{"id":4389,"date":"2026-03-25T15:38:55","date_gmt":"2026-03-25T07:38:55","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=4389"},"modified":"2026-03-25T15:55:59","modified_gmt":"2026-03-25T07:55:59","slug":"aws-bedrock-rag-ai","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/ko\/aws-\ubca0\ub4dc\ub77d-\ub798\uadf8-ai\/","title":{"rendered":"AWS Bedrock\uc744 \ud65c\uc6a9\ud55c \uc5d4\ud130\ud504\ub77c\uc774\uc988\uae09 RAG \uc9c0\uc2dd \uae30\ubc18 \uad6c\ucd95: \ud574\uc678 \uae30\uc5c5\uc744 \uc704\ud55c AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uad6c\ud604 \uc2e4\uc6a9 \uac00\uc774\ub4dc"},"content":{"rendered":"

\"\"<\/p>\n

\uc138\uacc4\ud654\ub97c \ucd94\uc9c4\ud558\ub294 \uae30\uc5c5\ub4e4\uc774 \uac00\uc7a5 \uc6d0\ud558\ub294 AI \uae30\ub2a5\uc740 "\uc0ac\uc5c5\uc744 \uc774\ud574\ud558\ub294" \uc9c0\ub2a5\ud615 \ube44\uc11c\uc785\ub2c8\ub2e4.<\/h2>\n

\uc138\uacc4 \uc2dc\uc7a5\uc73c\ub85c \uc9c4\ucd9c\ud558\ub294 \ub9ce\uc740 \uae30\uc5c5\ub4e4\uc774 \ub611\uac19\uc740 \uc9c8\ubb38\uc744 \ub358\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.ChatGPT\ub294 \uac15\ub825\ud558\uc9c0\ub9cc, \uc6b0\ub9ac \ud68c\uc0ac\uc758 \uc81c\ud488, \uaddc\uc815 \uc900\uc218 \uc694\uac74, \uadf8\ub9ac\uace0 \uc601\uc5c5 \uc804\ub7b5\uc744 \uc774\ud574\ud558\uc9c0 \ubabb\ud569\ub2c8\ub2e4. \uc2e4\uc81c \ube44\uc988\ub2c8\uc2a4\uc5d0\uc11c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\uc744\uae4c\uc694?<\/strong><\/p>\n

\uc815\ub2f5\uc740\u00a0RAG(\uac80\uc0c9 \ud5a5\uc0c1 \uc0dd\uc131)<\/strong>.<\/p>\n

RAG\uc758 \ud575\uc2ec \ub17c\ub9ac\ub294 \uac04\ub2e8\ud569\ub2c8\ub2e4. AI\uac00 \ub2f5\ubcc0\ud558\uae30 \uc804\uc5d0 \uba3c\uc800 \uc0ac\uc6a9\uc790 \uc18c\uc720\uc758 \uc9c0\uc2dd \uae30\ubc18\uc5d0\uc11c \uad00\ub828 \ucf58\ud150\uce20\ub97c \uac80\uc0c9\ud558\uace0, \uc774\ub97c \ub300\uaddc\ubaa8 \ubaa8\ub378\uacfc \uacb0\ud569\ud558\uc5ec \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub300\uaddc\ubaa8 \ubaa8\ub378\uc758 \uc5b8\uc5b4 \ub2a5\ub825\uc744 \uc720\uc9c0\ud558\uba74\uc11c "\uc9c0\uc2dd \ucc29\uac01"\uacfc "\uc815\ubcf4 \uc801\uc2dc\uc131" \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

AWS Bedrock \uae30\uc220 \uc790\ub8cc<\/strong>\u00a0\uc774\ub294 \uc5d4\ud130\ud504\ub77c\uc774\uc988 RAG \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc744 \uc704\ud55c \uac00\uc7a5 \uc131\uc219\ud55c \uad00\ub9ac\ud615 \uc194\ub8e8\uc158 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uc784\ubca0\ub514\ub4dc \ubaa8\ub378\uc744 \uc9c1\uc811 \uad00\ub9ac\ud560 \ud544\uc694\uac00 \uc5c6\uc73c\uba70, \uba87 \uc2dc\uac04 \ub0b4\uc5d0 \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\uc774 \ubb38\uc11c\uc5d0\uc11c\ub294 AWS Bedrock\uc744 \uc0ac\uc6a9\ud558\uc5ec RAG \uc9c0\uc2dd \uae30\ubc18\uc744 \uad6c\ucd95\ud558\ub294 \uc804\uccb4 \ud504\ub85c\uc138\uc2a4\ub97c \uc790\uc138\ud788 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n

I. RAG\ub780 \ubb34\uc5c7\uc774\uba70, \uae00\ub85c\ubc8c \uc9c4\ucd9c\uc744 \ubaa9\ud45c\ub85c \ud558\ub294 \uae30\uc5c5\uc5d0\uac8c RAG\uac00 \ud544\uc694\ud55c \uc774\uc720\ub294 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/h3>\n

RAG vs \uc21c\uc218 \ub300\ud615 \ubaa8\ub378 vs \ubbf8\uc138 \uc870\uc815 \ubaa8\ub378<\/h3>\n\n\n\n\n\n\n\n
\uacc4\ud68d<\/th>\n\ube44\uc6a9<\/th>\n\uc9c0\uc2dd\uc758 \uc2dc\uc758\uc131<\/th>\n\uc815\ud655\uc131<\/th>\n\uc801\ud569\ud55c \uc2dc\ub098\ub9ac\uc624<\/th>\n<\/tr>\n<\/thead>\n
\uc21c\uc218 \ub300\ud615 \ubaa8\ub378(\uc9c1\uc811 API \ud638\ucd9c)<\/td>\n\ub0ae\uc740<\/td>\n\ud6c8\ub828 \ub9c8\uac10\uc77c\ub85c \uc81c\ud55c\ub428<\/td>\n\ud658\uac01\uc744 \uacbd\ud5d8\ud558\uae30 \uc26c\uc6c0<\/td>\n\uc77c\ubc18 \ub300\ud654<\/td>\n<\/tr>\n
\ubaa8\ub378 \ubbf8\uc138 \uc870\uc815<\/td>\n\ub192\uc74c (\ub9ce\uc740 \uc591\uc758 \ub808\uc774\ube14\ub9c1\ub41c \ub370\uc774\ud130\uac00 \ud544\uc694\ud568)<\/td>\n\uc7ac\uad50\uc721\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/td>\n\ub192\uc9c0\ub9cc \uace0\uc815\ub418\uc5b4 \uc788\uc74c<\/td>\n\uc218\uc9c1 \ub3c4\uba54\uc778 \uace0\uc815 \uc791\uc5c5<\/td>\n<\/tr>\n
\uc870\uac01<\/strong><\/td>\n\uac00\uc6b4\ub370<\/strong><\/td>\n\uc2e4\uc2dc\uac04(\uc9c0\uc2dd \uae30\ubc18\uc744 \uac04\ub2e8\ud788 \uc5c5\ub370\uc774\ud2b8)<\/strong><\/td>\n\ub192\uace0 \uc81c\uc5b4 \uac00\ub2a5\ud568<\/strong><\/td>\n\uae30\uc5c5 \uc9c0\uc2dd \uad00\ub828 \uc9c8\uc758\uc751\ub2f5, \uace0\uac1d \uc11c\ube44\uc2a4, \ubb38\uc11c \uac80\uc0c9<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\ud574\uc678 \uc9c4\ucd9c\uc744 \uacc4\ud68d\ud558\ub294 \uae30\uc5c5\uc5d0\uac8c RAG\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n

    \n
  • AI \uace0\uac1d \uc11c\ube44\uc2a4<\/strong>\uc81c\ud488 \uad00\ub828 \uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38(FAQ), \ubc18\ud488 \ubc0f \uad50\ud658 \uc815\ucc45, \ud574\uc678 \uaddc\uc815 \uc900\uc218 \ubb38\uc81c\uc5d0 \ub300\ud55c \uc790\ub3d9 \ub2f5\ubcc0\uc785\ub2c8\ub2e4.<\/li>\n
  • \ud310\ub9e4 \ubcf4\uc870\uc6d0<\/strong>\uc81c\ud488 \uc124\uba85\uc11c\uc640 \uacbd\uc7c1\uc0ac \ube44\uad50 \ub370\uc774\ud130\ub97c \uc2e0\uc18d\ud558\uac8c \uac80\uc0c9\ud558\uc138\uc694.<\/li>\n
  • \ub0b4\ubd80 \uc9c0\uc2dd Q&A<\/strong>\uc778\uc0ac \uc815\ucc45, \uc7ac\uc815 \uc0c1\ud658 \uc808\ucc28 \ubc0f \uae30\uc220 \ubb38\uc11c \uac80\uc0c9.<\/li>\n
  • \uaddc\uc815 \uc900\uc218 \uac80\ud1a0<\/strong>\ub300\uc0c1 \uc2dc\uc7a5\uc758 \uaddc\uc815\uc744 \uc790\ub3d9\uc73c\ub85c \uac80\uc0c9\ud558\uc5ec \uaddc\uc815 \uc900\uc218 \ud3c9\uac00\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
    \n

    II. AWS Bedrock RAG \uc544\ud0a4\ud14d\ucc98 \uac1c\uc694<\/h3>\n
    \n
    \n
    \n
    \uc0ac\uc6a9\uc790\uac00 \uc9c8\ubb38\uc744 \ud558\uba74 \u2193 \uc544\ub9c8\uc874 \ubca0\ub4dc\ub77d \uc9c0\uc2dd \ubca0\uc774\uc2a4 \u251c\u2500\u2500 \uc9c8\ubb38 \ubca1\ud130\ud654(\uc784\ubca0\ub529 \ubaa8\ub378, \uc608: \uc544\ub9c8\uc874 \ud0c0\uc774\ud0c4 \uc784\ubca0\ub529) \u251c\u2500\u2500 \ubca1\ud130 \uac80\uc0c9(\uc544\ub9c8\uc874 \uc624\ud508\uc11c\uce58 \uc11c\ubc84\ub9ac\uc2a4\/\ud30c\uc778\ucf58) \u2514\u2500\u2500 \uad00\ub828 \ubb38\uc11c \ube14\ub85d \uac80\uc0c9 \u2193 \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378(\uc608: \ud074\ub85c\ub4dc 3 \uc18c\ub124\ud2b8\/\ub77c\ub9c8 3) \u2514\u2500\u2500 \uac80\uc0c9 \uacb0\uacfc\ub97c \uae30\ubc18\uc73c\ub85c \ub2f5\ubcc0 \uc0dd\uc131 \u2193 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ubc18\ud658(\ucd9c\ucc98 \ud3ec\ud568)\r\n<\/code><\/pre>\n<\/blockquote>\n<\/div>\n<\/div>\n
    \ud575\uc2ec \uad6c\uc131 \uc694\uc18c<\/strong>:<\/p>\n\n\n\n\n\n\n\n\n\n
    \uad6c\uc131 \uc694\uc18c<\/th>\nAWS \uc11c\ube44\uc2a4<\/th>\n\uc124\uba85\ud558\ub2e4<\/th>\n<\/tr>\n<\/thead>\n
    \uc9c0\uc2dd \uae30\ubc18 \ubb38\uc11c \uc800\uc7a5\uc18c<\/td>\n\uc544\ub9c8\uc874 S3<\/td>\nPDF, Word, HTML \ubc0f \uae30\ud0c0 \ubb38\uc11c\ub97c \uc800\uc7a5\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n
    \uc784\ubca0\ub514\ub4dc \ubaa8\ub378<\/td>\n\uc544\ub9c8\uc874 \ud0c0\uc774\ud0c4 \uc784\ubca0\ub529 V2<\/td>\n\ud14d\uc2a4\ud2b8\ub97c \ubca1\ud130\ub85c \ubcc0\ud658<\/td>\n<\/tr>\n
    \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/td>\n\uc544\ub9c8\uc874 \uc624\ud508\uc11c\uce58 \uc11c\ubc84\ub9ac\uc2a4<\/td>\n\ubca1\ud130 \uc800\uc7a5 \ubc0f \uac80\uc0c9<\/td>\n<\/tr>\n
    \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378<\/td>\n\ud074\ub85c\ub4dc\/\ub77c\ub9c8 \uc628 \ubca0\ub4dc\ub77d \ub4f1<\/td>\n\ucd5c\uc885 \ub2f5\uc744 \uc0dd\uc131\ud558\uc138\uc694<\/td>\n<\/tr>\n
    \ubc30\uc5f4 \ub808\uc774\uc5b4<\/td>\nBedrock \uc9c0\uc2dd \uae30\ubc18<\/td>\n\uc804\uccb4 RAG \ud504\ub85c\uc138\uc2a4\uc758 \uc790\ub3d9\ud654\ub41c \uad00\ub9ac<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n
    III. \uc124\uce58 \uc644\ub8cc \uacfc\uc815 (\ub2e8\uacc4\ubcc4)<\/h3>\n
    1\ub2e8\uacc4: \ubb38\uc11c \ub370\uc774\ud130 \uc900\ube44<\/h4>\n
    \uc9c0\uc6d0\ub418\ub294 \ubb38\uc11c \ud615\uc2dd<\/strong>\ud30c\uc77c \ud615\uc2dd: PDF, TXT, HTML, Markdown, Word(.docx), CSV<\/p>\n
    \ub370\uc774\ud130 \uc900\ube44 \uad00\ub828 \uc81c\uc548 \uc0ac\ud56d<\/strong>:<\/p>\n
      \n
    • \uac01 \ubb38\uc11c\ub294 \ub0b4\ubd80\uc5d0\uc11c \uad00\ub9ac\ub429\ub2c8\ub2e4.\u00a050\ud398\uc774\uc9c0 \uc774\ub0b4<\/strong>(\ub9e4\uc6b0 \ud070 \ubb38\uc11c\ub294 \ubd84\ud560\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.)<\/li>\n
    • \ubb38\uc11c \uba85\uba85 \uaddc\uce59\uc740 \ub098\uc911\uc5d0 \ucd9c\ucc98\ub97c \ucd94\uc801\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/li>\n
    • \uc911\uad6d\uc5b4 \ubb38\uc11c\uac00 \uc644\ubcbd\ud558\uac8c \uc9c0\uc6d0\ub429\ub2c8\ub2e4(Titan Embeddings\ub294 \ub2e4\uad6d\uc5b4\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4).<\/li>\n<\/ul>\n
      \ubaa8\ub4e0 \ubb38\uc11c\ub97c S3 \ubc84\ud0b7\uc5d0 \uc5c5\ub85c\ub4dc\ud558\uc138\uc694:<\/p>\n
      \n
      \n
      AWS S3 cp<\/span> .\/knowledge-docs\/ s3:\/\/your-company-knowledge-base\/ --recursive\r\n<\/code><\/pre>\n<\/div>\n<\/div>\n
      \n
      2\ub2e8\uacc4: \ubca0\ub4dc\ub77d \uc9c0\uc2dd \uae30\ubc18 \uc0dd\uc131<\/h4>\n
      \uc785\ub825\ud558\ub2e4\u00a0AWS \ucf58\uc194 \u2192 Amazon Bedrock \u2192 \uae30\uc220 \uc790\ub8cc \u2192 \uc0dd\uc131<\/strong><\/p>\n
      \uc8fc\uc694 \uad6c\uc131 \ud56d\ubaa9:<\/p>\n
      1. \ub370\uc774\ud130 \uc18c\uc2a4 \uad6c\uc131<\/strong><\/p>\n
        \n
      • \ub370\uc774\ud130 \uc18c\uc2a4 \uc720\ud615: Amazon S3 \uc120\ud0dd<\/li>\n
      • S3 URI: \ubb38\uc11c \ubc84\ud0b7 \uacbd\ub85c\ub97c \uc785\ub825\ud558\uc138\uc694.<\/li>\n<\/ul>\n
        2. \uc784\ubca0\ub529 \ubaa8\ub378 \uc120\ud0dd<\/strong>\u00a0\ucd94\ucc9c\ud558\ub2e4:\uc544\ub9c8\uc874 \ud0c0\uc774\ud0c4 \uc784\ubca0\ub529 V2<\/strong><\/p>\n
          \n
        • \uc911\uad6d\uc5b4\uc640 \uc601\uc5b4\ub97c \ubaa8\ub450 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n
        • \uc785\ub825 \ucc28\uc6d0: 1536<\/li>\n
        • \uc800\ub834\ud55c \ube44\uc6a9 (\ubc31\ub9cc \ud1a0\ud070\ub2f9 \uc57d $0.02)<\/li>\n<\/ul>\n
          3. \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc120\ud0dd<\/strong><\/p>\n
            \n
          • \ucd08\ubcf4\uc790\uc5d0\uac8c \ucd94\ucc9c\ud569\ub2c8\ub2e4<\/strong>Amazon OpenSearch \uc11c\ubc84\ub9ac\uc2a4(\uc644\uc804 \uad00\ub9ac\ud615, \uc720\uc9c0\ubcf4\uc218 \ubd88\ud544\uc694)<\/li>\n
          • \uae30\uc874 \uc194\ub8e8\uc158<\/strong>Pinecone, MongoDB Atlas \ubc0f Redis Enterprise\uc640\uc758 \ud1b5\ud569\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
            4. \uccad\ud0b9 \uc804\ub7b5<\/strong><\/p>\n
              \n
            • \uae30\ubcf8 \ube14\ub85d \ud06c\uae30: \ube14\ub85d\ub2f9 300 \ud1a0\ud070, 20% \uc911\ubcf5<\/li>\n
            • \uad6c\uc870\ud654\ub41c \ubb38\uc11c(FAQ, \uaddc\uc815 \uc900\uc218 \uc870\ud56d)\uc758 \uacbd\uc6b0 \uc758\ubbf8\ub860\uc801 \uccad\ud0b9\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
              \n
              3\ub2e8\uacc4: \ub370\uc774\ud130 \uc218\uc9d1(\ub3d9\uae30\ud654)<\/h4>\n
              \uc0dd\uc131 \ud6c4 \ud074\ub9ad\ud558\uc138\uc694\u00a0\ub3d9\uc870<\/strong>\u00a0\ub370\uc774\ud130 \uc218\uc9d1 \ud504\ub85c\uc138\uc2a4 \uc2dc\uc791:<\/p>\n
              \n
              \n
              S3 \ubb38\uc11c \u2192 \ud14d\uc2a4\ud2b8 \ucd94\ucd9c \u2192 \uccad\ud0b9 \u2192 \ud0c0\uc774\ud0c4 \uc784\ubca0\ub529 \ubca1\ud130\ud654 \u2192 OpenSearch\uc5d0 \uc800\uc7a5\r\n<\/code><\/pre>\n<\/div>\n<\/div>\n
              \uc12d\ucde8 \uc2dc\uac04 \ucc38\uace0<\/strong>:<\/p>\n
                \n
              • 100\ud398\uc774\uc9c0 PDF \ud30c\uc77c: \uc57d 3~5\ubd84 \uc18c\uc694<\/li>\n
              • \ubb38\uc11c 1000\uac1c: \uc57d 30~60\ubd84 \uc18c\uc694 (\ubb38\uc11c \ud06c\uae30\uc5d0 \ub530\ub77c \ub2e4\ub984)<\/li>\n<\/ul>\n
                \uc9c0\uc2dd \uae30\ubc18\uc744 \uc5c5\ub370\uc774\ud2b8\ud558\uc138\uc694<\/strong>S3\uc5d0 \uc0c8 \ubb38\uc11c\ub97c \ucd94\uac00\ud55c \ud6c4\uc5d0\ub294 \ub2e4\uc2dc \ub3d9\uae30\ud654\ud558\uae30\ub9cc \ud558\uba74 \ub418\uba70, \uc804\uccb4 \uc9c0\uc2dd \uae30\ubc18\uc744 \uc7ac\uad6c\ucd95\ud560 \ud544\uc694\ub294 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n
                \n
                4\ub2e8\uacc4: \ube44\uc988\ub2c8\uc2a4 \uc2dc\uc2a4\ud15c \ud1b5\ud569<\/h4>\n
                \uc77c\ubc18\uc801\uc778 \ud1b5\ud569 \ubc29\ubc95<\/strong>:<\/p>\n
                  \n
                1. \uc6f9\uc0ac\uc774\ud2b8 AI \uace0\uac1d \uc11c\ube44\uc2a4<\/strong>: API\ub97c \ud1b5\ud574 \ud504\ub7f0\ud2b8\uc5d4\ub4dc \ucc44\ud305 \uad6c\uc131 \uc694\uc18c(\uc608: Amazon Lex \ub610\ub294 \uc0ac\uc6a9\uc790 \uc9c0\uc815 React \uad6c\uc131 \uc694\uc18c)\uc640 \ud1b5\ud569\ud569\ub2c8\ub2e4.<\/li>\n
                2. \ube44\uc988\ub2c8\uc2a4\uc6a9 \uc704\ucc57\/\ub77c\ud06c \ub85c\ubd07<\/strong>\uc6f9\ud6c5\uacfc \ub78c\ub2e4 \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uba54\uc2dc\uc9c0\ub97c \uc218\uc2e0\ud558\uace0 \u2192 \uc9c0\uc2dd \ubca0\uc774\uc2a4\uc5d0 \ucffc\ub9ac\ub97c \ubcf4\ub0b4\uace0 \u2192 \ub2f5\ubcc0\uc744 \ubc18\ud658\ud569\ub2c8\ub2e4.<\/li>\n
                3. \ub0b4\ubd80 \ub3c4\uad6c \ud1b5\ud569<\/strong>Notion \ubc0f Confluence\uc640 \uac19\uc740 \uc9c0\uc2dd \uad00\ub9ac \ub3c4\uad6c\uc640\uc758 \ud1b5\ud569<\/li>\n<\/ol>\n
                  \n
                  IV. \ube44\uc6a9 \ucd94\uc815 (\uc911\uc18c\uae30\uc5c5\uc744 \uc608\ub85c \ub4e4\uc5b4)<\/h3>\n
                  \ucd94\uc815<\/strong>\ubb38\uc11c 1,000\uac74(\uc57d 5,000\ud398\uc774\uc9c0), \ud558\ub8e8 100\uac74\uc758 \uc9c8\uc758<\/p>\n\n\n\n\n\n\n\n\n\n
                  \ube44\uc6a9 \ud56d\ubaa9<\/th>\n\uc6d4\ud3c9\uade0 \ube44\uc6a9<\/th>\n<\/tr>\n<\/thead>\n
                  S3 \uc800\uc7a5\uc18c(10GB \ubb38\uc11c)<\/td>\n~$0.23<\/td>\n<\/tr>\n
                  \ud0c0\uc774\ud0c4 \uc784\ubca0\ub529(\ucd08\uae30 \uc218\uc9d1)<\/td>\n~$2.50 (\uc77c\ud68c\uc6a9)<\/td>\n<\/tr>\n
                  \uc624\ud508\uc11c\uce58 \uc11c\ubc84\ub9ac\uc2a4<\/td>\n~$175\/\uc6d4 (\ucd5c\uc18c \uad6c\uc131)<\/td>\n<\/tr>\n
                  \ud074\ub85c\ub4dc 3 \uc18c\ub124\ud2b8 \ucd94\ub860 (\ud558\ub8e8 100\ud68c, \ud68c\ub2f9 \uc785\ub825 3000\uac1c + \ucd9c\ub825 \ud1a0\ud070 500\uac1c)<\/td>\n~$35\/\uc6d4<\/td>\n<\/tr>\n
                  \ucd1d<\/strong><\/td>\n~$210\/\uc6d4<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                  \uc54c\uc544\ucc44\ub2e4<\/strong>OpenSearch Serverless\ub294 \ucd5c\uc18c \uc694\uae08(0.5 OCU)\uc774 \ubd80\uacfc\ub418\uba70, \ucffc\ub9ac\ub7c9\uc774 \uc801\uc740 \uacbd\uc6b0 \uace0\ub824\ud574 \ubcfc \ub9cc\ud569\ub2c8\ub2e4.\u00a0\uc194\ubc29\uc6b8 \ubb34\ub8cc \ud2f0\uc5b4<\/strong>\u00a0\ub300\uccb4 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\uba74 \uc6d4 \ube44\uc6a9\uc744 $50 \ubbf8\ub9cc\uc73c\ub85c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/blockquote>\n
                  \n
                  V. \ud754\ud788 \ubc1c\uc0dd\ud558\ub294 \ubb38\uc81c\uc810 \ubc0f \ud574\uacb0\ucc45<\/h3>\n
                  \ud568\uc815 1: \uad00\ub828\uc131 \uc5c6\ub294 \uac80\uc0c9 \uacb0\uacfc<\/h4>\n
                  \uc774\uc720<\/strong>\ube14\ub85d\uc758 \uc138\ubd84\ud654 \uc815\ub3c4\uac00 \ub108\ubb34 \ud06c\uac70\ub098 \ub108\ubb34 \uc791\uc544\uc11c \uc758\ubbf8\uc801 \ucd08\uc810\uc744 \ub9de\ucd94\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p>\n
                  \ud574\uacb0\ud558\ub2e4<\/strong>:<\/p>\n
                    \n
                  • \ub300\ud654 \uae30\ubc18 \uc2dc\ub098\ub9ac\uc624: \ube14\ub85d\ub2f9 200~400\uac1c \ud1a0\ud070<\/li>\n
                  • \uc0c1\uc138\ud55c \uae30\uc220 \ubb38\uc11c: \uc2dc\ub9e8\ud2f1 \uccad\ud0b9 \ud65c\uc131\ud654<\/li>\n<\/ul>\n
                    \ub450 \ubc88\uc9f8 \ud568\uc815: \uc911\uad6d\uc5b4 \ub2f5\ubcc0\uc758 \uc9c8\uc774 \ub0ae\uc74c<\/h4>\n
                    \uc774\uc720<\/strong>\uc784\ubca0\ub529 \ubaa8\ub378\uc5d0\ub294 \uc601\uc5b4 \ucd5c\uc801\ud654 \ubc84\uc804\uc774 \uc120\ud0dd\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n
                    \ud574\uacb0\ud558\ub2e4<\/strong>\uc0ac\uc6a9 \ud655\uc778\u00a0\ud0c0\uc774\ud0c4 \uc784\ubca0\ub529 V2<\/strong>(\ub2e4\uad6d\uc5b4 \ubc84\uc804) \uc911\uad6d\uc5b4 \uc9c0\uc6d0\uc774 \uac15\ud654\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n
                    \uc138 \ubc88\uc9f8 \ud568\uc815: \uc9c0\uc2dd \uae30\ubc18\uc774 \uc5c5\ub370\uc774\ud2b8\ub41c \ud6c4\uc5d0\ub3c4 \ub2f5\uc740 \uadf8\ub300\ub85c\uc785\ub2c8\ub2e4.<\/h4>\n
                    \uc774\uc720<\/strong>S3 \ud30c\uc77c\uc744 \uc5c5\ub370\uc774\ud2b8\ud55c \ud6c4 \ub3d9\uae30\ud654\ub97c \uc2e4\ud589\ud558\ub294 \uac83\uc744 \uc78a\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n
                    \ud574\uacb0\ud558\ub2e4<\/strong>S3 \uc774\ubca4\ud2b8 \uc54c\ub9bc \uc124\uc815 \u2192 Lambda \uc790\ub3d9 \ud2b8\ub9ac\uac70 \u2192 \ud638\ucd9c\u00a0start_ingestion_job<\/code>\u00a0API.<\/p>\n
                    \ud568\uc815 4: \ud658\uac01\uc744 \ud3ec\ud568\ud558\ub294 \ub2f5\ubcc0<\/h4>\n
                    \uc774\uc720<\/strong>\ub300\uaddc\ubaa8 \ubaa8\ub378\uc740 \uc9c0\uc2dd \uae30\ubc18\uc5d0 \uc77c\uce58\ud558\ub294 \ucf58\ud150\uce20\uac00 \uc5c6\ub354\ub77c\ub3c4 \uc5ec\uc804\ud788 \ub2f5\ubcc0\uc744 "\ub9cc\ub4e4\uc5b4\ub0bc" \uac83\uc785\ub2c8\ub2e4.<\/p>\n
                    \ud574\uacb0\ud558\ub2e4<\/strong>\ud504\ub86c\ud504\ud2b8\uc5d0 \uba85\uc2dc\uc801\uc73c\ub85c \uc9c0\uc2dc\ud558\uc138\uc694:<\/p>\n
                    \n
                    \n
                    \uc81c\uacf5\ub41c \ucc38\uace0 \ubb38\uc11c\uc5d0 \uad00\ub828 \uc815\ubcf4\uac00 \uc5c6\ub294 \uacbd\uc6b0, \ucd94\uce21\ud558\uc9c0 \ub9d0\uace0 "\uae30\uc874 \uc9c0\uc2dd \uae30\ubc18\uc5d0\uc11c \uad00\ub828 \uae30\ub85d\uc774 \uc5c6\uc2b5\ub2c8\ub2e4"\ub77c\uace0 \ub2f5\ubcc0\ud574 \uc8fc\uc2ed\uc2dc\uc624.\r\n<\/code><\/pre>\n<\/div>\n<\/div>\n
                    \n
                    VI. \uace0\uae09 \ud655\uc7a5 \uae30\ub2a5: \uc811\uadfc \uc81c\uc5b4 \ubc0f \ub300\ud654 \ub0b4\uc6a9 \uc800\uc7a5 \uae30\ub2a5 \ucd94\uac00<\/h3>\n
                    \uc811\uadfc \uc81c\uc5b4(\ub2e4\uc911 \ud14c\ub10c\ud2b8 \uc2dc\ub098\ub9ac\uc624)<\/h4>\n
                    \ubd80\uc11c\ubcc4\ub85c \ubb38\uc11c \uc811\uadfc \uad8c\ud55c\uc774 \ub2e4\ub978 \uacbd\uc6b0 \ub2e4\uc74c\uacfc \uac19\uc774 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
                      \n
                    • \uac01 \ubd80\uc11c\ub294 \uc790\uccb4\uc801\uc778 \uc9c0\uc2dd \uae30\ubc18\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4.<\/li>\n
                    • \ub610\ub294 ~\uc744 \ud1b5\ud574\u00a0\uba54\ud0c0\ub370\uc774\ud130 \ud544\ud130<\/strong>\u00a0\uac80\uc0c9\ud560 \ub54c \ubd80\uc11c \ud0dc\uadf8\ub85c \ud544\ud130\ub9c1\ud558\uc138\uc694.<\/li>\n<\/ul>\n
                      \ub300\ud654 \uba54\ubaa8\ub9ac<\/h4>\n
                      \uac80\uc0c9 \ubc0f \uc0dd\uc131<\/code>\u00a0\uc9c0\uc6d0\ud558\ub2e4\u00a0\uc138\uc158ID<\/code>\u00a0\uc2dc\uc2a4\ud15c\uc740 \ub9e4\uac1c\ubcc0\uc218\uc5d0 \ub300\ud55c \ub2e4\uc911 \ud134 \ub300\ud654 \ucee8\ud14d\uc2a4\ud2b8\ub97c \uc790\ub3d9\uc73c\ub85c \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/p>\n
                      \n
                      \n
                      <\/div>\n
                      \n
                      \uc751\ub2f5 = bedrock_agent_runtime.retrieve_and_generate(\r\n    \uc785\ub825<\/span>={'\ud14d\uc2a4\ud2b8'<\/span>: \uc9c8\ubb38}, \uc138\uc158ID='\uc0ac\uc6a9\uc790 \uc138\uc158-123'<\/span>,  #\ub294 \ub3d9\uc77c\ud55c sessionId\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub300\ud654 \uc5f0\uc18d\uc131\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/span>\r\n    ...\r\n)\r\n<\/code><\/pre>\n<\/blockquote>\n<\/div>\n<\/div>\n
                      \n
                      \uc694\uc57d\ud558\ub2e4<\/h3>\n
                      AWS Bedrock Knowledge Bases\ub294 \uc5d4\ud130\ud504\ub77c\uc774\uc988\uae09 RAG(Resource Assessment Group)\ub97c "AI \ud300\uc774 \ud544\uc694\ud55c" \uac83\uc5d0\uc11c "\uc911\uc18c\uae30\uc5c5\ub3c4 \uc2e0\uc18d\ud558\uac8c \uad6c\ud604\ud560 \uc218 \uc788\ub294" \uac83\uc73c\ub85c \ubcc0\ud654\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/p>\n
                      \ud575\uc2ec \uc7a5\uc810:<\/p>\n
                        \n
                      • \u2705 \uc644\uc804 \uad00\ub9ac\ud615\uc73c\ub85c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc720\uc9c0 \uad00\ub9ac\ud560 \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.<\/li>\n
                      • \u2705 \uc911\uad6d\uc5b4 \ubb38\uc11c \uc9c0\uc6d0<\/li>\n
                      • \u2705 AWS \uc5d0\ucf54\uc2dc\uc2a4\ud15c(S3, Lambda, IAM \uc561\uc138\uc2a4 \uc81c\uc5b4)\uacfc\uc758 \uc644\ubcbd\ud55c \ud1b5\ud569<\/li>\n
                      • \u2705 \uc0ac\uc6a9\ub7c9 \uae30\ubc18 \uc694\uae08\uc81c\ub85c \uc911\uc18c\uae30\uc5c5\uc758 \ube44\uc6a9 \uad00\ub9ac\uac00 \uc6a9\uc774\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
                        \uae00\ub85c\ubc8c \uc9c4\ucd9c\uc744 \uacc4\ud68d\ud558\ub294 \uae30\uc5c5\uc744 \uc704\ud574AI \uace0\uac1d \uc11c\ube44\uc2a4 + \ub0b4\ubd80 \uc9c8\uc758\uc751\ub2f5<\/strong>\u00a0\ub2e4\uc74c\uc740 ROI\ub97c \uac00\uc7a5 \ube60\ub974\uac8c \ub2ec\uc131\ud560 \uc218 \uc788\ub294 RAG \uc801\uc6a9 \uc2dc\ub098\ub9ac\uc624\uc774\uba70, \uc774 \ub450 \uac00\uc9c0 \ubc29\ud5a5\uc5d0\uc11c \uc811\uadfc\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"
                        \uae00\ub85c\ubc8c \uc9c4\ucd9c\uc744 \uc55e\ub454 \ub9ce\uc740 \uae30\uc5c5\ub4e4\uc774 \uacf5\ud1b5\uc801\uc73c\ub85c \ubb3b\ub294 \uc9c8\ubb38\uc774 \uc788\uc2b5\ub2c8\ub2e4. "ChatGPT\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\uc774\uc9c0\ub9cc, \uc6b0\ub9ac \ud68c\uc0ac\uc758 \uc81c\ud488, \uaddc\uc815 \uc900\uc218 \uc694\uac74, \uadf8\ub9ac\uace0 \uc601\uc5c5 \uc804\ub7b5\uc744 \uc81c\ub300\ub85c \uc774\ud574\ud558\uc9c0 \ubabb\ud569\ub2c8\ub2e4. \uc2e4\uc81c \ube44\uc988\ub2c8\uc2a4\uc5d0\uc11c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\uc744\uae4c\uc694?"
                        \n\uc815\ub2f5\uc740 RAG(Retrieval Enhancement Generation)\uc785\ub2c8\ub2e4.<\/p>","protected":false},"author":1,"featured_media":4390,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[65],"tags":[],"class_list":["post-4389","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technical-sharing"],"_links":{"self":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts\/4389","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/comments?post=4389"}],"version-history":[{"count":5,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts\/4389\/revisions"}],"predecessor-version":[{"id":4395,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts\/4389\/revisions\/4395"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/media\/4390"}],"wp:attachment":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/media?parent=4389"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/categories?post=4389"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/tags?post=4389"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}