{"id":2771,"date":"2024-08-19T21:56:11","date_gmt":"2024-08-19T12:56:11","guid":{"rendered":"https:\/\/manvscloud.com\/?p=2771"},"modified":"2024-08-19T21:59:11","modified_gmt":"2024-08-19T12:59:11","slug":"ncloud-cloud-architect-%ec%8b%9c%ea%b0%81%ec%9c%bc%eb%a1%9c-%ec%a0%91%ea%b7%bc%ed%95%9c-clova-studio","status":"publish","type":"post","link":"https:\/\/manvscloud.com\/?p=2771","title":{"rendered":"[NCLOUD] Cloud Architect \uc2dc\uac01\uc73c\ub85c \uc811\uadfc\ud55c CLOVA Studio"},"content":{"rendered":"\n<p>\uc548\ub155\ud558\uc138\uc694. MANVSCLOUD \uae40\uc218\ud604\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ucd5c\uadfc \uba87 \ub144\uac04 \uc778\uacf5\uc9c0\ub2a5(AI) \uae30\uc220\uc740 \uae09\uaca9\ud788 \ubc1c\uc804\ud558\uba70 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uadf8 \ud65c\uc6a9\ub3c4\uac00 \ub192\uc544\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. AI\uc5d0 \ub300\ud55c \uc0ac\ub78c\ub4e4\uc758 \uad00\uc2ec\ub3c4 \ud568\uaed8 \uc99d\uac00\ud558\uba74\uc11c \uc5f0\uad6c\uc640 \uac1c\ubc1c\uc774 \ud65c\ubc1c\ud558\uac8c \uc9c4\ud589\ub418\uace0 \uc788\ub294\ub370\uc694. \uc774\ub7ec\ud55c AI \uae30\uc220\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \ub2e8\uc21c\ud788 AI \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\ub9cc\uc73c\ub85c\ub294 \ud55c\uacc4\uac00 \uc788\uc74c\uc744 \ub290\ub07c\uace0 \ubcf4\ub2e4 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\uae30 \uc704\ud55c \uc0c8\ub85c\uc6b4 \uc811\uadfc\ubc95\ub4e4\uc774 \ub4f1\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<p>\ud2b9\ud788 \ucd5c\uc2e0 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ub354\uc6b1 \uc815\ud655\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uae30 \uc704\ud574 AI \ubaa8\ub378\uacfc \ucd5c\uc2e0 \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc5b4\ub5bb\uac8c \uacb0\ud569\ud558\uc5ec \uc2e0\ub8b0\ub3c4 \uc788\ub294 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud560\uc9c0 \ub9ce\uc740 \uc5f0\uad6c\uac00 \ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc800\ub294 \uc774\ub7ec\ud55c \ud750\ub984 \uc18d\uc5d0\uc11c \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc758 CLOVA Studio\ub97c \ud65c\uc6a9\ud574 \ubc95\ub960 \ud310\ub840 \ud0d0\uc0c9\uae30\ub97c \uac04\ub2e8\ud558\uac8c \uac1c\ubc1c\ubcf4\uba70 \ud559\uc2b5\ud574\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ub2e8\uc21c\ud788 CLOVA Studio\ub9cc \uc0ac\uc6a9\ud558\ub294 \ub300\uc2e0 RAG(Retrieval-Augmented Generation)\ub97c \ud568\uaed8 \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc2e0\ud654\ub41c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc2e0\ub8b0\ub3c4\ub97c \uc788\ub294 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\uace0\uc790 \ud588\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<p>\ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc744 \ud65c\uc6a9\ud558\uc5ec RAG \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud558\uace0 \uc774\ub97c CLOVA Studio\uc640 \uc5f0\ub3d9\ud558\uc5ec \uc11c\ube44\uc2a4\ub97c \ub9cc\ub4e4\uc5c8\ub358 \uacfc\uc815\uc744 Cloud Architect \uad00\uc810\uc5d0\uc11c \uacf5\uc720\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud574\ub2f9 \ud3ec\uc2a4\ud2b8 \uc791\uc131\uc744 \uc704\ud574 \uc0ac\uc6a9\ub41c RAG\ub294 Native RAG\ub9cc \uc801\uc6a9\ud55c \uc810 \ucc38\uace0 \ubd80\ud0c1\ub4dc\ub9bd\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-white-color has-vivid-green-cyan-background-color has-text-color has-background has-link-color wp-elements-97788180a949287f38725e5bd5d692f5\"> #1 \uc11c\ube44\uc2a4 \uc18c\uac1c<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202952\/dalle-ai-01.webp\" alt=\"\" class=\"wp-image-2809\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202952\/dalle-ai-01.webp 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202952\/dalle-ai-01-300x300.webp 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202952\/dalle-ai-01-150x150.webp 150w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202952\/dalle-ai-01-768x768.webp 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>&#8216;\ud3ec\ucf13\ubc95\ub3c4\uac10&#8217;\uc774\ub77c\ub294 \uc774\ub984\uc758 \ubc95\ub960 \ud310\ub840 \ud0d0\uc0c9\uae30(Legal Case Finder) \uc11c\ube44\uc2a4\ub97c \ub9cc\ub4e4\uc5b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774 \ubc95\ub960 \ud310\ub840 \ud0d0\uc0c9\uae30\ub294 AI \ubaa8\ub378 HyperCLOVA X\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ud560\ub8e8\uc2dc\ub124\uc774\uc158(\uc798\ubabb\ub41c \uc815\ubcf4 \uc0dd\uc131)\uc744 \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud574 RAG(Retrieval-Augmented Generation) \uae30\uc220\uc744 \ub3c4\uc785\ud558\uc5ec \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ubc95\ub960 \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud560\ub8e8\uc2dc\ub124\uc774\uc158 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \uc5ec\ub7ec \uac00\uc9c0 \ubc29\ubc95\uc774 \uc874\uc7ac\ud558\uc9c0\ub9cc \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 Tuning\uacfc Skill Trainer \ub300\uc2e0 RAG\ub97c \uc120\ud0dd\ud588\ub294\ub370\uc694. Tuning\uc758 \uacbd\uc6b0 \uc9c1\uc811 \ub370\uc774\ud130\ub97c \ub9cc\ub4e4\uc5b4\uc57c \ud558\ub294\ub370 \ub2e4\uc591\ud55c \uc0ac\uac74\ubcc4 \ud310\ub840\ub97c \ub9e4\ubc88 \ub9cc\ub4e4\uace0 \ud559\uc2b5 \uc2dc\ud0a4\uae30\uc5d0 \uc0ac\uc2e4\uc0c1 \ud070 \uc5b4\ub824\uc6c0\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c Skill Trainer\uc758 \uacbd\uc6b0 API\ub97c \uac00\uc838\uc640 \ubd84\uc11d\ud558\uace0 \uc81c\uacf5\ud558\uae30\uc5d0 \ube60\ub974\uac8c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ubc1b\uc744 \uc218 \uc5c6\uc5b4 \uc2e0\uc18d\ud55c \uc751\ub2f5\uc744 \uc6d0\ud588\uae30\uc5d0 \uc801\ud569\ud55c \uc120\ud0dd\uc9c0\ub77c \ud310\ub2e8\ud558\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud3ec\ucf13\ubc95\ub3c4\uac10\uc740 \uc11c\ubc84\ub9ac\uc2a4 \uc544\ud0a4\ud14d\ucc98(Serverless Architecture)\ub85c \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4. <br>Cloud Functions\ub97c \ud65c\uc6a9\ud558\uc5ec \uc81c\ud55c\ub41c \uc2e4\ud589 \uc2dc\uac04 \uc548\uc5d0 \ubaa8\ub4e0 \ub3d9\uc791\uc774 \uc644\ub8cc\ub418\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc73c\uba70 \uc774\ub97c \ud1b5\ud574 \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\uba74\uc11c\ub3c4 \ub192\uc740 \uc131\ub2a5\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. RAG\ub97c \ud1b5\ud574 \ud560\ub8e8\uc2dc\ub124\uc774\uc158 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uace0 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \uad00\ub9ac\ud615 PostgreSQL\uc758 pgvector \uae30\ub2a5\uc744 \ud65c\uc131\ud654\ud558\uc5ec VectorDB\ub85c \uc0ac\uc6a9\ud588\uace0 HyperCLOVA X\uc758 \uc5d4\uc9c4\uc73c\ub85c\ub294 HCX-003\ubcf4\ub2e4 \uacbd\ub7c9\ud654\ub41c HCX-DASH-001\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub354 \ube60\ub978 \uc751\ub2f5 \uc18d\ub3c4\ub97c \uc5bb\uc744 \uc218 \uc788\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud3ec\ucf13\ubc95\ub3c4\uac10\uc740 \ud14c\uc2a4\ud2b8 \ud658\uacbd\uc774\ub098 \ud1a0\uc774 \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc801\ud569\ud558\ub3c4\ub85d \uc124\uacc4\ud588\uae30 \ub54c\ubb38\uc5d0 \uc544\ubb34\ub798\ub3c4 \uc800\uc640 \uac19\uc774 \ube44\uc6a9 \ubd80\ub2f4\uc744 \ucd5c\uc18c\ud654\ud558\uba74\uc11c\ub3c4 \uc27d\uac8c \uc6b4\uc601 \ubc0f \uad00\ub9ac\ud560 \uc218 \uc788\ub294 \uac00\ubcbc\uc6b4 \ud14c\uc2a4\ud2b8 \uc544\ud0a4\ud14d\ucc98 \uad6c\ud604\uc774 \ud544\uc694\ud558\ub2e4\uba74 \ub3c4\uc6c0\uc774 \ub420 \uac83\uac19\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-white-color has-vivid-green-cyan-background-color has-text-color has-background has-link-color wp-elements-392eecb554623b0dab0303a965404579\"> #2 \uc11c\ube44\uc2a4 \uc18c\uac1c<\/h3>\n\n\n\n<p>\ud3ec\ucf13\ubc95\ub3c4\uac10\uc758 \uc11c\ube44\uc2a4 \uad6c\uc870\ub294 \ucd5c\uc2e0 \ubc95\ub960 \ud310\ub840 \ub370\uc774\ud130\ub97c \uc2e0\uc18d\ud558\uace0 \uc815\ud655\ud558\uac8c \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc81c\uacf5\ud558\uae30 \uc704\ud574 \uccb4\uacc4\uc801\uc73c\ub85c \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uc11c\ube44\uc2a4\ub294 \uc11c\ubc84\ub9ac\uc2a4 \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c \uad6c\ucd95\ub418\uc5c8\uc73c\uba70 \ub9e4\uc77c \uc8fc\uae30\uc801\uc73c\ub85c \ucd5c\uc2e0 \ud310\ub840 \ub370\uc774\ud130\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\uace0 \uc0ac\uc6a9\uc790\uc758 \uc9c8\uc758\uc5d0 \ub300\ud55c \uc751\ub2f5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\u203b Flow<\/strong><br>\ud3ec\ucf13\ubc95\ub3c4\uac10\uc758 RAG(Cloud Functions &#8211; Action)\ub294 \ub9e4\uc77c \uc8fc\uae30\uc801\uc73c\ub85c \ub3d9\uc791\ud558\uc5ec VectorDB\uc5d0 \ucd5c\uc2e0 \ud310\ub840 \ub370\uc774\ud130\ub97c \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc744 \uc9c4\ud589\ud558\uae30 \uc704\ud574  \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc758 \uad00\ub9ac\ud615 PostgreSQL\uc758 pgvector \uae30\ub2a5 \ud65c\uc131\ud654 \ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \ud56d\uc0c1 \ucd5c\uc2e0\ud654\ub41c \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ubc95\ub960 \uc815\ubcf4\ub97c \uc81c\uacf5\ubc1b\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub610\ud55c \uac04\ub2e8\ud55c \uc624\ube0c\uc81d\ud2b8 \uc2a4\ud1a0\ub9ac\uc9c0 PDF \ud30c\uc77c \uc5c5\ub85c\ub4dc\uc640 \uc0ac\uc6a9\uc790 \uc9c8\uc758(User Query)\ub97c \ucc98\ub9ac\ud558\ub294 API Gateway \uc8fc\uc18c\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub85c\uceec \ud658\uacbd\uc5d0\uc11c \uc6d0\ud558\ub294 \ub0b4\uc6a9\uacfc \ub514\uc790\uc778\uc744 \uc218\uc815\ud55c \ud6c4 Push\ud558\uba74, CI\/CD \ud30c\uc774\ud504\ub77c\uc778\uc774 \ub3d9\uc791\ud558\uc5ec \ubc18\uc601\ub429\ub2c8\ub2e4. \ucd94\uac00\ub85c \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc758 CDN \uc11c\ube44\uc2a4\uc778 Global Edge\ub97c \uc0ac\uc6a9\ud558\uc5ec \uce90\uc2f1 \uae30\ub2a5 \ud65c\uc6a9\uc73c\ub85c \uc0ac\uc6a9\uc790 UI\ub97c \ub354\uc6b1 \ube60\ub974\uac8c \uc81c\uacf5\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc0ac\uc6a9\uc790\uac00 \uc9c8\uc758\ub97c \ud558\uba74 \ud574\ub2f9 \uc9c8\uc758\ub294 Embedding \ud6c4 \ucd5c\uc2e0 \ub370\uc774\ud130\uac00 \ud3ec\ud568\ub41c VectorDB\uc5d0\uc11c \uc720\uc0ac\ub3c4\uac00 \uac00\uc7a5 \ub192\uc740 \ub370\uc774\ud130 Top K \uac1c\uc218\ub9cc\ud07c \uc5bb\uc740 \ud6c4 HyperCLOVA X LLM(HCX-DASH-001)\uc744 \uac70\uccd0 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub4e0 \ub3d9\uc791\uc740 \uad00\ub9ac\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uc11c\ubc84\ub9ac\uc2a4 \uc11c\ube44\uc2a4\ub85c \ucc98\ub9ac\ub418\ubbc0\ub85c \uc0ac\uc6a9\ud55c \ub9cc\ud07c\ub9cc \ube44\uc6a9\uc774 \ubc1c\uc0dd\ud558\uba70 \uad00\ub9ac \ud3ec\uc778\ud2b8\ub97c \ucd5c\uc18c\ud654\ud558\uc5ec \ud6a8\uc728\uc801\uc778 \uc6b4\uc601\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\u203b Architecture<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>Frontend<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"979\" height=\"591\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202826\/front-01.png\" alt=\"\" class=\"wp-image-2803\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202826\/front-01.png 979w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202826\/front-01-300x181.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202826\/front-01-768x464.png 768w\" sizes=\"(max-width: 979px) 100vw, 979px\" \/><\/figure>\n\n\n\n<p>\ud3ec\ucf13\ubc95\ub3c4\uac10\uc758 \ud504\ub860\ud2b8\uc5d4\ub4dc\ub294 Vue.js\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud558\uac8c \uad6c\ud604\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub85c\uceec\uc5d0\uc11c Push\ud558\uba74, CI\/CD \ud30c\uc774\ud504\ub77c\uc778\uc744 \ud1b5\ud574 \uc790\ub3d9\uc73c\ub85c \ube4c\ub4dc(Build) \ubc0f \ubc30\ud3ec(Deploy)\ub418\uba70, \uc5c5\ub370\uc774\ud2b8\ub41c \ud30c\uc77c\uc740 \uc624\ube0c\uc81d\ud2b8 \uc2a4\ud1a0\ub9ac\uc9c0\uc5d0 \uc5c5\ub85c\ub4dc\ub429\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc190\uc27d\uac8c \uc11c\ube44\uc2a4 \uc5c5\ub370\uc774\ud2b8\ub97c \uc9c4\ud589\ud560 \uc218 \uc788\uc73c\uba70, \uae00\ub85c\ubc8c \uc5e3\uc9c0(CDN) \uc11c\ube44\uc2a4\ub97c \ud1b5\ud574 \ube60\ub974\uace0 \uc548\uc815\uc801\uc778 \uc11c\ube44\uc2a4 \uc81c\uacf5\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"581\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202901\/front-02-1024x581.png\" alt=\"\" class=\"wp-image-2804\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202901\/front-02-1024x581.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202901\/front-02-300x170.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202901\/front-02-768x436.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202901\/front-02-1080x613.png 1080w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202901\/front-02.png 1244w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\/\/ \ubc30\ud3ec \uc804 &#8220;\ud3ec\ucf13\ubc95\ub3c4\uac10&#8221; \ub9cc \uc801\ud600\uc838 \uc788\ub294 \uc0c1\ud0dc<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"111\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202904\/front-03-1024x111.png\" alt=\"\" class=\"wp-image-2805\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202904\/front-03-1024x111.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202904\/front-03-300x33.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202904\/front-03-768x83.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202904\/front-03.png 1070w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\/\/ app.vue\uc5d0\uc11c &lt;h1>\ud3ec\ucf13\ubc95\ub3c4\uac10&lt;\/h1>\uc744 &lt;h1>\ud3ec\ucf13\ubc95\ub3c4\uac10(\ubc95\ub960 \ud310\ub840 \ud0d0\uc0c9\uae30)&lt;\/h1>\ub85c \ubcc0\uacbd \ud6c4 git push \uc9c4\ud589<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"448\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202909\/front-04-1024x448.png\" alt=\"\" class=\"wp-image-2806\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202909\/front-04-1024x448.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202909\/front-04-300x131.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202909\/front-04-768x336.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202909\/front-04-1080x472.png 1080w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202909\/front-04.png 1452w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\/\/ \uc544\ub798\uc640 \uac19\uc774 \uc790\ub3d9\uc73c\ub85c Build \ubc0f Deploy \uc9c4\ud589<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"416\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202912\/front-05-1024x416.png\" alt=\"\" class=\"wp-image-2807\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202912\/front-05-1024x416.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202912\/front-05-300x122.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202912\/front-05-768x312.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202912\/front-05-1536x624.png 1536w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202912\/front-05-2048x831.png 2048w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202912\/front-05-1080x438.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\/\/ \ud070 \uc791\uc5c5 \uc5c6\uc774 \ubcc0\uacbd \ubc0f Push\ub85c \uac04\ub2e8\ud558\uac8c \ubc18\uc601<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"457\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202915\/front-06-1024x457.png\" alt=\"\" class=\"wp-image-2808\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202915\/front-06-1024x457.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202915\/front-06-300x134.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202915\/front-06-768x343.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202915\/front-06-1080x482.png 1080w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202915\/front-06.png 1215w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul>\n<li><strong>Backend<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"979\" height=\"591\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202819\/back-01.png\" alt=\"\" class=\"wp-image-2802\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202819\/back-01.png 979w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202819\/back-01-300x181.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202819\/back-01-768x464.png 768w\" sizes=\"(max-width: 979px) 100vw, 979px\" \/><\/figure>\n\n\n\n<p>\ubc31\uc5d4\ub4dc\uc5d0\uc11c\ub294 \uba54\uc778 RAG\uc640 \uc0ac\uc6a9\uc790 \uc9c8\uc758(User Query) \ubd80\ubd84\uc744 Cloud Functions(\uc6f9 \uc561\uc158)\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ucf54\ub4dc\uac00 \ubcc0\uacbd\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790 \uc9c8\uc758\uc640 PDF \ud30c\uc77c \uc5c5\ub85c\ub4dc\ub294 \uac01\uac01 API Gateway\uc640 \uc5f0\ub3d9\ub418\uc5b4 \ucc98\ub9ac\ub429\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ubc31\uc5d4\ub4dc\uc5d0\uc11c\ub294 \ubaa8\ub4e0 \ub3d9\uc791\uc774 \uc11c\ubc84\ub9ac\uc2a4 \ubc29\uc2dd\uc73c\ub85c \uc218\ud589\ub418\uba70, \ud2b9\uc815 \uc2dc\uac04 \uc548\uc5d0 \ubaa8\ub4e0 \uc791\uc5c5\uc774 \uc644\ub8cc\ub418\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul>\n<li><strong>Main RAG<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"979\" height=\"591\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202808\/rag-01.png\" alt=\"\" class=\"wp-image-2801\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202808\/rag-01.png 979w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202808\/rag-01-300x181.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202808\/rag-01-768x464.png 768w\" sizes=\"(max-width: 979px) 100vw, 979px\" \/><\/figure>\n\n\n\n<p>\uba54\uc778 RAG\ub294 \ud3ec\ucf13\ubc95\ub3c4\uac10\uc758 \ud575\uc2ec\uc801\uc778 \ubd80\ubd84\uc73c\ub85c, \uc0ac\uc6a9\uc790\uac00 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uace0\ud488\uc9c8\uc758 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub450\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uc2e0 \ud310\ub840 \ub370\uc774\ud130\ub97c \ud655\ubcf4\ud558\uae30 \uc704\ud574 OpenAPI(\uad6d\uac00\ubc95\ub839\uc815\ubcf4 \uacf5\ub3d9\ud65c\uc6a9 API)\ub97c \ud1b5\ud574 \ucd5c\uc2e0 \ud310\ub840 \ub370\uc774\ud130\ub9cc\uc744 \ucd94\uac00\ud558\ub3c4\ub85d \uc124\uc815\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 prncYd(\uc120\uace0\uc77c\uc790 \uac80\uc0c9)\ub97c \ud65c\uc6a9\ud558\uc5ec \ucd5c\uc2e0 \ub370\uc774\ud130\ub9cc\uc744 \uac00\uc838\uc624\uba70, Cron \ud2b8\ub9ac\uac70\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud558\ub8e8\uc5d0 \ud55c \ubc88\uc529 \uc5c5\ub370\uc774\ud2b8\ub418\ub3c4\ub85d \uc124\uc815\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub807\uac8c \ud568\uc73c\ub85c\uc368 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ud55c\uaebc\ubc88\uc5d0 \ucc98\ub9ac\ud558\uc9c0 \uc54a\uc73c\uba74\uc11c\ub3c4 Cloud Functions\uc758 Time Out \ubb38\uc81c\ub97c \ubc29\uc9c0\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul>\n<li><strong>User Query<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"979\" height=\"593\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202802\/user-query-arch.png\" alt=\"\" class=\"wp-image-2800\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202802\/user-query-arch.png 979w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202802\/user-query-arch-300x182.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19202802\/user-query-arch-768x465.png 768w\" sizes=\"(max-width: 979px) 100vw, 979px\" \/><\/figure>\n\n\n\n<p>\uc0ac\uc6a9\uc790\uac00 \uc2e4\uc81c\ub85c \uc9c8\uc758\ub97c \ud558\uace0 \ub2f5\ubcc0\uc744 \ubc1b\ub294 \ud575\uc2ec \uc601\uc5ed\uc740 User Query \ubd80\ubd84\uc785\ub2c8\ub2e4. <br>\uc0ac\uc6a9\uc790\ub294 PDF \ud30c\uc77c\uc744 \uc5c5\ub85c\ub4dc\ud560 \uc218 \uc788\uc73c\uba70 PDF \ud30c\uc77c\uc758 \ub0b4\uc6a9\uc774 \ub9ce\uc744 \uacbd\uc6b0 \uc694\uc57d \uae30\ub2a5\uc744 \ud1b5\ud574 \ub0b4\uc6a9\uc744 \ucd95\uc57d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c CLOVA Studio(Summarization API)\ub294 \uc6d0\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \uc694\uc57d\uc774 \ub418\uc9c0 \uc54a\uc544 CLOVA Summary \ud65c\uc6a9\ud574\ubd24\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"575\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111521\/UserQuery-02-1024x575.png\" alt=\"\" class=\"wp-image-2795\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111521\/UserQuery-02-1024x575.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111521\/UserQuery-02-300x169.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111521\/UserQuery-02-768x432.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111521\/UserQuery-02-1536x863.png 1536w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111521\/UserQuery-02-2048x1151.png 2048w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111521\/UserQuery-02-1080x607.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\uc0ac\uc6a9\uc790 \uc9c8\uc758\uc640 PDF \ud30c\uc77c \ub0b4\uc6a9\uc744 \ubca1\ud130\ud654\ud558\uc5ec VectorDB\uc5d0 \uac80\uc0c9 \ud6c4 HyperCLOVA X LLM\uc744 \ud1b5\ud574 \ucd5c\uc885 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uc5d4\uc9c4\uc740 \uacbd\ub7c9\ud654\ub41c HCX-DASH-001\uc73c\ub85c \ube60\ub974\uace0 \uc815\ud655\ud55c \uc751\ub2f5\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"612\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111613\/UserQuery-03-1024x612.png\" alt=\"\" class=\"wp-image-2798\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111613\/UserQuery-03-1024x612.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111613\/UserQuery-03-300x179.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111613\/UserQuery-03-768x459.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111613\/UserQuery-03-1536x917.png 1536w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111613\/UserQuery-03-1080x645.png 1080w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111613\/UserQuery-03.png 1696w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\/\/ Cloud Functions + API Gateway\ub85c PDF \ud30c\uc77c\uc744 Object Storage\uc5d0 \uc5c5\ub85c\ub4dc <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"384\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111542\/UserQuery-04-1024x384.png\" alt=\"\" class=\"wp-image-2796\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111542\/UserQuery-04-1024x384.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111542\/UserQuery-04-300x113.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111542\/UserQuery-04-768x288.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111542\/UserQuery-04-1536x576.png 1536w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111542\/UserQuery-04-1080x405.png 1080w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111542\/UserQuery-04.png 1570w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\/\/ \uc5c5\ub85c\ub4dc\ub41c PDF \ud30c\uc77c\uc744 \uc694\uc57d \ubc0f \ucc38\uace0\ud558\uc5ec \ub2f5\ubcc0 \uc0dd\uc131<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"839\" height=\"526\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111558\/UserQuery-05.png\" alt=\"\" class=\"wp-image-2797\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111558\/UserQuery-05.png 839w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111558\/UserQuery-05-300x188.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19111558\/UserQuery-05-768x481.png 768w\" sizes=\"(max-width: 839px) 100vw, 839px\" \/><\/figure>\n\n\n\n<p><strong>\u203b Result<\/strong><br>\uc774 \uc11c\ube44\uc2a4\ub294 PDF \uc5c5\ub85c\ub4dc, \uc0ac\uc6a9\uc790 \uc9c8\uc758, RAG\uc758 \ubaa8\ub4e0 Action\uc774 \ubcc4\ub3c4\ub85c \ubd84\ub9ac\ub418\uc5b4 Cloud Functions\uc758 \ucd5c\ub300 \uc2e4\ud589 \uc2dc\uac04 \uc774\ub0b4\uc5d0 \ub3d9\uc791\ud558\uac8c \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 TimeOut \ubb38\uc81c\ub97c \ubc29\uc9c0\ud558\uba74\uc11c\ub3c4 \uc2e0\uc18d\ud55c \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c Source Commit, Build, Deploy Pipeline\uc744 \ud1b5\ud574 \uac04\ub2e8\ud558\uace0 \uc26c\uc6b4 \ubc30\ud3ec \ubc0f \uad00\ub9ac\uac00 \uac00\ub2a5\ud558\uba70 Global Edge\ub97c \ud65c\uc6a9\ud574 \ube60\ub978 \uc11c\ube44\uc2a4 \uc81c\uacf5 \ubc0f Server\uac00 \uc544\ub2cc Cloud Functions\uc744 \uc0ac\uc6a9\ud558\uc5ec \uace0\uc815\uc801\uc778 \ube44\uc6a9\uc774 \ubc1c\uc0dd\ud558\uc9c0 \uc54a\uace0 \uc0ac\uc6a9\ud55c \ub9cc\ud07c\ub9cc \ube44\uc6a9\uc774 \ubc1c\uc0dd\ud558\uae30\uc5d0 \uc0ac\uc6a9\uc790\uac00 \uc5c6\ub294 \uacbd\uc6b0\uc5d0\ub3c4 \ube44\uc6a9 \ubd80\ub2f4\uc744 \uc904\uc77c \uc218 \uc788\ub294 \ud6a8\uc728\uc801\uc778 \uad6c\uc870\ub97c \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc989, \uc774 \uc544\ud0a4\ud14d\ucc98\ub85c \uad6c\uc131\ub41c \uc11c\ube44\uc2a4\ub294 \uc0ac\uc6a9\uc790\uac00 \uc5c6\ub354\ub77c\ub3c4 Cloud DB for PostgreSQL(DB) \ube44\uc6a9 \uc6d4 113,760\uc6d0\ub9cc \ubc1c\uc0dd\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-white-color has-vivid-green-cyan-background-color has-text-color has-background has-link-color wp-elements-a1d20b8c902d448dd61069a121a42439\"> #3 \uc9c8\ubb38\/\ub2f5\ubcc0 \ube44\uad50<\/h3>\n\n\n\n<p>\ud3ec\ucf13\ubc95\ub3c4\uac10\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc81c\uacf5\ub418\ub294 LLM\uc640 \ube44\uad50\ud558\uc5ec \uc131\ub2a5\uacfc \uc815\ud655\ub3c4 \uba74\uc5d0\uc11c \ud070 \ucc28\ubcc4\uc131\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774\ub97c \uac80\uc99d\ud558\uae30 \uc704\ud574 \uc81c\uac00 \ub9cc\ub4e0 \ud3ec\ucf13\ubc95\ub3c4\uac10\uacfc \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc758 \ub300\ud45c\uc801\uc778 AI \ubaa8\ub378\uc778 HCX-003 \uadf8\ub9ac\uace0 Claude 3 Opus\ub97c \ube44\uad50\ud558\uc5ec \uadf8 \uc131\ub2a5\uc744 \uac80\uc99d\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<p>\uc74c\uc8fc\uc6b4\uc804 \uad00\ub828 \ud310\ub840\uc5d0 \ub300\ud574 \uc2e4\uc81c \uc0ac\uac74 \ubc88\ud638\uac00 \uc874\uc7ac\ud558\ub294\uc9c0 \ud655\uc778\ud558\ub294 \ud14c\uc2a4\ud2b8\ub97c \uc9c4\ud589\ud588\uace0 \uadf8 \uacb0\uacfc\ub97c \uc544\ub798\uc640 \uac19\uc774 \uacf5\uc720\ub4dc\ub9bd\ub2c8\ub2e4.<\/p>\n\n\n\n<ul>\n<li><strong>CLOVA Studio &#8211; \ud50c\ub808\uc774\uadf8\ub77c\uc6b4\ub4dc &#8211; HCX-003<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\uccab \ubc88\uc9f8\ub85c CLOVA Studio\uc758 \ud50c\ub808\uc774\uadf8\ub77c\uc6b4\ub4dc\uc5d0\uc11c HCX-003 \uc5d4\uc9c4\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc74c\uc8fc\uc6b4\uc804 \uad00\ub828 \ud310\ub840\ub97c \uc9c8\ubb38\ud574\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc9c8\ubb38 \uc2dc \uc544\ub798\uc640 \uac19\uc774 \ub2f5\ubcc0\uc744 \uc8fc\uc9c0\ub9cc \ud574\ub2f9 \ud310\ub840\ub97c \uc2e4\uc81c \uad6d\uac00\ubc95\ub839\uc815\ubcf4\uc13c\ud130\uc5d0 \uac80\uc0c9 \uc2dc \uc874\uc7ac\ud558\uc9c0 \uc54a\ub294 \uc0ac\uac74 \ubc88\ud638\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub294 HCX-003 \uc5d4\uc9c4\uc774 \uc815\ud655\ud55c \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ud558\uc9c0 \uc54a\uace0 \uc0dd\uc131\ub41c \uc815\ubcf4\ub97c \uc81c\uacf5\ud588\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"473\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203104\/diff-01-1024x473.png\" alt=\"\" class=\"wp-image-2811\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203104\/diff-01-1024x473.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203104\/diff-01-300x139.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203104\/diff-01-768x355.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203104\/diff-01-1536x710.png 1536w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203104\/diff-01-2048x946.png 2048w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203104\/diff-01-1080x499.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"498\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203107\/diff-02-1024x498.png\" alt=\"\" class=\"wp-image-2812\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203107\/diff-02-1024x498.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203107\/diff-02-300x146.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203107\/diff-02-768x374.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203107\/diff-02-1080x525.png 1080w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203107\/diff-02.png 1291w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul>\n<li><strong>Claude 3 Opus<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\ub450 \ubc88\uc9f8\ub85c \ucd5c\uadfc ChatGPT\uc758 \ub77c\uc774\ubc8c\uc774\uc790 \ud2b9\uc815 \uc601\uc5ed\uc5d0\uc11c\ub294 \ub354 \uc88b\uc740 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\ub294 Anthropic\uc0ac\uc758 Claude\ub85c \ud14c\uc2a4\ud2b8\ub97c \uc9c4\ud589\ud588\uc2b5\ub2c8\ub2e4. Claude 3 Opus\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub3d9\uc77c\ud55c \uc9c8\ubb38\uc744 \ud574\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 Claude \uc5ed\uc2dc \uc74c\uc8fc\uc6b4\uc804 \uad00\ub828 \ud310\ub840\uc5d0 \ub300\ud55c \uc9c8\ubb38\uc5d0 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud588\uc73c\ub098 \uc81c\uacf5\ub41c \uc0ac\uac74 \ubc88\ud638\ub97c \uad6d\uac00\ubc95\ub839\uc815\ubcf4\uc13c\ud130\uc5d0\uc11c \uac80\uc0c9\ud588\uc744 \ub54c \uc2e4\uc81c\ub85c \uc874\uc7ac\ud558\uc9c0 \uc54a\ub294 \uc0ac\uac74 \ubc88\ud638\uc784\uc774 \ubc1d\ud600\uc84c\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"798\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203119\/diff-03-1024x798.png\" alt=\"\" class=\"wp-image-2813\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203119\/diff-03-1024x798.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203119\/diff-03-300x234.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203119\/diff-03-768x599.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203119\/diff-03-1080x842.png 1080w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203119\/diff-03.png 1151w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"572\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203117\/diff-04-1024x572.png\" alt=\"\" class=\"wp-image-2814\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203117\/diff-04-1024x572.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203117\/diff-04-300x167.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203117\/diff-04-768x429.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203117\/diff-04-1080x603.png 1080w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203117\/diff-04.png 1236w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul>\n<li><strong>\ud3ec\ucf13\ubc95\ub3c4\uac10(\ubc95\ub960 \ud310\ub840 \ud0d0\uc0c9\uae30) &#8211; HCX-DASH-001, RAG Pipeline<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c \uc81c\uac00 \ub9cc\ub4e0 \ud3ec\ucf13\ubc95\ub3c4\uac10\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc74c\uc8fc\uc6b4\uc804 \uad00\ub828 \ud310\ub840\ub97c \uc9c8\ubb38\ud574\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ud3ec\ucf13\ubc95\ub3c4\uac10\uc740 HyperCLOVA X\uc758 \uacbd\ub7c9\ud654 \ubaa8\ub378\uc740 HCX-DASH-001\ub97c \uc0ac\uc6a9\ud588\uc74c\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 RAG Pipeline\uc744 \ud1b5\ud574 \ucd5c\uc2e0\ud654\ub41c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\uc5ec \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc815\ubcf4\ub97c \uc81c\uacf5\ubc1b\uc744 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc704\uc640 \uac19\uc774 \ub3d9\uc77c\ud55c \uc9c8\ubb38\uc744 \uc9c4\ud589\ud588\uc744 \ub54c \uc2e4\uc81c\ub85c \ud3ec\ucf13\ubc95\ub3c4\uac10\uc5d0\uc11c \uc81c\uacf5\ud55c \uc0ac\uac74 \ubc88\ud638\ub97c \uad6d\uac00\ubc95\ub839\uc815\ubcf4\uc13c\ud130\uc5d0\uc11c \uac80\uc0c9\ud574\ubcf8 \uacb0\uacfc \uc2e4\uc81c\ub85c \uc874\uc7ac\ud558\ub294 \ud310\ub840\uac00 \ud655\uc778\ub418\uc5c8\uc73c\uba70 \ub0b4\uc6a9 \uc5ed\uc2dc \uc77c\uce58\ud568\uc744 \uc54c \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"739\" height=\"532\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203121\/diff-05.png\" alt=\"\" class=\"wp-image-2815\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203121\/diff-05.png 739w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203121\/diff-05-300x216.png 300w\" sizes=\"(max-width: 739px) 100vw, 739px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"354\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203126\/diff-06-1024x354.png\" alt=\"\" class=\"wp-image-2816\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203126\/diff-06-1024x354.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203126\/diff-06-300x104.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203126\/diff-06-768x266.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203126\/diff-06-1536x531.png 1536w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203126\/diff-06-1080x374.png 1080w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19203126\/diff-06.png 1766w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\uc774 \ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 \ucd5c\uadfc\uc5d0 \ub098\uc624\ub294 \uc5b8\uc5b4 \ubaa8\ub378\ub4e4\uc774 \uacbd\ub7c9\ud654 \ub418\uc5b4 \ub098\uc624\ub294\uc9c0\ub3c4 \uc54c \uac83\uac19\uc2b5\ub2c8\ub2e4.<br>\uc5bc\ub9c8 \uc804\uae4c\uc9c0\ub9cc \ud574\ub3c4 &#8220;\uc6b0\ub9ac \ubaa8\ub378\uc740 \uba87\ubc31\uc5b5 \uac1c, \uba87\ucc9c\uc5b5 \uac1c\uc758 \ubc29\ub300\ud55c \ud30c\ub77c\ubbf8\ud130\ub97c \uac00\uc9c4 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc774\ub2e4&#8221; \ub77c\uba70 \uac70\ub300\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ub0b4\uc138\uc6b4 \ubc18\uba74 \ucd5c\uadfc\uc5d0\ub294 \uacbd\ub7c9\ud654 \ubaa8\ub378\ub4e4\uc774 \ub9ce\uc774 \ub098\uc624\uace0 \uc788\uc2b5\ub2c8\ub2e4.  \uc544\ubb34\ub9ac \uac70\ub300\ud55c LLM\uc774 \ub098\uc628\ub2e4\uace0 \ud574\ub3c4 \uc9c0\uc18d\uc801\uc73c\ub85c \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud574\uc57c\ub9cc \ud55c\ub2e4\uba74 \uacb0\uad6d \uac70\ub300\ud574\uc9c4 \ub370\uc774\ud130\ub85c \uc778\ud574 \uc18d\ub3c4\uc640 \ube44\uc6a9\ub9cc \ub354\uc6b1 \ucee4\uc9c8 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \uc774\ub7f0 \uac70\ub300\ud55c LLM\uc774\ub77c\ub3c4 \uc2e4\uc2dc\uac04\uc5d0 \uac00\uae4c\uc6b4 \ucd5c\uc2e0 \ub370\uc774\ud130\ub97c \uc5bb\uc744 \uc218 \uc5c6\uae30 \ub54c\ubb38\uc5d0 \uacbd\ub7c9\ud654\ub41c \ubaa8\ub378\uc774 \ub098\uc624\uac70\ub098 \ud2b9\uc218 \ubaa9\uc801\uc5d0 \ub9de\ub294, \uac1c\uc778\ud654 \ub610\ub294 \ud2b9\uc815 \uae30\uc5c5 \ud2b9\uc131\uc5d0 \ub9de\ub294 \uac00\ubcbc\uc6b4 \ubaa8\ub378\uc774 \uac1c\ubc1c\ub418\ub294 \uac83\uc774\ub77c \uc0dd\uac01\ub429\ub2c8\ub2e4. \uc2e4\uc81c\ub85c HCX-003\uacfc HCX-DASH-001 \ub450 \ubaa8\ub378\uc758 \uc18d\ub3c4 \uce21\uc815\ud574\ubd24\uc744 \ub54c \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0 \uc801\uc6a9\ud558\uba74 \uc88b\uc744 \uac83\uac19\uc740 \ubaa8\ub378\uc740 HCX-DASH-001\uc774\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc5b4\ucc28\ud53c \ucd5c\uc2e0\ud654 \uc815\ubcf4\ub098 \ud2b9\uc218\ud55c \ub370\uc774\ud130\uc758 \uacbd\uc6b0 \uc544\ubb34\ub9ac \uc88b\ub2e4\ub294 \ubaa8\ub378\uc744 \uac16\ub2e4 \ub194\ub3c4 \ud560\ub8e8\uc2dc\ub124\uc774\uc158\uc744 \ub9cc\ub4e4\uc5b4\ub0bc \uac83\uc774\ub2c8 \uc870\uae08 \uc12c\uc138\ud55c \uc791\uc5c5\uc774 \ud544\uc694\ud55c \uac74 \ud30c\uc778 \ud29c\ub2dd\uc744 \ud1b5\ud574 \uc870\uae08 \uc870\uc815\ud558\uace0 RAG\ub97c \uad6c\ucd95\ud574\uc11c \uc2e4\uc2dc\uac04 \uc815\ubcf4 \uac80\uc0c9\uc744 \ud1b5\ud574 \ub2f5\ubcc0 \uc2e0\ub8b0\ub3c4\ub97c \ub192\uc774\uc790 \uc774\uac81\ub2c8\ub2e4. <\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-white-color has-cyan-bluish-gray-background-color has-text-color has-background has-link-color wp-elements-790b4ede7486cf11fc8601a67c8dcb47\"> Personal Comments<\/h3>\n\n\n\n<p>\uc774\ubc88 \ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 \uacb0\uad6d \uc2e4\uc2dc\uac04 \uc815\ubcf4 \uac80\uc0c9, \ud2b9\uc815 \uae30\uc5c5 \ub370\uc774\ud130 \uc815\ubcf4 \uc774\ub7f0 \uac83\ub4e4\uc740 HCX, GPT \ub4f1\uacfc \uac19\uc740 \uc5b8\uc5b4 \ubaa8\ub378\uc740 \ud06c\uac8c \uc911\uc694\ud558\uc9c0 \uc54a\uc740 \uac83\uac19\ub2e4\ub294 \uacb0\ub860\uc5d0 \ub3c4\ub2ec\ud588\uc2b5\ub2c8\ub2e4. \uc624\ud788\ub824 \ud574\ub2f9\ud558\ub294 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \uac15\uc810\uc744 \ud30c\uc545\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ub300\ud45c\uc801\uc73c\ub85c HCX\uc758 \uacbd\uc6b0 \ud55c\uad6d\uc5b4\ub97c \uc798 \ud55c\ub2e4\uace0 \uc54c\ub824\uc838 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud558\uc9c0\ub9cc \ucd5c\uadfc\uc5d0\ub294 HCX \uc678\uc5d0\ub3c4 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ubaa8\ub378\ub4e4\uc758 \ud55c\uad6d\uc5b4 \ub2a5\ub825\uc774 \uc0c1\uc2b9\ud558\uace0 \uc788\ub294\ub370\uc694.<br>HCX\uc758 \uac15\uc810\uc740 \ud55c\uad6d\uc5b4 \ubfd0\ub9cc \uc544\ub2c8\ub77c  \ud55c\uad6d \uc5ed\uc0ac, \ud55c\uad6d \ubb38\ud654, \ubc95, \ud55c\uad6d\uc758 \uc138\ubd80\uc801\uc778 \uc9c0\ub9ac, \uc8fc\uc18c \ub4f1\uc5d0 \ub354 \uac15\ud558\ub2e4\ub294 \uac83\uc774\uc8e0. \ub530\ub77c\uc11c \ub3d9\uc77c\ud558\uac8c RAG \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud558\ub354\ub77c\ub3c4 Vector DB\uc5d0\uc11c \uc5bb\uc740 \ub370\uc774\ud130\ub97c \uacb0\uad6d LLM\uc774 \ub2f5\ubcc0\uc744 \ub9cc\ub4e4\uc5b4 \uc81c\uacf5\ud574\uc57c \ud558\ub294\ub370 \uc870\uae08 \ub354 \ud55c\uad6d\uc801\uc778 \ub290\ub08c\uc73c\ub85c \ub2f5\ubcc0 \uc81c\uacf5\uc774 \ud544\uc694\ud558\ub2e4\uba74 GPT\ub098  Llama\ubcf4\ub2e4 HCX\uac00 \ub354\uc6b1 \ud6a8\uc728\uc801\uc774\ub77c\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\u203b \uc608\uc2dc<\/strong><\/p>\n\n\n\n<p>&#8220;\uacfc\ub791 \uacfc\ub791\ud63c \ubcb3\ub514 \uc77c \ud638\uc820 \ud638\ub09c \uc18d\uc558\uc218\ub2e4&#8221;\ub77c\ub294 \uc81c\uc8fc\ub3c4 \uc0ac\ud22c\ub9ac\uc758 \uc758\ubbf8\ub97c \uc544\ub798\uc640 \uac19\uc774 \uac01\uac01 \uc9c8\ubb38\ud574 \ubcf4\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul>\n<li><strong>ChatGPT 4o<\/strong><br>: &#8220;\uc0ac\ub78c\uc774 \ub9ce\uc740 \uacf3\uc5d0\uc11c \uc77c\ud558\ub290\ub77c \uc815\uc2e0\uc774 \uc5c6\uc5c8\uc5b4\uc694.&#8221;<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"588\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214330\/image-1-1024x588.png\" alt=\"\" class=\"wp-image-2820\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214330\/image-1-1024x588.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214330\/image-1-300x172.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214330\/image-1-768x441.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214330\/image-1-1080x620.png 1080w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214330\/image-1.png 1471w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul>\n<li><strong>Claude 3.5 Sonnet<\/strong><br>: &#8220;\uacfc\ub791\uacfc\ub791\ud55c \ubcb3\uae38\uc5d0 \uc77c\ud558\uc790\uace0 \ud558\ub354\ub2c8 \uc18d\uc558\uc2b5\ub2c8\ub2e4&#8221;<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"707\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214304\/image-1024x707.png\" alt=\"\" class=\"wp-image-2819\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214304\/image-1024x707.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214304\/image-300x207.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214304\/image-768x530.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214304\/image-1536x1060.png 1536w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214304\/image-1080x745.png 1080w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214304\/image.png 1539w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul>\n<li><strong>HCX-DASH-001<\/strong><br>: &#8220;\uca0d\uca0d\ud55c \ud587\ubcd5\uc5d0 \uc77c\ud558\ub824\uace0 \ud558\ub2c8 \uc218\uace0\ud558\uc168\uc2b5\ub2c8\ub2e4&#8221;<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"470\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214351\/image-2-1024x470.png\" alt=\"\" class=\"wp-image-2821\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214351\/image-2-1024x470.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214351\/image-2-300x138.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214351\/image-2-768x352.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214351\/image-2-1536x705.png 1536w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214351\/image-2-2048x940.png 2048w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/08\/19214351\/image-2-1080x496.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>HyperCLOVA X\uc758 HCX-DASH-001 \ubaa8\ub378\uc744 \ud1b5\ud574\uc11c\ub9cc \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \ubc1b\uc744 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. <br>\uc989, &#8220;{Vector DB\uc5d0\uc11c \uc5bb\uc740 \uc81c\uc8fc\ub3c4 \uc5b8\uc5b4 \ub370\uc774\ud130}\ub97c \ud45c\uc900\uc5b4\ub85c \ubc88\uc5ed\ud574\uc918&#8221; \ub77c\ub358\uac00, &#8220;{Vector DB\uc5d0\uc11c \uc5bb\uc740 \ub370\uc774\ud130}\ub97c \uc81c\uc8fc\ub3c4 \uc5b8\uc5b4\ub85c \ubcc0\uacbd\ud574\uc918&#8221; \uac19\uc740 \uc11c\ube44\uc2a4\uac00 \ud544\uc694\ud558\ub2e4\uba74 HCX\uac00 \uc870\uae08 \ub354 \uc6b0\uc6d4\ud55c \uc131\ub2a5\uc744 \ubcf4\uc77c \uc218 \ubc16\uc5d0 \uc5c6\ub294 \uac15\uc810\uc774 \uc788\ub2e4\ub294 \uac81\ub2c8\ub2e4.<br>\ub530\ub77c\uc11c \uac01 \uc5b8\uc5b4 \ubaa8\ub378\ubcc4 \uac15\uc810\uc744 \ud14c\uc2a4\ud2b8\ud558\uace0 \uc11c\ube44\uc2a4\uc5d0 \uc801\uc6a9\ud560 \ud544\uc694\uac00 \uc788\ub2e4\ub294 \uc810\uc744 \ub9d0\ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub2e4\uc74c \ud3ec\uc2a4\ud305\uc5d0\uc11c\ub294 CLOVA Studio\uc758 \ubb38\ub2e8 \ub098\ub204\uae30(Chunking) API \ud30c\ud5e4\uce58\uae30, HCX-003\uc640 HCX-DASH-001 \uc18d\ub3c4 \ube44\uad50 \ub4f1 \ub354\uc6b1 \ud765\ubbf8\ub85c\uc6b4 \uc8fc\uc81c\ub85c \uc900\ube44\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uae34 \uae00 \uc77d\uc5b4\uc8fc\uc154\uc11c \uac10\uc0ac\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"773\" height=\"133\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2021\/08\/12204137\/Ncloud_Master_logo.png\" alt=\"\" class=\"wp-image-1229\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2021\/08\/12204137\/Ncloud_Master_logo.png 773w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2021\/08\/12204137\/Ncloud_Master_logo-300x52.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2021\/08\/12204137\/Ncloud_Master_logo-768x132.png 768w\" sizes=\"(max-width: 773px) 100vw, 773px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\uc548\ub155\ud558\uc138\uc694. MANVSCLOUD \uae40\uc218\ud604\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \uc778\uacf5\uc9c0\ub2a5(AI) \uae30\uc220\uc740 \uae09\uaca9\ud788 \ubc1c\uc804\ud558\uba70 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uadf8 \ud65c\uc6a9\ub3c4\uac00 \ub192\uc544\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. AI\uc5d0 \ub300\ud55c \uc0ac\ub78c\ub4e4\uc758 \uad00\uc2ec\ub3c4 \ud568\uaed8 \uc99d\uac00\ud558\uba74\uc11c \uc5f0\uad6c\uc640 \uac1c\ubc1c\uc774 \ud65c\ubc1c\ud558\uac8c \uc9c4\ud589\ub418\uace0 \uc788\ub294\ub370\uc694. \uc774\ub7ec\ud55c AI \uae30\uc220\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \ub2e8\uc21c\ud788 AI \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\ub9cc\uc73c\ub85c\ub294 \ud55c\uacc4\uac00 \uc788\uc74c\uc744 \ub290\ub07c\uace0 \ubcf4\ub2e4 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\uae30 \uc704\ud55c \uc0c8\ub85c\uc6b4 \uc811\uadfc\ubc95\ub4e4\uc774 \ub4f1\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ucd5c\uc2e0 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ub354\uc6b1 \uc815\ud655\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uae30 \uc704\ud574 AI \ubaa8\ub378\uacfc \ucd5c\uc2e0 \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc5b4\ub5bb\uac8c \uacb0\ud569\ud558\uc5ec \uc2e0\ub8b0\ub3c4 \uc788\ub294 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud560\uc9c0 \ub9ce\uc740 \uc5f0\uad6c\uac00 \ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc800\ub294 \uc774\ub7ec\ud55c \ud750\ub984 \uc18d\uc5d0\uc11c \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc758 CLOVA Studio\ub97c \ud65c\uc6a9\ud574 \ubc95\ub960 \ud310\ub840 \ud0d0\uc0c9\uae30\ub97c \uac04\ub2e8\ud558\uac8c \uac1c\ubc1c\ubcf4\uba70 \ud559\uc2b5\ud574\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ub2e8\uc21c\ud788 CLOVA Studio\ub9cc \uc0ac\uc6a9\ud558\ub294 \ub300\uc2e0 RAG(Retrieval-Augmented Generation)\ub97c \ud568\uaed8 \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc2e0\ud654\ub41c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc2e0\ub8b0\ub3c4\ub97c \uc788\ub294 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\uace0\uc790 \ud588\uc2b5\ub2c8\ub2e4. \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc744 \ud65c\uc6a9\ud558\uc5ec RAG \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud558\uace0 \uc774\ub97c CLOVA Studio\uc640 \uc5f0\ub3d9\ud558\uc5ec \uc11c\ube44\uc2a4\ub97c \ub9cc\ub4e4\uc5c8\ub358 \uacfc\uc815\uc744 Cloud Architect \uad00\uc810\uc5d0\uc11c \uacf5\uc720\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4. \ud574\ub2f9 \ud3ec\uc2a4\ud2b8 \uc791\uc131\uc744 \uc704\ud574 \uc0ac\uc6a9\ub41c RAG\ub294 Native RAG\ub9cc \uc801\uc6a9\ud55c \uc810 \ucc38\uace0 \ubd80\ud0c1\ub4dc\ub9bd\ub2c8\ub2e4. #1 \uc11c\ube44\uc2a4 \uc18c\uac1c &#8216;\ud3ec\ucf13\ubc95\ub3c4\uac10&#8217;\uc774\ub77c\ub294 \uc774\ub984\uc758 \ubc95\ub960 \ud310\ub840 \ud0d0\uc0c9\uae30(Legal Case Finder) \uc11c\ube44\uc2a4\ub97c \ub9cc\ub4e4\uc5b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774 \ubc95\ub960 \ud310\ub840 \ud0d0\uc0c9\uae30\ub294 AI \ubaa8\ub378 HyperCLOVA X\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ud560\ub8e8\uc2dc\ub124\uc774\uc158(\uc798\ubabb\ub41c \uc815\ubcf4 \uc0dd\uc131)\uc744 \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud574 RAG(Retrieval-Augmented Generation) \uae30\uc220\uc744 \ub3c4\uc785\ud558\uc5ec \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ubc95\ub960 \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud588\uc2b5\ub2c8\ub2e4. \ud560\ub8e8\uc2dc\ub124\uc774\uc158 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \uc5ec\ub7ec \uac00\uc9c0 \ubc29\ubc95\uc774 \uc874\uc7ac\ud558\uc9c0\ub9cc \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 Tuning\uacfc Skill Trainer \ub300\uc2e0 RAG\ub97c \uc120\ud0dd\ud588\ub294\ub370\uc694. Tuning\uc758 \uacbd\uc6b0 \uc9c1\uc811 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[3],"tags":[969,162,779,955,974,970,961,973,975,948,951,32,968,87,91,17,90,16,952,967,966,971,972,976,89,202,398],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/manvscloud.com\/index.php?rest_route=\/wp\/v2\/posts\/2771"}],"collection":[{"href":"https:\/\/manvscloud.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/manvscloud.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/manvscloud.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/manvscloud.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2771"}],"version-history":[{"count":11,"href":"https:\/\/manvscloud.com\/index.php?rest_route=\/wp\/v2\/posts\/2771\/revisions"}],"predecessor-version":[{"id":2823,"href":"https:\/\/manvscloud.com\/index.php?rest_route=\/wp\/v2\/posts\/2771\/revisions\/2823"}],"wp:attachment":[{"href":"https:\/\/manvscloud.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2771"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/manvscloud.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2771"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/manvscloud.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2771"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}