub370 \uac70\uae30\uc11c \uc2e0\uaddc \uc5d4\uc9c0\ub2c8\uc5b4 \uc138 \uba85\uc774 \ub4e4\uc5b4\uc624\uace0 \uc2a4\ud0c0\uc77c \uac00\uc774\ub4dc\ub3c4 \uc5c5\ub370\uc774\ud2b8\ub410\ub2e4. \uac11\uc790\uae30 \ud30c\uc778\ud29c\ub2dd\ub41c \ubaa8\ub378\uc774 \uc6b0\ub9ac\uac00 \uba85\uc2dc\uc801\uc73c\ub85c \ud3d0\uae30\ud55c \ub0a1\uc740 \uad00\ud589\uc744 \uac00\ub974\uce58\uae30 \uc2dc\uc791\ud588\ub2e4. \uc7ac\ud559\uc2b5\uc5d0\ub294 \ub3c8\uc774 \ub4e4\uace0, \uba70\uce60\uc758 \uc774\ud130\ub808\uc774\uc158\uc774 \ud544\uc694\ud558\ub2e4. \ub354 \ubd88\ud3b8\ud55c \uac74, \uc0c8 \ud559\uc2b5 \ub370\uc774\ud130\ub97c \ud050\ub808\uc774\ud305\ud558\ub294 \uac83 \uc790\uccb4\uac00 \uacf5\uc9dc\uac00 \uc544\ub2c8\ub77c\ub294 \uc810\uc774\ub2e4.<\/p>\n<p>Here is the thing: \ud30c\uc778\ud29c\ub2dd\uc740 \ubaa8\ub378\uc5d0\uac8c <strong>\uc5b4\ub5bb\uac8c \ub2f5\ud560 \uac83\uc778\uac00<\/strong>\ub97c \uac00\ub974\uce58\ub294 \uac70\uc9c0, <strong>\ubb34\uc5c7\uc744 \uc54c \uac83\uc778\uac00<\/strong>\uac00 \uc544\ub2c8\ub2e4. &#8220;\ud2b9\uc815 \ud1a4\uc73c\ub85c \ub9d0\ud558\uae30&#8221;\ub098 &#8220;\ud56d\uc0c1 \uc774 JSON \ud544\ub4dc\ub85c \ucd9c\ub825\ud558\uae30&#8221; \uac19\uc740 \uc6a9\ub3c4\ub77c\uba74 \ubcf5\uc7a1\ub3c4\uac00 \uc815\ub2f9\ud654\ub41c\ub2e4. \ud558\uc9c0\ub9cc &#8220;\uc81c\ud488\uc5d0 \ub300\ud574 \uc815\ud655\ud558\uac8c \ub2f5\ud558\uae30&#8221;\ub77c\uba74, \ub370\uc774\ud130 \ub178\ud654\ub77c\ub294 \uc624\ub974\ub9c9\uae38\uc744 \uacc4\uc18d \uc62c\ub77c\uac00\uc57c \ud55c\ub2e4.<\/p>\n<p>One thing I noticed: \ud3c9\uac00 \ubb38\uc81c\uac00 \uc0dd\uac01\ubcf4\ub2e4 \uc2ec\uac01\ud588\ub2e4. \ud30c\uc778\ud29c\ub2dd\ub41c \ubaa8\ub378\uc774 \uc2e4\uc81c\ub85c \ub098\uc544\uc84c\ub294\uc9c0 \uc5b4\ub5bb\uac8c \ud310\ub2e8\ud558\ub098? \ud3c9\uac00 \uc778\ud504\ub77c\uc5d0 \ud559\uc2b5 \uc790\uccb4\ub9cc\ud07c\uc758 \uc2dc\uac04\uc744 \uc37c\ub2e4. \uadf8\uac8c \uc5c6\uc73c\uba74 \uae30\ubcf8\uc801\uc73c\ub85c \uac10\uc73c\ub85c \uc9c4\ud589\ud558\ub294 \uac70\ub2e4.<\/p>\n<p><strong>\uc5ec\uae30\uc11c \ubc30\uc6b4 \uac83:<\/strong> \ud30c\uc778\ud29c\ub2dd\uc774 \ud6a8\uacfc\uc801\uc778 \uac74 \ubb38\uc81c\uac00 &#8216;\ub3d9\uc791 \ubc29\uc2dd&#8217;\uc5d0 \uad00\ud55c \uac83\uc77c \ub54c\ub2e4 \u2014 \uc77c\uad00\ub41c \ud3ec\ub9f7, \ud1a4, \ud0dc\uc2a4\ud06c \uad6c\uc870. \uadf8\ub9ac\uace0 \uadf8 \ub3d9\uc791\uc774 \uc790\uc8fc \ubcc0\ud558\uc9c0 \uc54a\uc744 \ub54c. \uc815\ubcf4\uac00 \uacc4\uc18d \uc5c5\ub370\uc774\ud2b8\ub418\ub294 \uc6a9\ub3c4\uc5d0\ub294 \ucc98\uc74c\ubd80\ud130 RAG\uac00 \ub9de\ub2e4.<\/p>\n<h2>RAG\ub3c4 \ub9cc\ubcd1\ud1b5\uce58\uc57d\uc740 \uc544\ub2c8\uc5c8\ub2e4<\/h2>\n<p>\ubc18\ud488 \uc815\ucc45 \uc0ac\ud0dc \uc774\ud6c4, RAG\uac00 \ubaa8\ub4e0 \uac83\uc758 \ub2f5\uc774\ub77c\ub294 \ud655\uc2e0\uc744 \uac00\uc9c0\uac8c \ub410\ub2e4. \uc194\uc9c1\ud788 \uc870\uae08 \ubd80\ub044\ub7fd\uc9c0\ub9cc, \ub450 \ub2ec \ub3d9\uc548 \ubaa8\ub4e0 \uc544\ud0a4\ud14d\ucc98 \ub17c\uc758\uc5d0\uc11c &#8220;\uadf8\ub0e5 RAG \uc4f0\uba74 \ub418\uc9c0&#8221;\ub97c \uc678\ucce4\ub2e4 \u2014 RAG\uac00 \uc9c4\uc9dc\ub85c \ud798\ub4e0 \ucf00\uc774\uc2a4\ub97c \ub9cc\ub098\uae30 \uc804\uae4c\uc9c0.<\/p>\n<p>\uacc4\uc57d\uc11c \uc694\uc57d \ud234\uc744 \ub9cc\ub4e4\uace0 \uc788\uc5c8\ub2e4. \uacc4\uc57d\uc11c\ub97c \uccad\ud06c\ub85c \ub098\ub220 \ubca1\ud130 \uc2a4\ud1a0\uc5b4\uc5d0 \uc800\uc7a5\ud558\uace0, \uad00\ub828 \uc870\ud56d\uc744 \uac80\uc0c9\ud574\uc11c \ubaa8\ub378\uc5d0\uac8c \uc694\uc57d\uc2dc\ud0a4\ub294 \uad6c\uc870. \uac04\ub2e8\ud574 \ubcf4\uc600\ub2e4. \uac80\uc0c9 \ubd80\ubd84\uc740 \uc798 \ub410\ub2e4. \ubb38\uc81c\ub294, \ubc95\uc801 \ubb38\uc11c\uc5d0\ub294 \ubcf5\uc7a1\ud55c \uc0c1\ud638 \ucc38\uc870\uac00 \uc788\ub2e4\ub294 \uac70\ub2e4 \u2014 &#8220;\uc81c4.2\uc870(b)\uc5d0 \uc815\uc758\ub41c \ubc14\uc5d0 \ub530\ub77c&#8221; \uac19\uc740 \uc2dd\uc73c\ub85c. \uc6b0\ub9ac \uccad\ud0b9 \uc804\ub7b5\uc774 \uadf8 \uc815\uc758\ub97c \ucc38\uc870\ud558\ub294 \uc870\ud56d\uacfc \ubd84\ub9ac\uc2dc\ucf1c\ubc84\ub838\ub2e4. \ubaa8\ub378\uc740 \ubd88\uc644\uc804\ud55c \ucee8\ud14d\uc2a4\ud2b8\ub85c \ub2f5\ud558\uace0 \uc788\uc5c8\ub294\ub370, \uadf8\uac8c \ubd88\uc644\uc804\ud55c\uc9c0\uc870\ucc28 \uc778\uc2dd\ud558\uc9c0 \ubabb\ud588\ub2e4.<\/p>\n<p>RAG \ud488\uc9c8\uc740 \uccad\ud0b9\uacfc \uac80\uc0c9 \uc804\ub7b5\uc5d0 \ub2ec\ub824 \uc788\ub2e4. \ub300\ubd80\ubd84\uc758 \uc785\ubb38 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c \uc774 \ubd80\ubd84\uc744 \ucda9\ubd84\ud788 \ub2e4\ub8e8\uc9c0 \uc54a\ub294\ub2e4. \uacb0\uad6d \ud070 \uccad\ud06c, \uc624\ubc84\ub7a9, Cohere rerank API\ub97c \uc0ac\uc6a9\ud55c \ub9ac\ub7ad\ud0b9 \ub2e8\uacc4\uac00 \uc788\ub294 \ud558\uc774\ube0c\ub9ac\ub4dc \ubc29\uc2dd\uc73c\ub85c \uc774\ub3d9\ud588\ub2e4. \ub9ce\uc774 \ub098\uc544\uc9c0\uae34 \ud588\ub294\ub370, \uac70\uae30\uae4c\uc9c0 \uac00\ub294 \ub370 \uba87 \uc8fc\uac00 \uac78\ub838\ub2e4.<\/p>\n<p>\ud55c\uad6d\uc5b4 \ubb38\uc11c \uc791\uc5c5\uc774\ub77c\uba74 \uc784\ubca0\ub529 \ubaa8\ub378 \uc120\ud0dd\uc5d0\ub3c4 \uc2e0\uacbd \uc368\uc57c \ud55c\ub2e4. <code>text-embedding-3-small<\/code>\uc740 \ud55c\uad6d\uc5b4\uc5d0\uc11c\ub3c4 \uc5b4\ub290 \uc815\ub3c4 \uc798 \uc791\ub3d9\ud558\uc9c0\ub9cc, \ud55c\uad6d\uc5b4 \ubb38\uc11c \ube44\uc911\uc774 \ub192\uc740 \ud504\ub85c\uc81d\ud2b8\ub77c\uba74 <code>intfloat\/multilingual-e5-large<\/code>\ub97c \uc9c1\uc811 \ube44\uad50\ud574\ubcfc \uac00\uce58\uac00 \uc788\ub2e4. \ub0b4\uac00 \ub450 \ubaa8\ub378\uc744 \uac19\uc740 \ub370\uc774\ud130\uc14b\uc73c\ub85c \uc9c1\uc811 \ubca4\uce58\ub9c8\ud0b9\ud55c \uac74 \uc544\ub2c8\ub77c\uc11c \u2014 \uc720\uc2a4\ucf00\uc774\uc2a4\uc5d0 \ub530\ub77c \ub2e4\ub97c \uc218 \uc788\ub2e4.<\/p>\n<p>\ub808\uc774\ud134\uc2dc\ub3c4 \uace0\ub824\ud574\uc57c \ud55c\ub2e4. \ubaa8\ub4e0 \ucffc\ub9ac\uac00 \ubca1\ud130 DB\ub97c \ucc0c\ub974\uace0, \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc744 \ud558\uace0, \uccad\ud06c\ub97c \uac00\uc838\uc624\uace0, \ucee8\ud14d\uc2a4\ud2b8 \uc708\ub3c4\uc6b0\uc5d0 \uc464\uc154 \ub123\uace0, \uadf8\ub2e4\uc74c\uc5d0 LLM \ucd94\ub860\uc774 \ub3cc\uc544\uac04\ub2e4. \ub0b4 \ud658\uacbd(Qdrant + GPT-4o)\uc5d0\uc11c\ub294 \ubaa8\ub378 \ucd94\ub860 \uc2dc\uac04\uc5d0 \ub354\ud574 800ms~1.2\ucd08\uac00 \ucd94\uac00\ub410\ub2e4. \ube44\ub3d9\uae30 \ud0dc\uc2a4\ud06c\uba74 \uad1c\ucc2e\ub2e4. \uc778\ud130\ub799\ud2f0\ube0c\ud558\uac8c \ub290\uaef4\uc838\uc57c \ud558\ub294 \uac83\uc774\ub77c\uba74, \uccb4\uac10\uc774 \ub41c\ub2e4.<\/p>\n<pre><code class=\"language-python\"># \ucc98\uc74c\uc5d0 \uc4f0\ub358 \uac80\uc0c9 \ub85c\uc9c1 \u2014 \ub9ac\ub7ad\ud0b9 \uc5c6\ub294 \ubc84\uc804\nfrom qdrant_client import QdrantClient\nfrom openai import OpenAI\n\nqdrant = QdrantClient(url=&quot;http:\/\/localhost:6333&quot;)\nclient = OpenAI()\n\ndef retrieve_and_answer(query: str, top_k: int = 5) -&gt; str:\n    # \ucffc\ub9ac \uc784\ubca0\ub529 \uc0dd\uc131\n    query_embedding = client.embeddings.create(\n        input=query,\n        model=&quot;text-embedding-3-small&quot;\n    ).data[0].embedding\n\n    # \ub2e8\uc21c\ud558\uac8c \uc0c1\uc704 K\uac1c \uac00\uc838\uc624\uae30 \u2014 \ub9ac\ub7ad\ud0b9 \uc5c6\uc74c\n    results = qdrant.search(\n        collection_name=&quot;contracts&quot;,\n        query_vector=query_embedding,\n        limit=top_k\n        # score_threshold \uc5c6\uc5c8\ub358 \uac8c \uc2e4\uc218\uc600\ub2e4 \u2014 \uad00\ub828 \uc5c6\ub294 \uccad\ud06c\ub4e4\uc774 \ub4e4\uc5b4\uc654\uc74c\n    )\n\n    # \uac00\uc838\uc628 \uccad\ud06c\ub85c \ucee8\ud14d\uc2a4\ud2b8 \uad6c\uc131\n    context = &quot;\\n\\n---\\n\\n&quot;.join(\n        r.payload[&quot;text&quot;] for r in results\n    )\n\n    # \ubaa8\ub378\uc774 \ubcfc \uc218 \uc788\ub294 \uac74 \uc5ec\uae30 \ub123\uc740 \ucee8\ud14d\uc2a4\ud2b8\ubfd0\n    # \uc911\uc694\ud55c \uc0c1\ud638 \ucc38\uc870\uac00 \uccad\ud06c \uacbd\uacc4\uc5d0\uc11c \uc798\ub838\ub2e4\uba74, \uadf8\uac74 \ubcf4\uc774\uc9c0 \uc54a\ub294\ub2e4\n    response = client.chat.completions.create(\n        model=&quot;gpt-4o&quot;,\n        messages=[\n            {\n                &quot;role&quot;: &quot;system&quot;,\n                &quot;content&quot;: &quot;\uc81c\uacf5\ub41c \ucee8\ud14d\uc2a4\ud2b8\ub9cc\uc744 \ubc14\ud0d5\uc73c\ub85c \ub2f5\ud558\uc138\uc694.&quot;\n            },\n            {\n                &quot;role&quot;: &quot;user&quot;,\n                &quot;content&quot;: f&quot;\ucee8\ud14d\uc2a4\ud2b8:\\n{context}\\n\\n\uc9c8\ubb38: {query}&quot;\n            }\n        ]\n    )\n\n    return response.choices[0].message.content\n<\/code><\/pre>\n<p>\uc774 \ub2e8\uc21c\ud55c <code>limit=5<\/code> \uac80\uc0c9\uc744 \ud6c4\ubcf4 20\uac1c \uac80\uc0c9 \ud6c4 \uc0c1\uc704 5\uac1c\ub85c \ub9ac\ub7ad\ud0b9\ud558\ub294 2\ub2e8\uacc4 \ubc29\uc2dd\uc73c\ub85c \ubc14\uafe8\ub2e4. \uadf8 \ubcc0\uacbd \ud558\ub098\uac00 \ub2e4\ub978 \uc5b4\ub5a4 \uc2dc\ub3c4\ubcf4\ub2e4 \ub2f5\ubcc0 \ud488\uc9c8\uc744 \ub9ce\uc774 \uc62c\ub838\ub2e4.<\/p>\n<p><strong>\uc5ec\uae30\uc11c \ubc30\uc6b4 \uac83:<\/strong> RAG\ub294 \ub370\uc774\ud130\uac00 \ubcc0\ud558\ub294 \uacbd\uc6b0, \ucd9c\ucc98 \ucd94\uc801\uc774 \ud544\uc694\ud55c \uacbd\uc6b0, \ub300\uaddc\ubaa8 \ubb38\uc11c \ucf54\ud37c\uc2a4\ub97c \ub2e4\ub8e8\ub294 \uacbd\uc6b0\uc5d0 \uac15\ud558\ub2e4. \ub2e8, \uac80\uc0c9 \ud30c\uc774\ud504\ub77c\uc778\uc740 \uc9c4\uc9dc \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc791\uc5c5\uc774\ub2e4. \ucc98\uc74c\ubd80\ud130 \uacf5\uc218\ub97c \uacc4\ud68d\uc5d0 \ub123\uc5b4\uc57c \ud55c\ub2e4.<\/p>\n<h2>\ub458\uc744 \ud568\uaed8 \uc4f0\ub294 \uac8c \uc758\ubbf8 \uc788\ub294 \ucf00\uc774\uc2a4<\/h2>\n<p>\ub450 \ubc29\uc2dd \ubaa8\ub450\uc5d0\uc11c \uc2e4\ud328\ub97c \uacbd\ud5d8\ud55c \ub4a4, \ud568\uaed8 \uc4f0\ub294 \ud300\ub4e4\uc758 \ucf00\uc774\uc2a4\ub97c \uc8fc\ubaa9\ud558\uae30 \uc2dc\uc791\ud588\ub2e4. \uac70\uae30\uc11c \ub0a9\ub4dd\uc774 \uac00\ub294 \ud328\ud134\uc774 \ubcf4\uc600\ub2e4.<\/p>\n<p>\ud30c\uc778\ud29c\ub2dd\uc73c\ub85c \ub3d9\uc791 \ubc29\uc2dd\uacfc \uc2a4\ud0c0\uc77c\uc744, RAG\ub85c \uc9c0\uc2dd\uc744 \ub2f4\ub2f9\ud558\uac8c \ud55c\ub2e4. \ubaa8\ub378\uc774 &#8216;\ubb34\uc5c7\uc744 \uc544\ub294\uac00&#8217;\uc640 &#8216;\uc5b4\ub5bb\uac8c \ub2f5\ud558\ub294\uac00&#8217;\ub97c \ubd84\ub9ac\ud558\ub294 \uac1c\ub150\uc774\ub2e4.<\/p>\n<p>\uad6c\uccb4\uc801\uc778 \uc608: \uc0ac\ub0b4 \ud50c\ub7ab\ud3fc \ubb38\uc11c \uc5b4\uc2dc\uc2a4\ud134\ud2b8\ub97c \ub9cc\ub4e4\uc5c8\ub2e4. \ubaa8\ub378\uc5d0\uac8c \ud544\uc694\ud55c \uac8c \uc138 \uac00\uc9c0\uc600\ub2e4 \u2014 (a) \ud56d\uc0c1 \ud2b9\uc815 \uad6c\uc870\ud654\ub41c \ud3ec\ub9f7\uc73c\ub85c \ub2f5\ud558\uae30, (b) \uc2a4\ud504\ub9b0\ud2b8\ub9c8\ub2e4 \ubc14\ub00c\ub294 \ubb38\uc11c\ub97c \ub530\ub77c\uac00\uae30, (c) \ud658\uac01\ud558\ub294 \uac83\ubcf4\ub2e4 &#8220;\ubaa8\ub974\uaca0\uc2b5\ub2c8\ub2e4&#8221;\ub77c\uace0 \uc194\uc9c1\ud558\uac8c \ub9d0\ud558\uae30.<\/p>\n<p>\uc801\uc808\ud55c \ubd88\ud655\uc2e4\uc131 \ud45c\ud604\uc774 \ub2f4\uae34 \uc815\ud615\ud654\ub41c \ub2f5\ubcc0 \uc608\uc2dc\ub4e4\ub85c \uc791\uc740 \ubaa8\ub378\uc744 \ud30c\uc778\ud29c\ub2dd\ud588\ub2e4. \uadf8\uac78 \ucffc\ub9ac \uc2dc\uc810\uc5d0 \ubb38\uc11c\ub97c \uac80\uc0c9\ud558\ub294 RAG \ud30c\uc774\ud504\ub77c\uc778\uc5d0 \uc5f0\uacb0\ud588\ub2e4.<\/p>\n<p>\uacb0\uacfc\ub294 \ub458 \uc911 \ud558\ub098\ub9cc \uc37c\uc744 \ub54c\ubcf4\ub2e4 \uc88b\uc558\ub2e4. API \uc2a4\ud399\uc744 \ud658\uac01\ud558\uc9c0 \uc54a\uac8c \ub410\ub2e4(\ucee8\ud14d\uc2a4\ud2b8\uc5d0 \uc815\ud655\ud55c \uc815\ubcf4\uac00 \uc788\uc73c\ub2c8\uae4c). \ucd9c\ub825 \ud3ec\ub9f7\uc774 \uc77c\uad00\uc131 \uc788\uc5b4\uc84c\ub2e4(\ud559\uc2b5\uc73c\ub85c \uc2ec\uc5c8\uc73c\ub2c8\uae4c). \ud504\ub86c\ud504\ud2b8\ub9cc\uc73c\ub85c\ub294 \uc548\uc815\ud654\ud558\uae30 \uc5b4\ub824\uc6e0\ub358 &#8220;\ubaa8\ub974\uaca0\uc2b5\ub2c8\ub2e4&#8221; \ub3d9\uc791\uc774, \ud30c\uc778\ud29c\ub2dd \ud6c4\uc5d0\ub294 \ud6e8\uc52c \uc2e0\ub8b0\ud560 \uc218 \uc788\uac8c \ub410\ub2e4.<\/p>\n<pre><code class=\"language-python\"># \uc870\ud569\ud55c \uad6c\ud604 \u2014 \ub2e8\uc21c\ud654\ud55c \ubc84\uc804\ndef answer_with_finetuned_rag(query: str) -&gt; str:\n    # \uad00\ub828 \ubb38\uc11c \uac80\uc0c9\n    docs = retrieve_docs(query, top_k=5)\n    context = format_context(docs)\n\n    # \ud30c\uc778\ud29c\ub2dd\ub41c \ubaa8\ub378\ub85c \uc77c\uad00\uc131 \uc788\ub294 \ub2f5\ubcc0 \uc0dd\uc131\n    # ft:gpt-3.5-turbo-0125:our-org:docs-assistant:abc123 \u2014 \uc6b0\ub9ac \ud300 \uccb4\ud06c\ud3ec\uc778\ud2b8\n    response = client.chat.completions.create(\n        model=&quot;ft:gpt-3.5-turbo-0125:our-org:docs-assistant:abc123&quot;,\n        messages=[\n            {\n                &quot;role&quot;: &quot;system&quot;,\n                &quot;content&quot;: (\n                    &quot;\ub2f9\uc2e0\uc740 \ubb38\uc11c \uc5b4\uc2dc\uc2a4\ud134\ud2b8\uc785\ub2c8\ub2e4. &quot;\n                    &quot;\uc81c\uacf5\ub41c \ucee8\ud14d\uc2a4\ud2b8\uc5d0\uc11c\ub9cc \ub2f5\ud558\uc138\uc694. &quot;\n                    &quot;\ucee8\ud14d\uc2a4\ud2b8\uc5d0 \ub2f5\uc774 \uc5c6\uc73c\uba74 \uadf8\ub807\ub2e4\uace0 \uba85\uc2dc\ud558\uc138\uc694.&quot;\n                )\n            },\n            {\n                &quot;role&quot;: &quot;user&quot;,\n                &quot;content&quot;: f&quot;\ubb38\uc11c \ucee8\ud14d\uc2a4\ud2b8:\\n{context}\\n\\n\uc9c8\ubb38: {query}&quot;\n            }\n        ],\n        temperature=0.2  # \ud3ec\ub9f7 \uc77c\uad00\uc131\uc744 \uc704\ud574 \ub0ae\uac8c\n    )\n\n    return response.choices[0].message.content\n<\/code><\/pre>\n<p>\uc774\uac8c \ud56d\uc0c1 \uc815\ub2f9\ud654\ub41c\ub2e4\uace0 \ub9d0\ud558\ub294 \uac74 \uc544\ub2c8\ub2e4. \ud30c\uc778\ud29c\ub2dd\ub41c \ubaa8\ub378\uc744 \uc6b4\uc601\ud55c\ub2e4\ub294 \uac74 \uadf8 \uccb4\ud06c\ud3ec\uc778\ud2b8\ub97c \ub0b4\uac00 \uad00\ub9ac\ud574\uc57c \ud55c\ub2e4\ub294 \ub73b\uc774\ub2e4. OpenAI\uac00 \ubca0\uc774\uc2a4 \ubaa8\ub378\uc744 \ud3d0\uae30\ud558\uba74 \uc7ac\ud559\uc2b5\uc774 \ud544\uc694\ud558\ub2e4. \uadf8\uac74 \uc2e4\uc81c \uc6b4\uc601 \uc624\ubc84\ud5e4\ub4dc\ub2e4.<\/p>\n<p><strong>\uc5ec\uae30\uc11c \ubc30\uc6b4 \uac83:<\/strong> \uc870\ud569\uc774 \ubcf5\uc7a1\ub3c4\ub97c \uc815\ub2f9\ud654\ud558\ub294 \uac74, \ud504\ub86c\ud504\ud2b8\ub85c\ub294 \ud574\uacb0\ud558\uae30 \uc5b4\ub824\uc6b4 \uba85\ud655\ud55c \ub3d9\uc791 \ubb38\uc81c\uac00 \uc788\uace0, \ub3d9\uc2dc\uc5d0 \uc9c0\uc2dd \ubca0\uc774\uc2a4\uac00 \ub3d9\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ub418\ub294 \u2014 \uc774 \ub450 \uac00\uc9c0\uac00 \ubaa8\ub450 \uc131\ub9bd\ud560 \ub54c\ubfd0\uc774\ub2e4. \ud558\ub098\ub77c\ub3c4 \ud574\ub2f9 \uc548 \ub418\uba74 \ub354 \ub2e8\uc21c\ud55c \ubc29\uc2dd\uc744 \uc120\ud0dd\ud558\ub294 \uac8c \ub9de\ub2e4.<\/p>\n<h2>\uc2e4\uc81c\ub85c \uc5b4\ub5a4 \uac78 \uc368\uc57c \ud558\ub098<\/h2>\n<p>\ub2e4 \uacaa\uace0 \ub098\uc11c, \uc9c0\uae08 \ub0b4 \ud310\ub2e8 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \uaf64 \ub2e8\uc21c\ud574\uc84c\ub2e4. \uc138 \uac00\uc9c0 \uc9c8\ubb38\uc744 \uc21c\uc11c\ub300\ub85c \ub2f5\ud55c\ub2e4.<\/p>\n<p><strong>1. \uc7ac\ud559\uc2b5 \uc0ac\uc774\ud074\ubcf4\ub2e4 \ube60\ub974\uac8c \ub370\uc774\ud130\uac00 \ubc14\ub00c\ub098?<\/strong><br \/>\n\uadf8\ub807\ub2e4\uba74 RAG\uac00 \ud544\uc694\ud558\ub2e4. \uc774\uac74 \ub300\ubd80\ubd84\uc758 \ud504\ub85c\ub355\ud2b8 \uc720\uc2a4\ucf00\uc774\uc2a4\uc5d0 \ud574\ub2f9\ub41c\ub2e4 \u2014 \uc9c0\uc6d0 \ubd07, \ubb38\uc11c \uc5b4\uc2dc\uc2a4\ud134\ud2b8, \ud300\uc774 \uacc4\uc18d \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \ucf58\ud150\uce20 DB\ub97c \ub2e4\ub8e8\ub294 \uac83\ub4e4 \uc804\ubd80.<\/p>\n<p><strong>2. \ud504\ub86c\ud504\ud2b8\ub85c\ub294 \uace0\uce60 \uc218 \uc5c6\ub294 \uc77c\uad00\ub41c \ub3d9\uc791 \ubb38\uc81c\uac00 \uc788\ub098?<\/strong><br \/>\n\uc5ec\ub7ec \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8 \ubcc0\ud615\uacfc \ud4e8\uc0f7 \uc608\uc2dc\ub97c \ucda9\ubd84\ud788 \uc2dc\ub3c4\ud55c \ub4a4\uc5d0\ub3c4 \ucd9c\ub825\uc774 \uc548\uc815\ub418\uc9c0 \uc54a\ub294\ub2e4\ub294 \ub73b\uc774\ub2e4. \uadf8\ub807\ub2e4\uba74 \ud30c\uc778\ud29c\ub2dd\uc744 \uace0\ub824\ud560 \ub9cc\ud558\ub2e4. \uc9c4\uc9c0\ud55c \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc744 \uc544\uc9c1 \uc548 \ud574\ubd24\ub2e4\uba74, \uadf8\uac83\ubd80\ud130 \ud558\ub77c \u2014 \uc774\ud130\ub808\uc774\uc158\uc774 \ube60\ub974\uace0 \ube44\uc6a9\uc774 \ub0ae\ub2e4.<\/p>\n<p><strong>3. \uc131\ub2a5 \ucc28\uc774\uac00 \uc6b4\uc601 \ube44\uc6a9\uc5d0 \uac12\ud558\ub098?<\/strong><br \/>\n\uc624\ub798\ub41c \ubca0\uc774\uc2a4 \uccb4\ud06c\ud3ec\uc778\ud2b8\ub85c \ud30c\uc778\ud29c\ub2dd\ud55c \ubaa8\ub378\uc740 \ucd5c\uc2e0 \ud50c\ub798\uadf8\uc2ed \ubaa8\ub378\ubcf4\ub2e4 \ud1a0\ud070\ub2f9 \ub2e8\uac00\uac00 \ub0ae\uc744 \uc218 \uc788\ub2e4. \ud558\ub8e8\uc5d0 \uc218\ubc31\ub9cc \uac74\uc758 API \ud638\ucd9c\uc774 \uc788\ub2e4\uba74, \uc7ac\ud559\uc2b5 \ube44\uc6a9\uc744 \uac10\uc548\ud574\ub3c4 \uacbd\uc81c\uc801\uc73c\ub85c \ub9de\uc744 \uc218 \uc788\ub2e4. \uc0ac\ub0b4 \ud234\uc744 \ub9cc\ub4dc\ub294 \ub300\ubd80\ubd84\uc758 \ud300\uc5d0\uac8c\ub294 \ud574\ub2f9\ud558\uc9c0 \uc54a\ub294\ub2e4.<\/p>\n<p>\uc194\uc9c1\ud788 \ub9d0\ud55c\ub2e4. \ub0b4\uac00 \uc2e4\uc81c\ub85c \ubcf8 \ub300\ubd80\ubd84\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \u2014 \uc774\uac74 \uc77c\ubc18\ub860\uc774 \uc544\ub2c8\ub77c, \uc2e4\uc81c\ub85c \uc811\ud55c \ud504\ub85c\ub355\ud2b8 \uc774\uc57c\uae30\ub2e4 \u2014 RAG\uac00 \ub9de\ub294 \ucd9c\ubc1c\uc810\uc774\ub2e4. \ub370\uc774\ud130 \uc2e0\uc120\ub3c4 \ubb38\uc81c \ud558\ub098\ub9cc\uc73c\ub85c \uc9c0\uc2dd \uac80\uc0c9 \uc720\uc2a4\ucf00\uc774\uc2a4\uc5d0\uc11c \ud30c\uc778\ud29c\ub2dd\uc740 \ub300\ubd80\ubd84 \ud0c8\ub77d\ud55c\ub2e4. \ud30c\uc778\ud29c\ub2dd\uc5d0 \uc190\ub300\uae30 \uc804\uc5d0 \uccad\ud0b9 \uc804\ub7b5, \uc784\ubca0\ub529 <a href=\"https:\/\/blog.rebalai.com\/ko\/2026\/03\/05\/claude-vs-gpt-4o-vs-gemini-20-2026-ai\/\" title=\"\ubaa8\ub378 \uc120\ud0dd\">\ubaa8\ub378 \uc120\ud0dd<\/a>, \uac80\uc0c9 \ud488\uc9c8\uc5d0 \uba3c\uc800 \uacf5\uc744 \ub4e4\uc5ec\uc57c \ud55c\ub2e4.<\/p>\n<p>\uc608\uc678\ub294, \ud504\ub86c\ud504\ud2b8\ub85c\ub294 \uc9c0\uc815\ud558\uae30 \uc5b4\ub824\uc6b4 \ub3d9\uc791\uc774 \ud544\uc694\ud560 \ub54c\ub2e4 \u2014 \uac15\ud558\uac8c \uc81c\uc57d\ub41c \ucd9c\ub825 \uc2a4\ud0a4\ub9c8, \ud2b9\uc218\ud55c \ucd94\ub860 \ud328\ud134, \ud655\uc2e4\ud558\uac8c \uc548\uc815\uc2dc\ucf1c\uc57c \ud558\ub294 \ud1a4 \uc694\uad6c\uc0ac\ud56d. \uadf8\ub7f0 \uacbd\uc6b0\uc5d4 \ud30c\uc778\ud29c\ub2dd\uc774 \uc758\ubbf8\uac00 \uc788\ub2e4.<\/p>\n<p>\ud300 \ub204\uad70\uac00\uac00 &#8220;\ubb38\uc11c\ub97c \ubaa8\ub378\uc5d0 \ud30c\uc778\ud29c\ub2dd\ud558\uc790&#8221;\uace0 \ub9d0\ud558\uba74 \u2014 \uc774\uac78 \ud55c \ubc88 \uc774\uc0c1 \ub4e4\uc5c8\ub2e4 \u2014 &#8220;\uc5c5\ub370\uc774\ud2b8\ub418\uba74 \uc5b4\ub5bb\uac8c \ud560 \uac70\uc57c?&#8221;\ub77c\uace0 \ubb3c\uc5b4\ubd10\ub77c. \ub300\ubd80\ubd84 \uadf8 \uc9c8\ubb38\uc5d0\uc11c \uc815\ub9ac\uac00 \ub41c\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>6\uac1c\uc6d4 \uc804, \ud300\uc5d0\uc11c \uace0\uac1d \uc9c0\uc6d0 \ubd07\uc744 \ud504\ub85c\ub355\uc158\uc5d0 \uc62c\ub838\ub2e4. \uadf8 \ubd07\uc740 \uc790\uc2e0 \uc788\uac8c \uc0ac\uc6a9\uc790\ub4e4\uc5d0\uac8c \u201c\ubc18\ud488 \uae30\uac04\uc740 60\uc77c\uc785\ub2c8\ub2e4\u201d\ub77c\uace0 \ub2f5\ud588\ub2e4. \uc2e4\uc81c\ub85c\ub294 30\uc77c\uc774\uc5c8\ub2e4. 2023\ub144 \uc81c\ud488 \ubb38\uc11c\ub85c \ud30c\uc778\ud29c\ub2dd\ud55c \ubaa8\ub378\uc774\uc5c8\uace0, \uc815\ucc45\uc774 \ubc14\ub010 \uac78 \uc544\ubb34\ub3c4 \u2014 \ub098 \ud3ec\ud568\ud574\uc11c \u2014 \ud655\uc778\ud558\uc9c0 \uc54a\uc558\ub2e4.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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