{"id":41346,"date":"2026-02-05T10:04:57","date_gmt":"2026-02-05T10:04:57","guid":{"rendered":"https:\/\/www.gdsonline.tech\/?p=41346"},"modified":"2026-02-05T10:04:57","modified_gmt":"2026-02-05T10:04:57","slug":"prompt-engineering-vs-fine-tuning-kr","status":"publish","type":"post","link":"https:\/\/www.gdsonline.tech\/ko\/prompt-engineering-vs-fine-tuning-kr\/","title":{"rendered":"\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd: \uc5b4\ub5a4 \uc811\uadfc \ubc29\uc2dd\uc774 AI \ubaa8\ub378\uc5d0 \uc801\ud569\ud560\uae4c?"},"content":{"rendered":"<p data-start=\"178\" data-end=\"403\"><strong data-start=\"178\" data-end=\"198\">\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd<\/strong>\uc740 \uc0dd\uc131\ud615 AI \uc0dd\ud0dc\uacc4\uac00 \ube60\ub974\uac8c \ubc1c\uc804\ud558\ub294 \uc624\ub298\ub0a0, \uae30\uc5c5\ub4e4\uc774 \ubc18\ub4dc\uc2dc \uace0\ubbfc\ud574\uc57c \ud560 \ud575\uc2ec \uc804\ub7b5\uc785\ub2c8\ub2e4. LLM, VLM, \uadf8\ub9ac\uace0 \uba40\ud2f0\ubaa8\ub2ec AI \uc2dc\uc2a4\ud15c\uacfc \uac19\uc740 \uace0\ub3c4\ud654\ub41c \ubaa8\ub378\uc758 \ub4f1\uc7a5\uc73c\ub85c AI\uc758 \ud65c\uc6a9 \uac00\ub2a5\uc131\uc740 \ud06c\uac8c \ud655\uc7a5\ub418\uc5c8\uc9c0\ub9cc, \uc5ec\uc804\ud788 \ud558\ub098\uc758 \uc9c8\ubb38\uc774 \uc870\uc9c1\uc744 \uad34\ub86d\ud788\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc5b4\ub5bb\uac8c \uc774\ub7ec\ud55c \uac15\ub825\ud55c AI \ubaa8\ub378\uc744 \uac01 \ube44\uc988\ub2c8\uc2a4\uc758 \uad6c\uccb4\uc801\uc778 \uc694\uad6c\uc5d0 \ub9de\uac8c \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc744\uae4c?<\/p>\n<p data-start=\"405\" data-end=\"548\">\ubc14\ub85c \uc774 \uc9c0\uc810\uc5d0\uc11c <strong data-start=\"415\" data-end=\"437\">\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 vs \ud30c\uc778\ud29c\ub2dd<\/strong>\uc5d0 \ub300\ud55c \ube44\uad50\uac00 \uc911\uc694\ud574\uc9d1\ub2c8\ub2e4. \ub450 \uc811\uadfc \ubc29\uc2dd \ubaa8\ub450 AI \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\uc9c0\ub9cc, \uc801\uc6a9 \ubc29\uc2dd, \uc694\uad6c\ub418\ub294 \ub9ac\uc18c\uc2a4, \ud655\uc7a5\uc131, \uadf8\ub9ac\uace0 \uc801\ud569\ud55c \ud65c\uc6a9 \uc2dc\ub098\ub9ac\uc624 \uce21\uba74\uc5d0\uc11c \ud070 \ucc28\uc774\ub97c \ubcf4\uc785\ub2c8\ub2e4.<\/p>\n<p data-start=\"550\" data-end=\"762\">\uc62c\ubc14\ub978 \uc804\ub7b5\uc801 \uc120\ud0dd\uc744 \ub3d5\uae30 \uc704\ud574, \ubcf8 \uac00\uc774\ub4dc\ub294 <strong data-start=\"576\" data-end=\"596\">\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd<\/strong>\uc744 \uc911\uc2ec\uc73c\ub85c \uac01 \ubc29\ubc95\uc744 \uc2ec\uce35\uc801\uc73c\ub85c \ubd84\uc11d\ud569\ub2c8\ub2e4. \uac01\uac01\uc758 \uc791\ub3d9 \uc6d0\ub9ac, \uc5b8\uc81c \uc0ac\uc6a9\ud574\uc57c \ud558\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc801\uc6a9 \uc2dc \uae30\ub300\ud560 \uc218 \uc788\ub294 \ud6a8\uacfc\ub97c \uba85\ud655\ud788 \uc124\uba85\ud569\ub2c8\ub2e4. \ucd5c\uc2e0 \uc5f0\uad6c\uc640 \uc2e4\ubb34 \uc778\uc0ac\uc774\ud2b8\ub97c \ubc14\ud0d5\uc73c\ub85c, \ubcf8 \ucf58\ud150\uce20\ub294 AI \uac1c\ubc1c \ub85c\ub4dc\ub9f5\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \ucd5c\uc801\ud654 \uc804\ub7b5\uc744 \uc120\ud0dd\ud558\ub294 \ub370 \uc2e4\uc9c8\uc801\uc778 \uae30\uc900\uc744 \uc81c\uc2dc\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%ED%94%84%EB%A1%AC%ED%94%84%ED%8A%B8_%EC%97%94%EC%A7%80%EB%8B%88%EC%96%B4%EB%A7%81%EC%9D%B4%EB%9E%80_%EB%AC%B4%EC%97%87%EC%9E%85%EB%8B%88%EA%B9%8C\"><\/span><span>\ud504\ub86c\ud504\ud2b8 <\/span><span>\uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc774\ub780 <\/span>\ubb34\uc5c7\uc785\ub2c8\uae4c<span>?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc740 \uae30\ubcf8 \ubaa8\ub378 \uad6c\uc870\ub97c \uc218\uc815\ud558\uc9c0 \uc54a\uace0, \uc6d0\ud558\ub294 \ucd9c\ub825\uc744 \uc5bb\uae30 \uc704\ud574 \ud6a8\uacfc\uc801\uc778 \ud504\ub86c\ud504\ud2b8\ub97c \uc124\uacc4\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub294 \uc9c0\uc2dd\uc774 \ub9e4\uc6b0 \ud48d\ubd80\ud55c \uc870\uc218\uc640 \ud6a8\uacfc\uc801\uc73c\ub85c \uc18c\ud1b5\ud558\ub294 \ubc95\uc744 \ubc30\uc6b0\ub294 \uac83\uacfc \ube44\uc2b7\ud569\ub2c8\ub2e4. \uc9c8\ubb38\uacfc \uc9c0\uc2dc\uc758 \uc9c8\uc774 \uace7 \uc751\ub2f5\uc758 \uc9c8\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%ED%94%84%EB%A1%AC%ED%94%84%ED%8A%B8_%EC%97%94%EC%A7%80%EB%8B%88%EC%96%B4%EB%A7%81%EC%9D%98_%ED%95%B5%EC%8B%AC_%EC%9B%90%EC%B9%99\"><\/span><span>\ud504\ub86c\ud504\ud2b8 <\/span><span>\uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc758 <\/span><span>\ud575\uc2ec <\/span><span>\uc6d0\uce59<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc758 \uae30\ucd08\ub294 \ubaa8\ub378\uc5d0 \ub2e4\uc74c\uacfc \uac19\uc740 \uc785\ub825\uc744 \uc124\uacc4\ud558\ub294 \ub370 \uc788\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li><span><strong>\uba85\ud655\ud55c \ub9e5\ub77d\uacfc \uc9c0\uc2dc<\/strong>: \ubaa8\ub378\uc774 \ubb34\uc5c7\uc744 \ud574\uc57c \ud558\uace0 \uc5b4\ub5bb\uac8c \uc811\uadfc\ud574\uc57c \ud558\ub294\uc9c0 \uc124\uc815<\/span><\/li>\n<li><span><strong>\uad00\ub828\ub41c \uc608\uc2dc<\/strong>: \ud4e8\uc0f7 \ub7ec\ub2dd(few-shot learning)\uc744 \ud1b5\ud574 \uc6d0\ud558\ub294 \ucd9c\ub825 \ud615\uc2dd\uc744 \ubcf4\uc5ec\uc90c<\/span><\/li>\n<li><span><strong>\uad6c\uccb4\uc801\uc778 \uc81c\uc57d \uc870\uac74<\/strong>: \ubc94\uc704, \ud1a4, \uae38\uc774, \ud615\uc2dd \uc694\uad6c\uc0ac\ud56d\uc744 \uc815\uc758<\/span><\/li>\n<li><span><strong>\uccb4\uc778 \uc624\ube0c \uc3d8\ud2b8(chain-of-thought) \ucd94\ub860<\/strong>: \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc744 \ub2e8\uacc4\ubcc4\ub85c \ubd84\ud574\ud558\ub3c4\ub85d \uc720\ub3c4<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%EC%9D%B8%EA%B8%B0_%EC%9E%88%EB%8A%94_%ED%94%84%EB%A1%AC%ED%94%84%ED%8A%B8_%EC%97%94%EC%A7%80%EB%8B%88%EC%96%B4%EB%A7%81_%EA%B8%B0%EB%B2%95\"><\/span><span><\/span><span><\/span><strong>\uc778\uae30 \uc788\ub294 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uae30\ubc95<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone wp-image-41352 size-full\" src=\"https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-2-12.png\" alt=\"\" width=\"801\" height=\"451\" srcset=\"https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-2-12.png 801w, https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-2-12-300x169.png 300w, https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-2-12-768x432.png 768w\" sizes=\"(max-width: 801px) 100vw, 801px\" \/><\/p>\n<p><span>\ud604\ub300\uc758 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc740 \ub2e8\uc21c\ud55c \uc9c0\uc2dc\ub97c \ub118\uc5b4 \uc815\uad50\ud55c \ubc29\ubc95\ub860\uc73c\ub85c \ubc1c\uc804\ud588\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li><span><strong>\uc81c\ub85c\uc0f7 \ud504\ub86c\ud504\ud2b8<\/strong>: \uc608\uc2dc \uc5c6\uc774 \uc791\uc5c5 \uc9c0\uc2dc\ub9cc \uc81c\uacf5\ud558\uace0, \ubaa8\ub378\uc758 \uc0ac\uc804 \ud559\uc2b5\ub41c \uc9c0\uc2dd\uc5d0 \uc758\uc874\ud558\ub294 \ubc29\uc2dd<\/span><\/li>\n<li><span><strong>\ud4e8\uc0f7 \ub7ec\ub2dd<\/strong>: \uc6d0\ud558\ub294 \ub3d9\uc791\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uc785\ub825-\ucd9c\ub825 \uc30d 2~5\uac1c\ub97c \ud3ec\ud568\ud558\ub294 \ubc29\uc2dd<\/span><\/li>\n<li><span><strong>\uccb4\uc778 \uc624\ube0c \uc3d8\ud2b8 \ud504\ub86c\ud504\ud2b8<\/strong>: \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \uc911\uac04 \ucd94\ub860 \ub2e8\uacc4\ub85c \ub098\ub204\uc5b4 \ud574\uacb0\ud558\ub3c4\ub85d \uc720\ub3c4\ud558\ub294 \ubc29\uc2dd<\/span><\/li>\n<li><span><strong>\ud398\ub974\uc18c\ub098 \uae30\ubc18 \ud504\ub86c\ud504\ud2b8<\/strong>: \ubaa8\ub378\uc5d0 \ud2b9\uc815 \uc5ed\ud560\uc774\ub098 \uc804\ubb38\uc131\uc744 \ubd80\uc5ec\ud558\ub294 \ubc29\uc2dd, \uc608: \u201c\ub2f9\uc2e0\uc740 10\ub144 \uacbd\ub825\uc758 \ube44\uc988\ub2c8\uc2a4 \ubd84\uc11d\uac00\uc785\ub2c8\ub2e4\u2026\u201d<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%ED%8C%8C%EC%9D%B8%ED%8A%9C%EB%8B%9D%EC%9D%B4%EB%9E%80_%EB%AC%B4%EC%97%87%EC%9E%85%EB%8B%88%EA%B9%8C\"><\/span>\ud30c\uc778\ud29c\ub2dd\uc774\ub780 \ubb34\uc5c7\uc785\ub2c8\uae4c?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span>\ud30c\uc778\ud29c\ub2dd\uc740 AI \ucd5c\uc801\ud654\ub97c \uc704\ud55c \ub610 \ub2e4\ub978 \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c, \uc120\ubcc4\ub41c \ub3c4\uba54\uc778 \ud2b9\ud654 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud574 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ubbf8\uc138 \uc870\uc815\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 <strong>\uc9c0\ub3c4 \ud559\uc2b5<\/strong>\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uac00\uc911\uce58\ub97c \uc218\uc815\ud558\uc5ec \ud2b9\uc815 \uc791\uc5c5\uc774\ub098 \uc694\uad6c\uc0ac\ud56d\uc5d0 \ucd5c\uc801\ud654\ub41c \ub9de\ucda4\ud615 \ubc84\uc804\uc744 \ub9cc\ub4e4\uc5b4\ub0c5\ub2c8\ub2e4.<\/span><\/p>\n<p><span>\ud30c\uc778\ud29c\ub2dd\uc740 \uc77c\ubc18\uc801\uc778 \uc0ac\uc804 \ud559\uc2b5 \ubaa8\ub378\uacfc \ud2b9\uc815 \ubaa9\uc801\uc5d0 \ub9de\uac8c \uc870\uc815\ub41c \ubaa8\ub378 \uc0ac\uc774\uc758 \uac04\uadf9\uc744 \uba54\uc6cc\uc90d\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ubaa9\uc801\uc5d0 \ub530\ub77c \ud30c\uc778\ud29c\ub2dd \uc811\uadfc \ubc29\uc2dd\uc740 \ub2ec\ub77c\uc9c0\uba70, \ub300\ud45c\uc801\uc778 \uc720\ud615\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%ED%8C%8C%EC%9D%B8%ED%8A%9C%EB%8B%9D_%EC%A0%91%EA%B7%BC_%EB%B0%A9%EC%8B%9D%EC%9D%98_%EC%9C%A0%ED%98%95\"><\/span>\ud30c\uc778\ud29c\ub2dd \uc811\uadfc \ubc29\uc2dd\uc758 \uc720\ud615<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span>\ud604\ub300\uc758 \ud30c\uc778\ud29c\ub2dd\uc740 \uc5ec\ub7ec \ubc29\ubc95\ub860\uc744 \ud3ec\ud568\ud558\uba70, \uac01\uac01 \uc694\uad6c\ub418\ub294 \uc790\uc6d0\uacfc \uacb0\uacfc\uac00 \ub2e4\ub985\ub2c8\ub2e4:<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone wp-image-41355 size-full\" src=\"https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-2-copy-12.png\" alt=\"\" width=\"801\" height=\"451\" srcset=\"https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-2-copy-12.png 801w, https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-2-copy-12-300x169.png 300w, https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-2-copy-12-768x432.png 768w\" sizes=\"(max-width: 801px) 100vw, 801px\" \/><\/p>\n<ul>\n<li><span><strong>\uc804\uccb4 \ud30c\uc778\ud29c\ub2dd:<\/strong>\u00a0\ubaa8\ub4e0 \ubaa8\ub378 \ud30c\ub77c\ubbf8\ud130\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\uc5ec \ucd5c\ub300\ud55c\uc758 \ub9de\ucda4\ud654\ub97c \ub2ec\uc131\ud558\ub294 \ubc29\uc2dd. \uac00\uc7a5 \ub192\uc740 \ud488\uc9c8\uc758 \uacb0\uacfc\ub97c \uc81c\uacf5\ud558\uc9c0\ub9cc \ub9c9\ub300\ud55c \uacc4\uc0b0 \uc790\uc6d0\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 GPT-3\uc758 1,750\uc5b5 \uac1c \ud30c\ub77c\ubbf8\ud130\ub97c \ucd08\uae30 \ud559\uc2b5\ud558\ub294 \ub370 \uc57d 800\ub9cc \ub2ec\ub7ec\uac00 \uc18c\uc694\ub41c \uac83\uc73c\ub85c \ucd94\uc815\ub429\ub2c8\ub2e4.<\/span><\/li>\n<li><span><strong>\ub9e4\uac1c\ubcc0\uc218 \ud6a8\uc728\uc801 \ud30c\uc778\ud29c\ub2dd(PEFT)<\/strong>: LoRA(Low-Rank Adaptation)\uc640 \uac19\uc740 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud574 \uac00\uc7a5 \uad00\ub828\uc131 \ub192\uc740 \ud30c\ub77c\ubbf8\ud130\ub9cc \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \ubc29\uc2dd. \uacc4\uc0b0 \uc694\uad6c\ub7c9\uc744 \ud06c\uac8c \uc904\uc774\uba74\uc11c\ub3c4 \uc131\ub2a5\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc870\uc9c1\uc740 \ub2e8\uc21c\ud55c \ud558\ub4dc\uc6e8\uc5b4 \ud658\uacbd\uc5d0\uc11c\ub3c4 \ubaa8\ub378\uc744 \ud30c\uc778\ud29c\ub2dd\ud560 \uc218 \uc788\uc5b4 \ub9de\ucda4\ud654 \uc811\uadfc\uc744 \ubbfc\uc8fc\ud654\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li><span><strong>\uc9c0\ub3c4 \ud30c\uc778\ud29c\ub2dd(SFT)<\/strong>: \ub77c\ubca8\ub9c1\ub41c \uc785\ub825-\ucd9c\ub825 \uc30d\uc73c\ub85c \ud559\uc2b5\ud558\uc5ec \ud2b9\uc815 \uc791\uc5c5 \ud589\ub3d9(\uc608: \ubd84\ub958, \uc694\uc57d, \uac1c\uccb4 \uc778\uc2dd)\uc744 \uac00\ub974\uce58\ub294 \ubc29\uc2dd. \ube44\uc988\ub2c8\uc2a4 \uc751\uc6a9\uc5d0\uc11c \uac00\uc7a5 \ud754\ud788 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/li>\n<li><span><strong>\uc9c0\uc2dc\uc5b4 \ud30c\uc778\ud29c\ub2dd<\/strong>: \ub2e4\uc591\ud55c \uc9c0\uc2dc-\uc751\ub2f5 \ub370\uc774\ud130\ub85c \ud559\uc2b5\ud558\uc5ec \ubaa8\ub378\uc774 \uba85\ub839\uc744 \ub354 \uc548\uc815\uc801\uc73c\ub85c \ub530\ub974\ub3c4\ub85d \ucd5c\uc801\ud654\ud558\ub294 \ubc29\uc2dd. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \uba85\ub839\uc744 \uc77c\uad00\ub418\uac8c \uc774\ud574\ud558\uace0 \uc2e4\ud589\ud558\ub294 \ub2a5\ub825\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p><span>\uc790\uc138\ud788 <\/span><span>\uc54c\uc544\ubcf4\uae30: <a href=\"https:\/\/www.gdsonline.tech\/ko\/sft-vs-rlhf-kr\/\" target=\"_blank\" rel=\"noopener\">SFT\uc640 RLHF: \ucd5c\uc801\uc758 AI \ud559\uc2b5 \ubc29\ubc95 \uc120\ud0dd | 2025<\/a><\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%ED%8C%8C%EC%9D%B8%ED%8A%9C%EB%8B%9D%EC%97%90%EC%84%9C_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EB%9D%BC%EB%B2%A8%EB%A7%81%EC%9D%98_%EC%A4%91%EC%9A%94%EC%84%B1\"><\/span><span>\ud30c\uc778\ud29c\ub2dd\uc5d0\uc11c <\/span><span>\ub370\uc774\ud130 <\/span><span>\ub77c\ubca8\ub9c1\uc758 <\/span><span>\uc911\uc694\uc131<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span>\uc5b4\ub5a4 \ud30c\uc778\ud29c\ub2dd \uc811\uadfc \ubc29\uc2dd\uc774\ub4e0 \uc131\uacf5 \uc5ec\ubd80\ub294 <strong>\ub370\uc774\ud130 \ud488\uc9c8<\/strong>\uc5d0 \ub2ec\ub824 \uc788\uc2b5\ub2c8\ub2e4. \uace0\ud488\uc9c8\uc758 \ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130\uc14b\uc740 \ubaa8\ub378\uc774 \uc815\ud655\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ucd9c\ub825\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. LLM, VLM \ud559\uc2b5\uc774\ub098 \uba40\ud2f0\ubaa8\ub2ec AI \uc2dc\uc2a4\ud15c\uc5d0 \ud22c\uc790\ud558\ub294 \uc870\uc9c1\uc740 \ub2e4\uc74c \uc694\uc18c\ub97c \uc6b0\uc120\uc2dc\ud574\uc57c \ud569\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li><span><strong>\ub3c4\uba54\uc778 \uc804\ubb38\uc131<\/strong>: \uc8fc\uc11d(Annotation) \uc804\ubb38\uac00\uac00 \uae4a\uc740 \ub3c4\uba54\uc778 \uc9c0\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c \ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130\uc14b\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li><span><strong>\uc77c\uad00\uc131<\/strong>: \uba85\ud655\ud55c \uc8fc\uc11d \uc9c0\uce68\uc740 \ub77c\ubca8 \ubd88\uc77c\uce58\ub97c \ubc29\uc9c0\ud558\uc5ec \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \ubaa8\ub378\uc774 \ud63c\ub780\uc2a4\ub7ec\uc6cc\uc9c0\ub294 \uac83\uc744 \ub9c9\uc2b5\ub2c8\ub2e4. \uc791\uc740 \ub77c\ubca8\ub9c1 \ucc28\uc774\uc870\ucc28\ub3c4 \ubaa8\ub378 \uc131\ub2a5\uc5d0 \ud070 \uc601\ud5a5\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li><span><strong>\ud655\uc7a5\uc131<\/strong>: \ud6a8\uacfc\uc801\uc778 \ud30c\uc778\ud29c\ub2dd\uc5d0\ub294 \uc218\ubc31\uc5d0\uc11c \uc218\ucc9c \uac1c\uc758 \uace0\ud488\uc9c8 \ub77c\ubca8\ub9c1 \uc608\uc81c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc815\ud655\ud55c \uc218\ub7c9\uc740 \uc791\uc5c5\uc758 \ubcf5\uc7a1\uc131\uacfc \uc6d0\ud558\ub294 \uc131\ub2a5 \uc218\uc900\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%ED%94%84%EB%A1%AC%ED%94%84%ED%8A%B8_%EC%97%94%EC%A7%80%EB%8B%88%EC%96%B4%EB%A7%81_vs_%ED%8C%8C%EC%9D%B8%ED%8A%9C%EB%8B%9D_%EC%96%B4%EB%96%BB%EA%B2%8C_%EC%96%B8%EC%A0%9C_%EC%98%AC%EB%B0%94%EB%A5%B8_%EC%A0%91%EA%B7%BC_%EB%B0%A9%EC%8B%9D%EC%9D%84_%EC%84%A0%ED%83%9D%ED%95%A9%EB%8B%88%EA%B9%8C\"><\/span>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 vs \ud30c\uc778\ud29c\ub2dd: \uc5b4\ub5bb\uac8c, \uc5b8\uc81c \uc62c\ubc14\ub978 \uc811\uadfc \ubc29\uc2dd\uc744 \uc120\ud0dd\ud569\ub2c8\uae4c?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd \uc911 \uc5b4\ub290 \uac83\uc744 \uc120\ud0dd\ud560\uc9c0\ub294 \uc27d\uc9c0 \uc54a\uc740 \uacb0\uc815\uc774\uba70, \uc0c1\ub2f9\ud788 \ub3c4\uc804\uc801\uc785\ub2c8\ub2e4. \uac01 \uc811\uadfc \ubc29\uc2dd\uc774 \ube5b\uc744 \ubc1c\ud558\ub294 \uc21c\uac04\uc744 \uc774\ud574\ud558\uba74 \uc131\ub2a5\uacfc \uc790\uc6d0 \ud65c\uc6a9\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<div>\n<table>\n<thead>\n<tr>\n<th><span>\uad6c\ubd84<\/span><\/th>\n<th><span>\ud504\ub86c\ud504\ud2b8 <\/span><span>\uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/span><\/th>\n<th><span>\ud30c\uc778\ud29c\ub2dd<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong><span>\uc815\uc758<\/span><\/strong><\/td>\n<td><span>\ubaa8\ub378 <\/span><span>\uac00\uc911\uce58\ub97c <\/span><span>\ubcc0\uacbd\ud558\uc9c0 <\/span><span>\uc54a\uace0 <\/span><span>\uc751\ub2f5\uc744 <\/span><span>\uc720\ub3c4\ud558\uae30 <\/span><span>\uc704\ud574 <\/span><span>\ud504\ub86c\ud504\ud2b8\ub97c <\/span><span>\uc124\uacc4\u00b7\ucd5c\uc801\ud654<\/span><\/td>\n<td><span>\ub3c4\uba54\uc778 <\/span><span>\ud2b9\ud654 <\/span><span>\uc791\uc5c5\uc744 <\/span><span>\uc704\ud574 <\/span><span>\ub9de\ucda4\ud615 <\/span><span>\ub370\uc774\ud130\uc14b\uc73c\ub85c <\/span><span>\ubaa8\ub378 <\/span><span>\ud30c\ub77c\ubbf8\ud130\ub97c <\/span><span>\ud559\uc2b5<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span>\uc801\ud569\ud55c <\/span><span>\uacbd\uc6b0<\/span><\/strong><\/td>\n<td><span>\ube60\ub978 <\/span><span>\uac1c\uc120, <\/span><span>\uc77c\ubc18 <\/span><span>\uc791\uc5c5, <\/span><span>\ud504\ub85c\ud1a0\ud0c0\uc785, <\/span><span>\ube44\ud575\uc2ec <\/span><span>\uc0ac\uc6a9 <\/span><span>\uc0ac\ub840<\/span><\/td>\n<td><span>\ub3c4\uba54\uc778 <\/span><span>\ud2b9\ud654 <\/span><span>\uc791\uc5c5, <\/span><span>\uc804\ubb38 <\/span><span>\uc9c0\uc2dd, <\/span><span>\ub192\uc740 <\/span><span>\uc815\ud655\ub3c4\uac00 <\/span><span>\ud544\uc694\ud55c <\/span><span>\uae30\uc5c5\uc6a9 <\/span><span>\uc0ac\ub840<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span>\ub370\uc774\ud130 <\/span><span>\uc694\uad6c\uc0ac\ud56d<\/span><\/strong><\/td>\n<td><span>\ud544\uc694 <\/span><span>\uc5c6\uc74c<\/span><\/td>\n<td><span>\uace0\ud488\uc9c8 <\/span><span>\ub77c\ubca8\ub9c1 <\/span><span>\ub370\uc774\ud130\uc14b <\/span><span>\ud544\uc694<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span>\ud655\uc7a5\uc131 <\/span><span>&amp; <\/span><span>\uc77c\uad00\uc131<\/span><\/strong><\/td>\n<td><span>\ud504\ub86c\ud504\ud2b8\uac00 <\/span><span>\ubcf5\uc7a1\ud574\uc9c8\uc218\ub85d <\/span><span>\uacb0\uacfc\uac00 <\/span><span>\ubd88\uc548\uc815\ud560 <\/span><span>\uc218 <\/span><span>\uc788\uc74c<\/span><\/td>\n<td><span>\ud30c\uc778\ud29c\ub2dd <\/span><span>\ud6c4\uc5d0\ub294 <\/span><span>\ub192\uc740 <\/span><span>\ud655\uc7a5\uc131\uacfc <\/span><span>\uc77c\uad00\uc131 <\/span><span>\uc81c\uacf5<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span>\uc131\ub2a5<\/span><\/strong><\/td>\n<td><span>\uc911\uac04 <\/span><span>\uc218\uc900 <\/span><span>\uac1c\uc120<\/span><\/td>\n<td><span>\ud2c8\uc0c8\/\ubcf5\uc7a1\ud55c <\/span><span>\uc791\uc5c5\uc5d0\uc11c <\/span><span>\ud070 <\/span><span>\ud3ed\uc758 <\/span><span>\uac1c\uc120 <\/span><span>\uac00\ub2a5<\/span><\/td>\n<\/tr>\n<tr>\n<td><strong><span>\uc774\uc0c1\uc801\uc778 <\/span><span>\uc791\uc5c5 <\/span><span>\ubcf5\uc7a1\uc131<\/span><\/strong><\/td>\n<td><span>\uc77c\ubc18\uc801~\uc911\uac04 <\/span><span>\uc815\ub3c4 <\/span><span>\ubcf5\uc7a1\ud55c <\/span><span>\uc791\uc5c5<\/span><\/td>\n<td><span>\ub9e4\uc6b0 <\/span><span>\ubcf5\uc7a1\ud558\uace0 <\/span><span>\uc804\ubb38\ud654\ub41c <\/span><span>\uc791\uc5c5<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"%EC%9D%98%EC%82%AC%EA%B2%B0%EC%A0%95_%ED%94%84%EB%A0%88%EC%9E%84%EC%9B%8C%ED%81%AC_%ED%94%84%EB%A1%AC%ED%94%84%ED%8A%B8_%EC%97%94%EC%A7%80%EB%8B%88%EC%96%B4%EB%A7%81_vs_%ED%8C%8C%EC%9D%B8%ED%8A%9C%EB%8B%9D_%EC%96%B8%EC%A0%9C_%EC%96%B4%EB%96%A4_%EC%A0%91%EA%B7%BC%EC%9D%84_%EC%82%AC%EC%9A%A9%ED%95%A9%EB%8B%88%EA%B9%8C\"><\/span>\uc758\uc0ac\uacb0\uc815 \ud504\ub808\uc784\uc6cc\ud06c: \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 vs \ud30c\uc778\ud29c\ub2dd, \uc5b8\uc81c \uc5b4\ub5a4 \uc811\uadfc\uc744 \uc0ac\uc6a9\ud569\ub2c8\uae4c?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd\uc744 \ud3c9\uac00\ud560 \ub54c \uace0\ub824\ud574\uc57c \ud560 \ud575\uc2ec \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone wp-image-41358 size-full\" src=\"https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-2-copy-2-10.png\" alt=\"\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd\" width=\"801\" height=\"451\" srcset=\"https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-2-copy-2-10.png 801w, https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-2-copy-2-10-300x169.png 300w, https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-2-copy-2-10-768x432.png 768w\" sizes=\"(max-width: 801px) 100vw, 801px\" \/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%EC%84%B1%EB%8A%A5_%EC%9A%94%EA%B5%AC%EC%82%AC%ED%95%AD\"><\/span>\uc131\ub2a5 \uc694\uad6c\uc0ac\ud56d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span><strong>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc744 \uc0ac\uc6a9\ud560 \ub54c:<\/strong><\/span><\/p>\n<ul>\n<li><span>\ub300\ubd80\ubd84\uc758 \uacbd\uc6b0 \u201c\ucda9\ubd84\ud788 \uad1c\ucc2e\uc740\u201d \uc131\ub2a5\uc774 \ud544\uc694\ud560 \ub54c<\/span><\/li>\n<li><span>\uac00\ub054 \ubc1c\uc0dd\ud558\ub294 \ubd88\uc77c\uce58\ub97c \ud5c8\uc6a9\ud560 \uc218 \uc788\uc744 \ub54c<\/span><\/li>\n<li><span>\ud504\ub86c\ud504\ud2b8 \ubc18\ubcf5(iteration)\uc73c\ub85c \uc608\uc678 \ucf00\uc774\uc2a4\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc744 \ub54c<\/span><\/li>\n<\/ul>\n<p><span><strong>\ud30c\uc778\ud29c\ub2dd\uc744 \uc0ac\uc6a9\ud560 \ub54c:<\/strong><\/span><\/p>\n<ul>\n<li><span>\uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \ud56d\uc0c1 95% \uc774\uc0c1\uc758 \uc815\ud655\ub3c4\ub97c \uc694\uad6c\ud560 \ub54c<\/span><\/li>\n<li><span>\uc624\ub958\uac00 \uc758\ub8cc, \ubc95\ub960, \uae08\uc735 \ub4f1\uc5d0\uc11c \uc2ec\uac01\ud55c \uacb0\uacfc\ub97c \ucd08\ub798\ud560 \uc218 \uc788\uc744 \ub54c<\/span><\/li>\n<li><span>\ub300\uaddc\ubaa8 \ud658\uacbd\uc5d0\uc11c \uc608\uce21 \uac00\ub2a5\ud558\uace0 \uacb0\uc815\ub860\uc801(deterministic) \ub3d9\uc791\uc774 \ud544\uc694\ud560 \ub54c<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%EB%8D%B0%EC%9D%B4%ED%84%B0_%ED%8A%B9%EC%84%B1\"><\/span>\ub370\uc774\ud130 \ud2b9\uc131<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span><strong>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc744 \uc0ac\uc6a9\ud560 \ub54c:<\/strong><\/span><\/p>\n<ul>\n<li><span>\uad00\ub828 \uc815\ubcf4\uac00 \ucee8\ud14d\uc2a4\ud2b8 \uc708\ub3c4\uc6b0\uc5d0 \ub4e4\uc5b4\uac08 \uc218 \uc788\uc744 \ub54c<\/span><\/li>\n<li><span>\ub370\uc774\ud130\uac00 \ub300\ubd80\ubd84 \uacf5\uac1c\ub418\uc5b4 \uc788\uac70\ub098 \uc678\ubd80 \ucc38\uc870\uac00 \uac00\ub2a5\ud560 \ub54c<\/span><\/li>\n<li><span>\uc815\ubcf4\uac00 \uc790\uc8fc \ubcc0\uacbd\ub418\uba70 \uc2e4\uc2dc\uac04 \uc5c5\ub370\uc774\ud2b8\uac00 \ud544\uc694\ud560 \ub54c<\/span><\/li>\n<\/ul>\n<p><span><strong>\ud30c\uc778\ud29c\ub2dd\uc744 \uc0ac\uc6a9\ud560 \ub54c:<\/strong><\/span><\/p>\n<ul>\n<li><span>\ub3c4\uba54\uc778\uc744 \ub300\ud45c\ud558\ub294 \ub3c5\uc810 \ub370\uc774\ud130\uc14b\uc744 \ubcf4\uc720\ud558\uace0 \uc788\uc744 \ub54c<\/span><\/li>\n<li><span>\uace0\ud488\uc9c8 \ub77c\ubca8\ub9c1\ub41c \uc608\uc81c\uac00 \ucda9\ubd84\ud788 \uc788\uc744 \ub54c<\/span><\/li>\n<li><span>\ud2b9\uc815 \ud328\ud134\uc744 \uac80\uc0c9\uc774 \uc544\ub2cc \ud559\uc2b5\uc744 \ud1b5\ud574 \ubaa8\ub378\uc774 \uc2b5\ub4dd\ud574\uc57c \ud560 \ub54c<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%EC%9C%A0%EC%97%B0%EC%84%B1_%EB%B0%8F_%EB%B0%98%EB%B3%B5_%EC%86%8D%EB%8F%84\"><\/span>\uc720\uc5f0\uc131 \ubc0f \ubc18\ubcf5 \uc18d\ub3c4<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span><strong>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc744 \uc0ac\uc6a9\ud560 \ub54c:<\/strong><\/span><\/p>\n<ul>\n<li><span>\uc694\uad6c\uc0ac\ud56d\uc774 \uc790\uc8fc \ubcc0\uacbd\ub420 \ub54c<\/span><\/li>\n<li><span>\uc5ec\ub7ec \uc811\uadfc \ubc29\uc2dd\uc744 \ube60\ub974\uac8c \ud14c\uc2a4\ud2b8\ud574\uc57c \ud560 \ub54c<\/span><\/li>\n<li><span>\uc0ac\uc6a9\uc790\ub9c8\ub2e4 \ub2e4\ub978 \ubaa8\ub378 \ub3d9\uc791\uc774 \ud544\uc694\ud560 \ub54c<\/span><\/li>\n<\/ul>\n<p><span><strong>\ud30c\uc778\ud29c\ub2dd\uc744 \uc0ac\uc6a9\ud560 \ub54c:<\/strong><\/span><\/p>\n<ul>\n<li><span>\uc694\uad6c\uc0ac\ud56d\uc774 \uba85\ud655\ud558\uace0 \uc548\uc815\uc801\uc77c \ub54c<\/span><\/li>\n<li><span>\ubaa8\ub4e0 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc77c\uad00\uc131\uc774 \uc911\uc694\ud55c \uacbd\uc6b0<\/span><\/li>\n<li><span>\uc7a5\uae30\uc801\uc778 \ud504\ub85c\ub355\uc158 \ubc30\ud3ec\ub97c \ucd5c\uc801\ud654\ud560 \ub54c<\/span><\/li>\n<li>RAG: \uc81c3\uc758 \uae38<\/li>\n<\/ul>\n<p><span>\ucd5c\uadfc \uc5f0\uad6c\ub294 <strong>RAG vs \ud30c\uc778\ud29c\ub2dd vs \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/strong>\uc744 \uc644\uc804\ud55c \uc758\uc0ac\uacb0\uc815 \uacf5\uac04\uc73c\ub85c \uac15\uc870\ud569\ub2c8\ub2e4. <strong>RAG(Retrieval-Augmented Generation)<\/strong>\ub294 LLM\uc758 \ub2a5\ub825\uacfc \uc678\ubd80 \uc9c0\uc2dd \uac80\uc0c9\uc744 \uacb0\ud569\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span><strong>RAG\ub97c \uc0ac\uc6a9\ud560 \ub54c:<\/strong><\/span><\/p>\n<ul>\n<li><span>\ub300\uaddc\ubaa8, \uc790\uc8fc \uc5c5\ub370\uc774\ud2b8\ub418\ub294 \uc9c0\uc2dd\ubca0\uc774\uc2a4\uc5d0 \uc811\uadfc\ud574\uc57c \ud560 \ub54c<\/span><\/li>\n<li><span>\uc815\ubcf4\uac00 \ub108\ubb34 \ubc29\ub300\ud558\uc5ec \ud504\ub86c\ud504\ud2b8 \ucee8\ud14d\uc2a4\ud2b8 \uc708\ub3c4\uc6b0\uc5d0 \ub2f4\uae30 \uc5b4\ub824\uc6b8 \ub54c<\/span><\/li>\n<li><span>\uc0ac\uc2e4 \uc815\ud655\uc131\uacfc \ucd9c\ucc98 \uba85\uc2dc\uac00 \uc911\uc694\ud55c \uacbd\uc6b0<\/span><\/li>\n<li><span>\uc7ac\ud559\uc2b5 \uc5c6\uc774 \uc9c0\uc2dd\uc744 \uc720\uc5f0\ud558\uac8c \uc5c5\ub370\uc774\ud2b8\ud574\uc57c \ud560 \ub54c<\/span><\/li>\n<\/ul>\n<p><span><strong>RAG\uc758 \uc791\ub3d9 \ubc29\uc2dd:<\/strong> RAG \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790 \ucffc\ub9ac\uc5d0 \ub530\ub77c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub098 \ubb38\uc11c \uc800\uc7a5\uc18c\uc5d0\uc11c \uad00\ub828 \uc815\ubcf4\ub97c \uac80\uc0c9\ud55c \ub4a4, \uc774\ub97c \ud504\ub86c\ud504\ud2b8\uc5d0 \ucd94\uac00\ud558\uc5ec \uc751\ub2f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ud2b9\ud788 \ub2e4\uc74c\uacfc \uac19\uc740 \ubd84\uc57c\uc5d0\uc11c \uac15\ub825\ud569\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li><span>\uae30\uc5c5 \uc9c0\uc2dd \uad00\ub9ac \uc2dc\uc2a4\ud15c<\/span><\/li>\n<li><span>\ubc29\ub300\ud55c \uc81c\ud488 \ubb38\uc11c\ub97c \ud65c\uc6a9\ud558\ub294 \uace0\uac1d \uc9c0\uc6d0<\/span><\/li>\n<li><span>\uacfc\ud559 \ubb38\ud5cc \uc811\uadfc\uc774 \ud544\uc694\ud55c \uc5f0\uad6c \ubcf4\uc870 \ub3c4\uad6c<\/span><\/li>\n<li><span>\uc815\ubcf4\uc758 \ucd5c\uc2e0\uc131\uc774 \ud575\uc2ec\uc778 \ubaa8\ub4e0 \uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%ED%94%84%EB%A1%AC%ED%94%84%ED%8A%B8_%EC%97%94%EC%A7%80%EB%8B%88%EC%96%B4%EB%A7%81%EA%B3%BC_%ED%8C%8C%EC%9D%B8%ED%8A%9C%EB%8B%9D%EC%97%90_%EB%8C%80%ED%95%9C_%EC%9E%90%EC%A3%BC_%EB%AC%BB%EB%8A%94_%EC%A7%88%EB%AC%B8\"><\/span><span>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd\uc5d0 \ub300\ud55c \uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span><strong>1. \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd\uc758 \uc8fc\uc694 \ucc28\uc774\uc810\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<\/strong> \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc740 \ubaa8\ub378 \uc790\uccb4\ub97c \ubcc0\uacbd\ud558\uc9c0 \uc54a\uace0 \uc785\ub825\uc744 \ucd5c\uc801\ud654\ud558\uc5ec \uc6d0\ud558\ub294 \ub3d9\uc791\uc744 \uc720\ub3c4\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \ubc18\uba74 \ud30c\uc778\ud29c\ub2dd\uc740 \ub3c4\uba54\uc778 \ud2b9\ud654 \ub370\uc774\ud130\ub85c \ucd94\uac00 \ud559\uc2b5\uc744 \uc9c4\ud589\ud574 \ubaa8\ub378\uc758 \ub0b4\ubd80 \ud30c\ub77c\ubbf8\ud130\ub97c \uc218\uc815\ud569\ub2c8\ub2e4. \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc740 \ub354 \ube60\ub974\uace0 \uc720\uc5f0\ud558\uba70, \ud30c\uc778\ud29c\ub2dd\uc740 \ub354 \uae4a\uc740 \ub9de\ucda4\ud654\uc640 \uc77c\uad00\ub41c \uc131\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span><strong>2. \uc5b8\uc81c \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ub300\uc2e0 \ud30c\uc778\ud29c\ub2dd\uc744 \uc0ac\uc6a9\ud574\uc57c \ud558\ub098\uc694?<\/strong> \ud30c\uc778\ud29c\ub2dd\uc740 \uc0ac\uc804 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \uc798 \ubc18\uc601\ub418\uc9c0 \uc54a\uc740 \uace0\ub3c4\ub85c \uc804\ubb38\ud654\ub41c \ub3c4\uba54\uc778 \uc9c0\uc2dd\uc774 \ud544\uc694\ud560 \ub54c, \ud56d\uc0c1 95% \uc774\uc0c1\uc758 \uc815\ud655\ub3c4\uac00 \uc694\uad6c\ub420 \ub54c, \uadf8\ub9ac\uace0 \ud559\uc2b5\uc744 \uc2e4\ud589\ud560 \uc218 \uc788\ub294 \ucef4\ud4e8\ud305 \uc790\uc6d0\uacfc ML \uc804\ubb38\uc131\uc744 \uac16\ucd94\uc5c8\uc744 \ub54c \uc801\ud569\ud569\ub2c8\ub2e4. \ud2b9\ud788 \uc77c\uad00\uc131\uacfc \uae4a\uc740 \uc804\ubb38\uc131\uc774 \uc790\uc6d0 \ud22c\uc790\ub97c \uc815\ub2f9\ud654\ud558\ub294 \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0\uc11c \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.<\/span><\/p>\n<p><span><strong>3. \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd\uc744 \uacb0\ud569\ud560 \uc218 \uc788\ub098\uc694?<\/strong> \ubb3c\ub860 \uac00\ub2a5\ud569\ub2c8\ub2e4. \ub9ce\uc740 \uace0\uae09 AI \uc2dc\uc2a4\ud15c\uc740 \ud30c\uc778\ud29c\ub2dd\uc744 \ud1b5\ud574 \uae30\ubcf8 \ub2a5\ub825\uacfc \ubaa8\ub378 \ud589\ub3d9\uc744 \uc124\uc815\ud55c \ub4a4, \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc744 \uc801\uc6a9\ud574 \uc0ac\uc6a9\uc790 \ub9de\ucda4\ud615 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5\uc744 \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ubc95\ub960 \ubb38\uc11c \ubd84\uc11d\uc744 \uc704\ud574 \ubaa8\ub378\uc744 \ud30c\uc778\ud29c\ub2dd\ud55c \ud6c4, \ud2b9\uc815 \uacc4\uc57d \uc720\ud615\uc774\ub098 \uad00\ud560 \uad6c\uc5ed\uc744 \uc9c0\uc815\ud558\ub294 \ud504\ub86c\ud504\ud2b8\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span><strong>4. \ud30c\uc778\ud29c\ub2dd\uc5d0\uc11c \ub370\uc774\ud130 \ub77c\ubca8\ub9c1\uc740 \uc5b4\ub5a4 \uc5ed\ud560\uc744 \ud558\ub098\uc694?<\/strong> \ub370\uc774\ud130 \ub77c\ubca8\ub9c1\uc740 \uc131\uacf5\uc801\uc778 \ud30c\uc778\ud29c\ub2dd\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4. \uace0\ud488\uc9c8 \ub77c\ubca8\ub9c1 \ub370\uc774\ud130\uc14b\uc740 \ubaa8\ub378\uc774 \ub3c4\uba54\uc778 \ud2b9\uc720\uc758 \ud328\ud134\uacfc \uad00\uacc4\ub97c \ud559\uc2b5\ud558\ub3c4\ub85d \ud569\ub2c8\ub2e4. LLM \ud559\uc2b5\uc5d0\uc11c\ub294 \ubd84\ub958, \uac1c\uccb4 \uc778\uc2dd, \uc9c0\uc2dc \uc218\ud589\uacfc \uac19\uc740 \uc791\uc5c5\uc744 \uc704\ud574 \ud14d\uc2a4\ud2b8\ub97c \uc8fc\uc11d \ucc98\ub9ac\ud569\ub2c8\ub2e4. VLM \ubc0f \uba40\ud2f0\ubaa8\ub2ec AI\uc5d0\uc11c\ub294 \uc774\ubbf8\uc9c0 \uc8fc\uc11d, \ube44\ub514\uc624 \ubd84\ud560, \ud06c\ub85c\uc2a4\ubaa8\ub2ec \ub300\uc751\uae4c\uc9c0 \ud655\uc7a5\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p><span><strong>5. RAG\ub294 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd\uc5d0 \ube44\ud574 \uc5b4\ub5a4 \uc704\uce58\uc5d0 \uc788\ub098\uc694?<\/strong> RAG(Retrieval-Augmented Generation)\ub294 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd \uc0ac\uc774\uc758 \uc911\uac04 \uc9c0\uc810\uc5d0 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\uc804 \ud559\uc2b5\ub41c \uc9c0\uc2dd\uc5d0\ub9cc \uc758\uc874\ud558\uac70\ub098 \uc7ac\ud559\uc2b5\uc744 \uc694\uad6c\ud558\uc9c0 \uc54a\uace0, \uc678\ubd80 \uc9c0\uc2dd\ubca0\uc774\uc2a4\uc5d0\uc11c \uad00\ub828 \uc815\ubcf4\ub97c \uac80\uc0c9\ud574 \ubaa8\ub378 \ub2a5\ub825\uc744 \ud655\uc7a5\ud569\ub2c8\ub2e4. RAG\ub294 \ubc29\ub300\ud55c \ucd5c\uc2e0 \uc815\ubcf4\uc5d0 \uc811\uadfc\ud574\uc57c \ud560 \ub54c \uc774\uc0c1\uc801\uc774\uba70, \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\ubcf4\ub2e4 \uc0ac\uc2e4 \uc815\ud655\uc131\uc774 \ub6f0\uc5b4\ub098\uace0 \ud30c\uc778\ud29c\ub2dd\ubcf4\ub2e4 \ub354 \uc720\uc5f0\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%ED%94%84%EB%A1%AC%ED%94%84%ED%8A%B8_%EC%97%94%EC%A7%80%EB%8B%88%EC%96%B4%EB%A7%81%EA%B3%BC_%ED%8C%8C%EC%9D%B8%ED%8A%9C%EB%8B%9D_%EB%8D%94_%EC%8A%A4%EB%A7%88%ED%8A%B8%ED%95%9C_AI_%EB%AA%A8%EB%8D%B8_%EC%B5%9C%EC%A0%81%ED%99%94_%EC%A0%84%EB%9E%B5\"><\/span><span>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd<\/span>: \ub354 \uc2a4\ub9c8\ud2b8\ud55c AI \ubaa8\ub378 \ucd5c\uc801\ud654 \uc804\ub7b5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd \uc911 \uc5b4\ub5a4 \uac83\uc744 \uc120\ud0dd\ud560\uc9c0\ub294 \uae30\ubcf8\uc801\uc73c\ub85c <strong>\uc0ac\uc6a9 \uc0ac\ub840\uc640 \uc131\ub2a5 \uc694\uad6c\uc0ac\ud56d<\/strong>\uc5d0 \ub2ec\ub824 \uc788\uc2b5\ub2c8\ub2e4. \ubcf4\ud3b8\uc801\uc778 \u201c\uc2b9\uc790\u201d\ub294 \uc5c6\uc73c\uba70, \ubaa8\ub4e0 \uacfc\uc81c\uc5d0 \ub9de\ub294 \uc62c\ubc14\ub978 \uc811\uadfc \ubc29\uc2dd\ub9cc \uc874\uc7ac\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span>\uac01 \ubc29\ubc95(\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 vs \ud30c\uc778\ud29c\ub2dd)\uc744 \uc5b8\uc81c, \uc5b4\ub5bb\uac8c \uc801\uc6a9\ud574\uc57c \ud558\ub294\uc9c0\ub97c \uc774\ud574\ud558\uba74 AI \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ub354 \ud070 \uac00\uce58\ub97c \ub04c\uc5b4\ub0b4\uace0 \uc2e4\uc81c \ud658\uacbd\uc5d0\uc11c \uc548\uc815\uc801\uc73c\ub85c \uc131\ub2a5\uc744 \ubc1c\ud718\ud558\ub3c4\ub85d \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span>AI \ucd5c\uc801\ud654 \uc5ec\uc815\uc5d0\uc11c\ub294 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc73c\ub85c \uac04\ub2e8\ud788 \uc2dc\uc791\ud574 \ud30c\uc778\ud29c\ub2dd\uc73c\ub85c \ud655\uc7a5\ud558\uace0, \uacb0\uacfc\ub97c \uc2e0\uc911\ud788 \uce21\uc815\ud558\uba70, \uc131\ub2a5 \uaca9\ucc28\uac00 \ud22c\uc790 \uac00\uce58\uac00 \uc788\uc744 \ub54c\ub9cc \ub354 \uc815\uad50\ud55c \uae30\ubc95\uc73c\ub85c \ud655\uc7a5\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. AI \ubd84\uc57c\ub294 \ube60\ub974\uac8c \uc9c4\ud654\ud558\uace0 \uc788\uc73c\uba70 \uc0c8\ub85c\uc6b4 \uae30\ubc95\uacfc \ub3c4\uad6c\uac00 \uc9c0\uc18d\uc801\uc73c\ub85c \ub4f1\uc7a5\ud569\ub2c8\ub2e4. \ucd5c\uc2e0 \uc815\ubcf4\ub97c \uc720\uc9c0\ud558\uace0, \ub04a\uc784\uc5c6\uc774 \uc2e4\ud5d8\ud558\uba70, \ud2b9\uc815 \ube44\uc988\ub2c8\uc2a4 \uc131\uacfc\uac00 \ub9de\ucda4\ud615 \uae30\uc220 \uc120\ud0dd\uc744 \uc774\ub04c\ub3c4\ub85d \ud558\uc2ed\uc2dc\uc624.<\/span><\/p>\n<p>\uc804\ubb38\uac00 \ub370\uc774\ud130 \ub77c\ubca8\ub9c1\uc73c\ub85c AI \ubaa8\ub378\uc744 \ucd5c\uc801\ud654\ud560 \uc900\ube44\uac00 \ub418\uc168\ub098\uc694? <span>LLM \ud30c\uc778\ud29c\ub2dd\uc744 \uc704\ud55c <strong>\uace0\ud488\uc9c8 \ub77c\ubca8\ub9c1 \ub370\uc774\ud130\uc14b<\/strong>, \ucef4\ud4e8\ud130 \ube44\uc804 \ubaa8\ub378\uc744 \uc704\ud55c <strong>\uc774\ubbf8\uc9c0 \uc8fc\uc11d \ub370\uc774\ud130<\/strong>, <strong>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc11c\ube44\uc2a4<\/strong>, \ub610\ub294 \uba40\ud2f0\ubaa8\ub2ec AI\ub97c \uc704\ud55c <strong>\ud2b9\ud654\ub41c \ub370\uc774\ud130 \uc900\ube44<\/strong>\uac00 \ud544\uc694\ud558\uc2dc\ub2e4\uba74, \uc800\ud76c \uc804\ubb38 \ub370\uc774\ud130 \ub77c\ubca8\ub9c1 \uc11c\ube44\uc2a4\uac00 \ub370\uc774\ud130 \ud488\uc9c8\uacfc \uc77c\uad00\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uba74\uc11c AI \ubaa8\ub378\uc744 \uac00\uc18d\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-41361 size-full\" src=\"https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-49-1.png\" alt=\"\" width=\"802\" height=\"201\" srcset=\"https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-49-1.png 802w, https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-49-1-300x75.png 300w, https:\/\/www.gdsonline.tech\/wp-content\/uploads\/2026\/02\/Artboard-49-1-768x192.png 768w\" sizes=\"(max-width: 802px) 100vw, 802px\" \/><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd\uc740 \uc0dd\uc131\ud615 AI \uc0dd\ud0dc\uacc4\uac00 \ube60\ub974\uac8c \ubc1c\uc804\ud558\ub294 \uc624\ub298\ub0a0, \uae30\uc5c5\ub4e4\uc774 \ubc18\ub4dc\uc2dc \uace0\ubbfc\ud574\uc57c \ud560 \ud575\uc2ec \uc804\ub7b5\uc785\ub2c8\ub2e4. LLM, VLM, \uadf8\ub9ac\uace0 \uba40\ud2f0\ubaa8\ub2ec AI \uc2dc\uc2a4\ud15c\uacfc \uac19\uc740 \uace0\ub3c4\ud654\ub41c \ubaa8\ub378\uc758 \ub4f1\uc7a5\uc73c\ub85c AI\uc758 \ud65c\uc6a9 \uac00\ub2a5\uc131\uc740 \ud06c\uac8c \ud655\uc7a5\ub418\uc5c8\uc9c0\ub9cc, \uc5ec\uc804\ud788 \ud558\ub098\uc758 \uc9c8\ubb38\uc774 \uc870\uc9c1\uc744 \uad34\ub86d\ud788\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc5b4\ub5bb\uac8c \uc774\ub7ec\ud55c \uac15\ub825\ud55c AI \ubaa8\ub378\uc744 \uac01 \ube44\uc988\ub2c8\uc2a4\uc758 \uad6c\uccb4\uc801\uc778 \uc694\uad6c\uc5d0 \ub9de\uac8c \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc744\uae4c? \ubc14\ub85c \uc774 \uc9c0\uc810\uc5d0\uc11c \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 vs \ud30c\uc778\ud29c\ub2dd\uc5d0 \ub300\ud55c \ube44\uad50\uac00 \uc911\uc694\ud574\uc9d1\ub2c8\ub2e4. \ub450 \uc811\uadfc \ubc29\uc2dd \ubaa8\ub450 AI \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\uc9c0\ub9cc, \uc801\uc6a9 \ubc29\uc2dd, \uc694\uad6c\ub418\ub294 \ub9ac\uc18c\uc2a4, \ud655\uc7a5\uc131, \uadf8\ub9ac\uace0 \uc801\ud569\ud55c \ud65c\uc6a9 \uc2dc\ub098\ub9ac\uc624 \uce21\uba74\uc5d0\uc11c \ud070 \ucc28\uc774\ub97c \ubcf4\uc785\ub2c8\ub2e4. \uc62c\ubc14\ub978 \uc804\ub7b5\uc801 \uc120\ud0dd\uc744 \ub3d5\uae30 \uc704\ud574, \ubcf8 \uac00\uc774\ub4dc\ub294 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd\uc744 \uc911\uc2ec\uc73c\ub85c \uac01 \ubc29\ubc95\uc744 \uc2ec\uce35\uc801\uc73c\ub85c \ubd84\uc11d\ud569\ub2c8\ub2e4. \uac01\uac01\uc758 \uc791\ub3d9 \uc6d0\ub9ac, \uc5b8\uc81c \uc0ac\uc6a9\ud574\uc57c \ud558\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc801\uc6a9 \uc2dc \uae30\ub300\ud560 \uc218 \uc788\ub294 \ud6a8\uacfc\ub97c \uba85\ud655\ud788 \uc124\uba85\ud569\ub2c8\ub2e4. \ucd5c\uc2e0 \uc5f0\uad6c\uc640 \uc2e4\ubb34 \uc778\uc0ac\uc774\ud2b8\ub97c \ubc14\ud0d5\uc73c\ub85c, \ubcf8 \ucf58\ud150\uce20\ub294 AI \uac1c\ubc1c \ub85c\ub4dc\ub9f5\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \ucd5c\uc801\ud654 \uc804\ub7b5\uc744 \uc120\ud0dd\ud558\ub294 \ub370 \uc2e4\uc9c8\uc801\uc778 \uae30\uc900\uc744 \uc81c\uc2dc\ud560 \uac83\uc785\ub2c8\ub2e4. \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc774\ub780 \ubb34\uc5c7\uc785\ub2c8\uae4c? \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc740 \uae30\ubcf8 \ubaa8\ub378 \uad6c\uc870\ub97c \uc218\uc815\ud558\uc9c0 \uc54a\uace0, \uc6d0\ud558\ub294 \ucd9c\ub825\uc744 \uc5bb\uae30 \uc704\ud574 \ud6a8\uacfc\uc801\uc778 \ud504\ub86c\ud504\ud2b8\ub97c \uc124\uacc4\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub294 \uc9c0\uc2dd\uc774 \ub9e4\uc6b0 \ud48d\ubd80\ud55c \uc870\uc218\uc640 \ud6a8\uacfc\uc801\uc73c\ub85c \uc18c\ud1b5\ud558\ub294 \ubc95\uc744 \ubc30\uc6b0\ub294 \uac83\uacfc \ube44\uc2b7\ud569\ub2c8\ub2e4. \uc9c8\ubb38\uacfc \uc9c0\uc2dc\uc758 \uc9c8\uc774 \uace7 \uc751\ub2f5\uc758 \uc9c8\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc758 \ud575\uc2ec \uc6d0\uce59 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc758 \uae30\ucd08\ub294 \ubaa8\ub378\uc5d0 \ub2e4\uc74c\uacfc \uac19\uc740 \uc785\ub825\uc744 \uc124\uacc4\ud558\ub294 \ub370 \uc788\uc2b5\ub2c8\ub2e4: \uba85\ud655\ud55c \ub9e5\ub77d\uacfc \uc9c0\uc2dc: \ubaa8\ub378\uc774 \ubb34\uc5c7\uc744 \ud574\uc57c \ud558\uace0 \uc5b4\ub5bb\uac8c \uc811\uadfc\ud574\uc57c \ud558\ub294\uc9c0 \uc124\uc815 \uad00\ub828\ub41c \uc608\uc2dc: \ud4e8\uc0f7 \ub7ec\ub2dd(few-shot learning)\uc744 \ud1b5\ud574 \uc6d0\ud558\ub294 \ucd9c\ub825 \ud615\uc2dd\uc744 \ubcf4\uc5ec\uc90c \uad6c\uccb4\uc801\uc778 \uc81c\uc57d \uc870\uac74: \ubc94\uc704, \ud1a4, \uae38\uc774, \ud615\uc2dd \uc694\uad6c\uc0ac\ud56d\uc744 \uc815\uc758 \uccb4\uc778 \uc624\ube0c \uc3d8\ud2b8(chain-of-thought) \ucd94\ub860: \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc744 \ub2e8\uacc4\ubcc4\ub85c \ubd84\ud574\ud558\ub3c4\ub85d \uc720\ub3c4 \uc778\uae30 \uc788\ub294 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uae30\ubc95 \ud604\ub300\uc758 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc740 \ub2e8\uc21c\ud55c \uc9c0\uc2dc\ub97c \ub118\uc5b4 \uc815\uad50\ud55c \ubc29\ubc95\ub860\uc73c\ub85c \ubc1c\uc804\ud588\uc2b5\ub2c8\ub2e4: \uc81c\ub85c\uc0f7 \ud504\ub86c\ud504\ud2b8: \uc608\uc2dc \uc5c6\uc774 \uc791\uc5c5 \uc9c0\uc2dc\ub9cc \uc81c\uacf5\ud558\uace0, \ubaa8\ub378\uc758 \uc0ac\uc804 \ud559\uc2b5\ub41c \uc9c0\uc2dd\uc5d0 \uc758\uc874\ud558\ub294 \ubc29\uc2dd \ud4e8\uc0f7 \ub7ec\ub2dd: \uc6d0\ud558\ub294 \ub3d9\uc791\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uc785\ub825-\ucd9c\ub825 \uc30d 2~5\uac1c\ub97c \ud3ec\ud568\ud558\ub294 \ubc29\uc2dd \uccb4\uc778 \uc624\ube0c \uc3d8\ud2b8 \ud504\ub86c\ud504\ud2b8: \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \uc911\uac04 \ucd94\ub860 \ub2e8\uacc4\ub85c \ub098\ub204\uc5b4 \ud574\uacb0\ud558\ub3c4\ub85d \uc720\ub3c4\ud558\ub294 \ubc29\uc2dd \ud398\ub974\uc18c\ub098 \uae30\ubc18 \ud504\ub86c\ud504\ud2b8: \ubaa8\ub378\uc5d0 \ud2b9\uc815 \uc5ed\ud560\uc774\ub098 \uc804\ubb38\uc131\uc744 \ubd80\uc5ec\ud558\ub294 \ubc29\uc2dd, \uc608: \u201c\ub2f9\uc2e0\uc740 10\ub144 \uacbd\ub825\uc758 \ube44\uc988\ub2c8\uc2a4 \ubd84\uc11d\uac00\uc785\ub2c8\ub2e4\u2026\u201d \ud30c\uc778\ud29c\ub2dd\uc774\ub780 \ubb34\uc5c7\uc785\ub2c8\uae4c? \ud30c\uc778\ud29c\ub2dd\uc740 AI \ucd5c\uc801\ud654\ub97c \uc704\ud55c \ub610 \ub2e4\ub978 \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c, \uc120\ubcc4\ub41c \ub3c4\uba54\uc778 \ud2b9\ud654 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud574 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ubbf8\uc138 \uc870\uc815\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uc9c0\ub3c4 \ud559\uc2b5\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uac00\uc911\uce58\ub97c \uc218\uc815\ud558\uc5ec \ud2b9\uc815 \uc791\uc5c5\uc774\ub098 \uc694\uad6c\uc0ac\ud56d\uc5d0 \ucd5c\uc801\ud654\ub41c \ub9de\ucda4\ud615 \ubc84\uc804\uc744 \ub9cc\ub4e4\uc5b4\ub0c5\ub2c8\ub2e4. \ud30c\uc778\ud29c\ub2dd\uc740 \uc77c\ubc18\uc801\uc778 \uc0ac\uc804 \ud559\uc2b5 \ubaa8\ub378\uacfc \ud2b9\uc815 \ubaa9\uc801\uc5d0 \ub9de\uac8c \uc870\uc815\ub41c \ubaa8\ub378 \uc0ac\uc774\uc758 \uac04\uadf9\uc744 \uba54\uc6cc\uc90d\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ubaa9\uc801\uc5d0 \ub530\ub77c \ud30c\uc778\ud29c\ub2dd \uc811\uadfc \ubc29\uc2dd\uc740 \ub2ec\ub77c\uc9c0\uba70, \ub300\ud45c\uc801\uc778 \uc720\ud615\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4: \ud30c\uc778\ud29c\ub2dd \uc811\uadfc \ubc29\uc2dd\uc758 \uc720\ud615 \ud604\ub300\uc758 \ud30c\uc778\ud29c\ub2dd\uc740 \uc5ec\ub7ec \ubc29\ubc95\ub860\uc744 \ud3ec\ud568\ud558\uba70, \uac01\uac01 \uc694\uad6c\ub418\ub294 \uc790\uc6d0\uacfc \uacb0\uacfc\uac00 \ub2e4\ub985\ub2c8\ub2e4: \uc804\uccb4 \ud30c\uc778\ud29c\ub2dd:\u00a0\ubaa8\ub4e0 \ubaa8\ub378 \ud30c\ub77c\ubbf8\ud130\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\uc5ec \ucd5c\ub300\ud55c\uc758 \ub9de\ucda4\ud654\ub97c \ub2ec\uc131\ud558\ub294 \ubc29\uc2dd. \uac00\uc7a5 \ub192\uc740 \ud488\uc9c8\uc758 \uacb0\uacfc\ub97c \uc81c\uacf5\ud558\uc9c0\ub9cc \ub9c9\ub300\ud55c \uacc4\uc0b0 \uc790\uc6d0\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 GPT-3\uc758 1,750\uc5b5 \uac1c \ud30c\ub77c\ubbf8\ud130\ub97c \ucd08\uae30 \ud559\uc2b5\ud558\ub294 \ub370 \uc57d 800\ub9cc \ub2ec\ub7ec\uac00 \uc18c\uc694\ub41c \uac83\uc73c\ub85c \ucd94\uc815\ub429\ub2c8\ub2e4. \ub9e4\uac1c\ubcc0\uc218 \ud6a8\uc728\uc801 \ud30c\uc778\ud29c\ub2dd(PEFT): LoRA(Low-Rank Adaptation)\uc640 \uac19\uc740 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud574 \uac00\uc7a5 \uad00\ub828\uc131 \ub192\uc740 \ud30c\ub77c\ubbf8\ud130\ub9cc \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \ubc29\uc2dd. \uacc4\uc0b0 \uc694\uad6c\ub7c9\uc744 \ud06c\uac8c \uc904\uc774\uba74\uc11c\ub3c4 \uc131\ub2a5\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc870\uc9c1\uc740 \ub2e8\uc21c\ud55c \ud558\ub4dc\uc6e8\uc5b4 \ud658\uacbd\uc5d0\uc11c\ub3c4 \ubaa8\ub378\uc744 \ud30c\uc778\ud29c\ub2dd\ud560 \uc218 \uc788\uc5b4 \ub9de\ucda4\ud654 \uc811\uadfc\uc744 \ubbfc\uc8fc\ud654\ud569\ub2c8\ub2e4. \uc9c0\ub3c4 \ud30c\uc778\ud29c\ub2dd(SFT): \ub77c\ubca8\ub9c1\ub41c \uc785\ub825-\ucd9c\ub825 \uc30d\uc73c\ub85c \ud559\uc2b5\ud558\uc5ec \ud2b9\uc815 \uc791\uc5c5 \ud589\ub3d9(\uc608: \ubd84\ub958, \uc694\uc57d, \uac1c\uccb4 \uc778\uc2dd)\uc744 \uac00\ub974\uce58\ub294 \ubc29\uc2dd. \ube44\uc988\ub2c8\uc2a4 \uc751\uc6a9\uc5d0\uc11c \uac00\uc7a5 \ud754\ud788 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc9c0\uc2dc\uc5b4 \ud30c\uc778\ud29c\ub2dd: \ub2e4\uc591\ud55c \uc9c0\uc2dc-\uc751\ub2f5 \ub370\uc774\ud130\ub85c \ud559\uc2b5\ud558\uc5ec \ubaa8\ub378\uc774 \uba85\ub839\uc744 \ub354 \uc548\uc815\uc801\uc73c\ub85c \ub530\ub974\ub3c4\ub85d \ucd5c\uc801\ud654\ud558\ub294 \ubc29\uc2dd. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \uba85\ub839\uc744 \uc77c\uad00\ub418\uac8c \uc774\ud574\ud558\uace0 \uc2e4\ud589\ud558\ub294 \ub2a5\ub825\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4. \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uae30: SFT\uc640 RLHF: \ucd5c\uc801\uc758 AI \ud559\uc2b5 \ubc29\ubc95 \uc120\ud0dd | 2025 \ud30c\uc778\ud29c\ub2dd\uc5d0\uc11c \ub370\uc774\ud130 \ub77c\ubca8\ub9c1\uc758 \uc911\uc694\uc131 \uc5b4\ub5a4 \ud30c\uc778\ud29c\ub2dd \uc811\uadfc \ubc29\uc2dd\uc774\ub4e0 \uc131\uacf5 \uc5ec\ubd80\ub294 \ub370\uc774\ud130 \ud488\uc9c8\uc5d0 \ub2ec\ub824 \uc788\uc2b5\ub2c8\ub2e4. \uace0\ud488\uc9c8\uc758 \ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130\uc14b\uc740 \ubaa8\ub378\uc774 \uc815\ud655\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ucd9c\ub825\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. LLM, VLM \ud559\uc2b5\uc774\ub098 \uba40\ud2f0\ubaa8\ub2ec AI \uc2dc\uc2a4\ud15c\uc5d0 \ud22c\uc790\ud558\ub294 \uc870\uc9c1\uc740 \ub2e4\uc74c \uc694\uc18c\ub97c \uc6b0\uc120\uc2dc\ud574\uc57c \ud569\ub2c8\ub2e4: \ub3c4\uba54\uc778 \uc804\ubb38\uc131: \uc8fc\uc11d(Annotation) \uc804\ubb38\uac00\uac00 \uae4a\uc740 \ub3c4\uba54\uc778 \uc9c0\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c \ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130\uc14b\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc77c\uad00\uc131: \uba85\ud655\ud55c \uc8fc\uc11d \uc9c0\uce68\uc740 \ub77c\ubca8 \ubd88\uc77c\uce58\ub97c \ubc29\uc9c0\ud558\uc5ec \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \ubaa8\ub378\uc774 \ud63c\ub780\uc2a4\ub7ec\uc6cc\uc9c0\ub294 \uac83\uc744 \ub9c9\uc2b5\ub2c8\ub2e4. \uc791\uc740 \ub77c\ubca8\ub9c1 \ucc28\uc774\uc870\ucc28\ub3c4 \ubaa8\ub378 \uc131\ub2a5\uc5d0 \ud070 \uc601\ud5a5\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud655\uc7a5\uc131: \ud6a8\uacfc\uc801\uc778 \ud30c\uc778\ud29c\ub2dd\uc5d0\ub294 \uc218\ubc31\uc5d0\uc11c \uc218\ucc9c \uac1c\uc758 \uace0\ud488\uc9c8 \ub77c\ubca8\ub9c1 \uc608\uc81c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc815\ud655\ud55c \uc218\ub7c9\uc740 \uc791\uc5c5\uc758 \ubcf5\uc7a1\uc131\uacfc \uc6d0\ud558\ub294 \uc131\ub2a5 \uc218\uc900\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 vs \ud30c\uc778\ud29c\ub2dd: \uc5b4\ub5bb\uac8c, \uc5b8\uc81c \uc62c\ubc14\ub978 \uc811\uadfc \ubc29\uc2dd\uc744 \uc120\ud0dd\ud569\ub2c8\uae4c? \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd \uc911 \uc5b4\ub290 \uac83\uc744 \uc120\ud0dd\ud560\uc9c0\ub294 \uc27d\uc9c0 \uc54a\uc740 \uacb0\uc815\uc774\uba70, \uc0c1\ub2f9\ud788 \ub3c4\uc804\uc801\uc785\ub2c8\ub2e4. \uac01 \uc811\uadfc \ubc29\uc2dd\uc774 \ube5b\uc744 \ubc1c\ud558\ub294 \uc21c\uac04\uc744 \uc774\ud574\ud558\uba74 \uc131\ub2a5\uacfc \uc790\uc6d0 \ud65c\uc6a9\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad6c\ubd84 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ud30c\uc778\ud29c\ub2dd \uc815\uc758 \ubaa8\ub378 \uac00\uc911\uce58\ub97c \ubcc0\uacbd\ud558\uc9c0 \uc54a\uace0 \uc751\ub2f5\uc744 \uc720\ub3c4\ud558\uae30 \uc704\ud574 \ud504\ub86c\ud504\ud2b8\ub97c \uc124\uacc4\u00b7\ucd5c\uc801\ud654 \ub3c4\uba54\uc778 \ud2b9\ud654 \uc791\uc5c5\uc744 \uc704\ud574 \ub9de\ucda4\ud615 \ub370\uc774\ud130\uc14b\uc73c\ub85c \ubaa8\ub378 \ud30c\ub77c\ubbf8\ud130\ub97c \ud559\uc2b5 \uc801\ud569\ud55c \uacbd\uc6b0 \ube60\ub978 \uac1c\uc120, \uc77c\ubc18 \uc791\uc5c5, \ud504\ub85c\ud1a0\ud0c0\uc785, \ube44\ud575\uc2ec \uc0ac\uc6a9 \uc0ac\ub840 \ub3c4\uba54\uc778 \ud2b9\ud654 \uc791\uc5c5, \uc804\ubb38 \uc9c0\uc2dd, \ub192\uc740 \uc815\ud655\ub3c4\uac00 \ud544\uc694\ud55c \uae30\uc5c5\uc6a9 \uc0ac\ub840 \ub370\uc774\ud130 \uc694\uad6c\uc0ac\ud56d \ud544\uc694 \uc5c6\uc74c \uace0\ud488\uc9c8 \ub77c\ubca8\ub9c1 \ub370\uc774\ud130\uc14b \ud544\uc694 \ud655\uc7a5\uc131 &amp; \uc77c\uad00\uc131 \ud504\ub86c\ud504\ud2b8\uac00 \ubcf5\uc7a1\ud574\uc9c8\uc218\ub85d \uacb0\uacfc\uac00 \ubd88\uc548\uc815\ud560 \uc218 \uc788\uc74c \ud30c\uc778\ud29c\ub2dd \ud6c4\uc5d0\ub294 \ub192\uc740 \ud655\uc7a5\uc131\uacfc \uc77c\uad00\uc131 \uc81c\uacf5 \uc131\ub2a5 \uc911\uac04 \uc218\uc900 \uac1c\uc120 \ud2c8\uc0c8\/\ubcf5\uc7a1\ud55c \uc791\uc5c5\uc5d0\uc11c \ud070 \ud3ed\uc758 \uac1c\uc120 \uac00\ub2a5 \uc774\uc0c1\uc801\uc778 \uc791\uc5c5 \ubcf5\uc7a1\uc131 \uc77c\ubc18\uc801~\uc911\uac04 \uc815\ub3c4 \ubcf5\uc7a1\ud55c \uc791\uc5c5 \ub9e4\uc6b0 \ubcf5\uc7a1\ud558\uace0 \uc804\ubb38\ud654\ub41c \uc791\uc5c5 \uc758\uc0ac\uacb0\uc815 \ud504\ub808\uc784\uc6cc\ud06c: \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 vs \ud30c\uc778\ud29c\ub2dd, \uc5b8\uc81c \uc5b4\ub5a4 \uc811\uadfc\uc744 \uc0ac\uc6a9\ud569\ub2c8\uae4c? \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd\uc744 \ud3c9\uac00\ud560 \ub54c \uace0\ub824\ud574\uc57c \ud560 \ud575\uc2ec \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4: \uc131\ub2a5 \uc694\uad6c\uc0ac\ud56d \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc744 \uc0ac\uc6a9\ud560 \ub54c: \ub300\ubd80\ubd84\uc758 \uacbd\uc6b0 \u201c\ucda9\ubd84\ud788 \uad1c\ucc2e\uc740\u201d \uc131\ub2a5\uc774 \ud544\uc694\ud560 \ub54c \uac00\ub054 \ubc1c\uc0dd\ud558\ub294 \ubd88\uc77c\uce58\ub97c \ud5c8\uc6a9\ud560 \uc218 \uc788\uc744 \ub54c \ud504\ub86c\ud504\ud2b8 \ubc18\ubcf5(iteration)\uc73c\ub85c \uc608\uc678 \ucf00\uc774\uc2a4\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc744 \ub54c \ud30c\uc778\ud29c\ub2dd\uc744 \uc0ac\uc6a9\ud560 \ub54c: \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \ud56d\uc0c1 95% \uc774\uc0c1\uc758 \uc815\ud655\ub3c4\ub97c \uc694\uad6c\ud560 \ub54c \uc624\ub958\uac00 \uc758\ub8cc, \ubc95\ub960, \uae08\uc735 \ub4f1\uc5d0\uc11c \uc2ec\uac01\ud55c \uacb0\uacfc\ub97c \ucd08\ub798\ud560 \uc218 \uc788\uc744 \ub54c \ub300\uaddc\ubaa8 \ud658\uacbd\uc5d0\uc11c \uc608\uce21 \uac00\ub2a5\ud558\uace0 \uacb0\uc815\ub860\uc801(deterministic) \ub3d9\uc791\uc774 \ud544\uc694\ud560 \ub54c \ub370\uc774\ud130 \ud2b9\uc131 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc744 \uc0ac\uc6a9\ud560 \ub54c: \uad00\ub828 \uc815\ubcf4\uac00 \ucee8\ud14d\uc2a4\ud2b8 \uc708\ub3c4\uc6b0\uc5d0 \ub4e4\uc5b4\uac08 \uc218 \uc788\uc744 \ub54c \ub370\uc774\ud130\uac00 \ub300\ubd80\ubd84 \uacf5\uac1c\ub418\uc5b4 \uc788\uac70\ub098 \uc678\ubd80 \ucc38\uc870\uac00 \uac00\ub2a5\ud560 \ub54c \uc815\ubcf4\uac00 \uc790\uc8fc \ubcc0\uacbd\ub418\uba70 \uc2e4\uc2dc\uac04 \uc5c5\ub370\uc774\ud2b8\uac00 \ud544\uc694\ud560 \ub54c \ud30c\uc778\ud29c\ub2dd\uc744 \uc0ac\uc6a9\ud560 \ub54c: \ub3c4\uba54\uc778\uc744 \ub300\ud45c\ud558\ub294 \ub3c5\uc810 \ub370\uc774\ud130\uc14b\uc744 \ubcf4\uc720\ud558\uace0 \uc788\uc744 \ub54c \uace0\ud488\uc9c8 \ub77c\ubca8\ub9c1\ub41c \uc608\uc81c\uac00 \ucda9\ubd84\ud788 \uc788\uc744 \ub54c \ud2b9\uc815 \ud328\ud134\uc744 \uac80\uc0c9\uc774 \uc544\ub2cc \ud559\uc2b5\uc744 \ud1b5\ud574 \ubaa8\ub378\uc774 \uc2b5\ub4dd\ud574\uc57c \ud560 \ub54c \uc720\uc5f0\uc131 \ubc0f \ubc18\ubcf5 \uc18d\ub3c4 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc744 \uc0ac\uc6a9\ud560 \ub54c: \uc694\uad6c\uc0ac\ud56d\uc774 \uc790\uc8fc \ubcc0\uacbd\ub420 \ub54c \uc5ec\ub7ec \uc811\uadfc \ubc29\uc2dd\uc744 \ube60\ub974\uac8c \ud14c\uc2a4\ud2b8\ud574\uc57c \ud560 \ub54c \uc0ac\uc6a9\uc790\ub9c8\ub2e4 \ub2e4\ub978 \ubaa8\ub378 \ub3d9\uc791\uc774 \ud544\uc694\ud560 \ub54c \ud30c\uc778\ud29c\ub2dd\uc744 \uc0ac\uc6a9\ud560 \ub54c: \uc694\uad6c\uc0ac\ud56d\uc774 \uba85\ud655\ud558\uace0 \uc548\uc815\uc801\uc77c \ub54c \ubaa8\ub4e0 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc77c\uad00\uc131\uc774 \uc911\uc694\ud55c \uacbd\uc6b0 \uc7a5\uae30\uc801\uc778 \ud504\ub85c\ub355\uc158 \ubc30\ud3ec\ub97c \ucd5c\uc801\ud654\ud560 \ub54c RAG: \uc81c3\uc758 \uae38 \ucd5c\uadfc \uc5f0\uad6c\ub294 RAG vs \ud30c\uc778\ud29c\ub2dd vs \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc744 \uc644\uc804\ud55c \uc758\uc0ac\uacb0\uc815 \uacf5\uac04\uc73c\ub85c \uac15\uc870\ud569\ub2c8\ub2e4. RAG(Retrieval-Augmented Generation)\ub294 LLM\uc758 \ub2a5\ub825\uacfc \uc678\ubd80 \uc9c0\uc2dd \uac80\uc0c9\uc744 \uacb0\ud569\ud569\ub2c8\ub2e4. RAG\ub97c \uc0ac\uc6a9\ud560 \ub54c: \ub300\uaddc\ubaa8, \uc790\uc8fc \uc5c5\ub370\uc774\ud2b8\ub418\ub294 \uc9c0\uc2dd\ubca0\uc774\uc2a4\uc5d0 \uc811\uadfc\ud574\uc57c \ud560 \ub54c \uc815\ubcf4\uac00 \ub108\ubb34 \ubc29\ub300\ud558\uc5ec \ud504\ub86c\ud504\ud2b8 \ucee8\ud14d\uc2a4\ud2b8 \uc708\ub3c4\uc6b0\uc5d0 \ub2f4\uae30 \uc5b4\ub824\uc6b8 \ub54c \uc0ac\uc2e4 \uc815\ud655\uc131\uacfc \ucd9c\ucc98 \uba85\uc2dc\uac00 \uc911\uc694\ud55c \uacbd\uc6b0 \uc7ac\ud559\uc2b5 \uc5c6\uc774 \uc9c0\uc2dd\uc744 \uc720\uc5f0\ud558\uac8c \uc5c5\ub370\uc774\ud2b8\ud574\uc57c \ud560 \ub54c RAG\uc758 \uc791\ub3d9 \ubc29\uc2dd: RAG \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790 \ucffc\ub9ac\uc5d0 \ub530\ub77c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub098 \ubb38\uc11c \uc800\uc7a5\uc18c\uc5d0\uc11c \uad00\ub828 \uc815\ubcf4\ub97c \uac80\uc0c9\ud55c \ub4a4, \uc774\ub97c \ud504\ub86c\ud504\ud2b8\uc5d0 \ucd94\uac00\ud558\uc5ec \uc751\ub2f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ud2b9\ud788 \ub2e4\uc74c\uacfc \uac19\uc740 \ubd84\uc57c\uc5d0\uc11c \uac15\ub825\ud569\ub2c8\ub2e4: \uae30\uc5c5 \uc9c0\uc2dd \uad00\ub9ac \uc2dc\uc2a4\ud15c \ubc29\ub300\ud55c \uc81c\ud488 \ubb38\uc11c\ub97c \ud65c\uc6a9\ud558\ub294 \uace0\uac1d \uc9c0\uc6d0 \uacfc\ud559 \ubb38\ud5cc \uc811\uadfc\uc774 \ud544\uc694\ud55c \uc5f0\uad6c \ubcf4\uc870 \ub3c4\uad6c \uc815\ubcf4\uc758 \ucd5c\uc2e0\uc131\uc774 \ud575\uc2ec\uc778 \ubaa8\ub4e0 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd\uc5d0 \ub300\ud55c \uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38 1. \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \ud30c\uc778\ud29c\ub2dd\uc758 \uc8fc\uc694 \ucc28\uc774\uc810\uc740 \ubb34\uc5c7\uc778\uac00\uc694? \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc740<\/p>\n","protected":false},"author":8,"featured_media":41364,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[75,79],"tags":[360,350,351,359],"_links":{"self":[{"href":"https:\/\/www.gdsonline.tech\/ko\/wp-json\/wp\/v2\/posts\/41346"}],"collection":[{"href":"https:\/\/www.gdsonline.tech\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.gdsonline.tech\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.gdsonline.tech\/ko\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/www.gdsonline.tech\/ko\/wp-json\/wp\/v2\/comments?post=41346"}],"version-history":[{"count":1,"href":"https:\/\/www.gdsonline.tech\/ko\/wp-json\/wp\/v2\/posts\/41346\/revisions"}],"predecessor-version":[{"id":41367,"href":"https:\/\/www.gdsonline.tech\/ko\/wp-json\/wp\/v2\/posts\/41346\/revisions\/41367"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.gdsonline.tech\/ko\/wp-json\/wp\/v2\/media\/41364"}],"wp:attachment":[{"href":"https:\/\/www.gdsonline.tech\/ko\/wp-json\/wp\/v2\/media?parent=41346"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gdsonline.tech\/ko\/wp-json\/wp\/v2\/categories?post=41346"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gdsonline.tech\/ko\/wp-json\/wp\/v2\/tags?post=41346"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}