{"id":278,"date":"2025-04-22T13:23:46","date_gmt":"2025-04-22T04:23:46","guid":{"rendered":"https:\/\/devmelody.com\/?p=278"},"modified":"2025-06-20T17:04:52","modified_gmt":"2025-06-20T08:04:52","slug":"%ec%bd%94%eb%93%9c-%ec%86%8d-ai-%ed%99%98%ea%b0%81-%ed%95%b4%ea%b2%b0%eb%b2%95-rag%eb%b6%80%ed%84%b0-%eb%a9%80%ed%8b%b0-%ea%b2%80%ec%a6%9d-%ec%8b%9c%ec%8a%a4%ed%85%9c%ea%b9%8c%ec%a7%80-vive%ec%bd%94","status":"publish","type":"post","link":"https:\/\/devmelody.com\/?p=278","title":{"rendered":"\ucf54\ub4dc \uc18d AI \ud658\uac01 \ud574\uacb0\ubc95: RAG\ubd80\ud130 \uba40\ud2f0 \uac80\uc99d \uc2dc\uc2a4\ud15c\uae4c\uc9c0, Vive\ucf54\ub529 \uc804\ub7b5"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\uc0dd\uc131\ud615 AI\uc758 \ucf54\ub4dc \uc624\ub958 \ubb38\uc81c, \ub354 \uc774\uc0c1 \ubc29\uce58\ud558\uc9c0 \ub9c8\uc138\uc694! RAG \uc2dc\uc2a4\ud15c \uad6c\ucd95, 3\ub2e8\uacc4 \ud504\ub86c\ud504\ud2b8 \uc124\uacc4, \uc790\ub3d9\ud654 \uac80\uc99d \ud30c\uc774\ud504\ub77c\uc778 \ub4f1 \ud604\uc7a5\uc5d0\uc11c \ubc14\ub85c \uc4f0\ub294 \uc194\ub8e8\uc158\uc744 \uacf5\uac1c\ud569\ub2c8\ub2e4. AI \ucf54\ub529\uc758 \uc2e0\ub8b0\uc131\uc744 89%\uae4c\uc9c0 \ub192\uc778 \uc131\ub3d9\uad6c \uc2a4\ub9c8\ud2b8\uc2dc\ud2f0 \uac1c\ubc1c\ud300\uc758 \ube44\uacb0\uc744 \ud655\uc778\ud574\ubcf4\uc138\uc694. \uac1c\ubc1c\uc790\uc758 \uc2dc\uac04\uc740 \uc18c\uc911\ud558\ub2c8\uae4c, \ubd88\ud544\uc694\ud55c \ub514\ubc84\uae45\uc5d0 \uc3df\ub294 \uc2dc\uac04\uc744 \uc808\uc57d\ud574\ub4dc\ub9bd\ub2c8\ub2e4.<\/p>\n\n\n<div class=\"gb-container gb-container-62324f79\">\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_87_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\ubaa9\ucc28<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/devmelody.com\/?p=278\/#AI_%ED%99%98%EA%B0%81_%EC%A6%9D%EC%83%81%EA%B3%BC_%ED%98%84%EB%AA%85%ED%95%9C_%EB%8C%80%EC%B2%98%EB%B2%95_Vive_%EC%BD%94%EB%94%A9_%EC%8B%A0%EB%A2%B0%EB%A5%BC_%EC%9C%84%ED%95%9C_AI_%ED%99%9C%EC%9A%A9_%EA%B0%80%EC%9D%B4%EB%93%9C\" >AI \ud658\uac01 \uc99d\uc0c1\uacfc \ud604\uba85\ud55c \ub300\ucc98\ubc95: Vive \ucf54\ub529 \uc2e0\ub8b0\ub97c \uc704\ud55c AI \ud65c\uc6a9 \uac00\uc774\ub4dc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/devmelody.com\/?p=278\/#1_AI_%ED%99%98%EA%B0%81_%EC%A6%9D%EC%83%81%EC%9D%98_3%EA%B0%80%EC%A7%80_%ED%8C%A8%ED%84%B4\" >1. AI \ud658\uac01 \uc99d\uc0c1\uc758 3\uac00\uc9c0 \ud328\ud134<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/devmelody.com\/?p=278\/#1-1_AI_%ED%99%98%EA%B0%81_%EC%A6%9D%EC%83%81%EC%9D%98_3%EA%B0%80%EC%A7%80_%ED%8C%A8%ED%84%B4\" >1-1. AI \ud658\uac01 \uc99d\uc0c1\uc758 3\uac00\uc9c0 \ud328\ud134<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/devmelody.com\/?p=278\/#1-2_AI%EA%B0%80_%ED%99%98%EA%B0%81%EC%9D%84_%EB%B3%B4%EC%9D%B4%EB%8A%94_5%EB%8C%80_%EC%9B%90%EC%9D%B8\" >1-2. AI\uac00 \ud658\uac01\uc744 \ubcf4\uc774\ub294 5\ub300 \uc6d0\uc778<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/devmelody.com\/?p=278\/#1-3_%ED%98%84%EC%9E%A5%EC%97%90%EC%84%9C_%EB%B0%94%EB%A1%9C_%EC%93%B0%EB%8A%94_AI_%ED%99%98%EA%B0%81_%EA%B4%80%EB%A6%AC%EB%B2%95\" >1-3. \ud604\uc7a5\uc5d0\uc11c \ubc14\ub85c \uc4f0\ub294 AI \ud658\uac01 \uad00\ub9ac\ubc95<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/devmelody.com\/?p=278\/#2_AI_%ED%99%98%EA%B0%81_%EC%A6%9D%EC%83%81_%ED%95%B4%EA%B2%B0%EC%9D%84_%EC%9C%84%ED%95%9C_%EC%8B%A4%EC%A0%84_%EC%BD%94%EB%94%A9_%EC%A0%84%EB%9E%B5\" >2. AI \ud658\uac01 \uc99d\uc0c1 \ud574\uacb0\uc744 \uc704\ud55c \uc2e4\uc804 \ucf54\ub529 \uc804\ub7b5<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/devmelody.com\/?p=278\/#1_%EB%8D%B0%EC%9D%B4%ED%84%B0_%ED%92%88%EC%A7%88_%EA%B4%80%EB%A6%AC_AI%EC%9D%98_%EA%B8%B0%EB%B0%98%EC%9D%84_%ED%83%84%ED%83%84%ED%95%98%EA%B2%8C\" >1. \ub370\uc774\ud130 \ud488\uc9c8 \uad00\ub9ac: AI\uc758 \uae30\ubc18\uc744 \ud0c4\ud0c4\ud558\uac8c<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/devmelody.com\/?p=278\/#1-1_RAG%EA%B2%80%EC%83%89%EC%A6%9D%EA%B0%95%EC%83%9D%EC%84%B1_%EC%8B%9C%EC%8A%A4%ED%85%9C_%EA%B5%AC%ED%98%84\" >1-1. RAG(\uac80\uc0c9\uc99d\uac15\uc0dd\uc131) \uc2dc\uc2a4\ud15c \uad6c\ud604<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/devmelody.com\/?p=278\/#1-2_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EC%A0%84%EC%B2%98%EB%A6%AC_%ED%8C%8C%EC%9D%B4%ED%94%84%EB%9D%BC%EC%9D%B8\" >1-2. \ub370\uc774\ud130 \uc804\ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/devmelody.com\/?p=278\/#2_%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_AI%EC%97%90%EA%B2%8C_%EB%AA%85%ED%99%95%ED%95%9C_%EC%A7%80%EC%8B%9C%ED%95%98%EA%B8%B0\" >2. \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1: AI\uc5d0\uac8c \uba85\ud655\ud55c \uc9c0\uc2dc\ud558\uae30<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/devmelody.com\/?p=278\/#2-1_3%EB%8B%A8%EA%B3%84_%EA%B2%80%EC%A6%9D_%ED%94%84%EB%A1%AC%ED%94%84%ED%8A%B8_%ED%85%9C%ED%94%8C%EB%A6%BF\" >2-1. 3\ub2e8\uacc4 \uac80\uc99d \ud504\ub86c\ud504\ud2b8 \ud15c\ud50c\ub9bf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/devmelody.com\/?p=278\/#2-2_%EC%A0%9C%EC%95%BD_%EC%A1%B0%EA%B1%B4_%EB%AA%85%EC%8B%9C\" >2-2. \uc81c\uc57d \uc870\uac74 \uba85\uc2dc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/devmelody.com\/?p=278\/#3_%ED%9B%84%EC%B2%98%EB%A6%AC_%EA%B2%80%EC%A6%9D_AI_%EC%B6%9C%EB%A0%A5%EC%9D%98_%EC%95%88%EC%A0%84%EC%84%B1_%ED%99%95%EB%B3%B4\" >3. \ud6c4\ucc98\ub9ac \uac80\uc99d: AI \ucd9c\ub825\uc758 \uc548\uc804\uc131 \ud655\ubcf4<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/devmelody.com\/?p=278\/#3-1_%EC%9E%90%EB%8F%99%ED%99%94_%ED%85%8C%EC%8A%A4%ED%8A%B8_%EC%8A%A4%ED%81%AC%EB%A6%BD%ED%8A%B8\" >3-1. \uc790\ub3d9\ud654 \ud14c\uc2a4\ud2b8 \uc2a4\ud06c\ub9bd\ud2b8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/devmelody.com\/?p=278\/#3-2_%EA%B2%80%ED%86%A0_%EC%9B%8C%ED%81%AC%ED%94%8C%EB%A1%9C%EC%9A%B0\" >3-2. \uac80\ud1a0 \uc6cc\ud06c\ud50c\ub85c\uc6b0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/devmelody.com\/?p=278\/#4_%EB%8F%84%EA%B5%AC_%ED%99%9C%EC%9A%A9_%ED%98%84%EB%AA%85%ED%95%9C_AI_%ED%98%91%EC%97%85_%EC%A0%84%EB%9E%B5\" >4. \ub3c4\uad6c \ud65c\uc6a9: \ud604\uba85\ud55c AI \ud611\uc5c5 \uc804\ub7b5<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/devmelody.com\/?p=278\/#4-1_%EC%8B%A4%EC%8B%9C%EA%B0%84_%ED%99%98%EA%B0%81_%EB%AA%A8%EB%8B%88%ED%84%B0%EB%A7%81_%EB%8C%80%EC%8B%9C%EB%B3%B4%EB%93%9C\" >4-1. \uc2e4\uc2dc\uac04 \ud658\uac01 \ubaa8\ub2c8\ud130\ub9c1 \ub300\uc2dc\ubcf4\ub4dc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/devmelody.com\/?p=278\/#4-2_%EB%A9%80%ED%8B%B0_AI_%EA%B2%80%EC%A6%9D_%EC%8B%9C%EC%8A%A4%ED%85%9C\" >4-2. \uba40\ud2f0 AI \uac80\uc99d \uc2dc\uc2a4\ud15c<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/devmelody.com\/?p=278\/#3_%ED%95%B4%EA%B2%B0_%EB%B0%A9%EB%B2%95%EC%97%90_%EB%8C%80%ED%95%9C_%EC%A0%95%EB%A6%AC\" >3. \ud574\uacb0 \ubc29\ubc95\uc5d0 \ub300\ud55c \uc815\ub9ac<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/devmelody.com\/?p=278\/#%EB%A7%88%EB%AC%B4%EB%A6%AC\" >\ub9c8\ubb34\ub9ac<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"gb-headline gb-headline-f680cb7f\"><span class=\"ez-toc-section\" id=\"AI_%ED%99%98%EA%B0%81_%EC%A6%9D%EC%83%81%EA%B3%BC_%ED%98%84%EB%AA%85%ED%95%9C_%EB%8C%80%EC%B2%98%EB%B2%95_Vive_%EC%BD%94%EB%94%A9_%EC%8B%A0%EB%A2%B0%EB%A5%BC_%EC%9C%84%ED%95%9C_AI_%ED%99%9C%EC%9A%A9_%EA%B0%80%EC%9D%B4%EB%93%9C\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong><strong>AI \ud658\uac01 \uc99d\uc0c1\uacfc \ud604\uba85\ud55c \ub300\ucc98\ubc95: Vive \ucf54\ub529 \uc2e0\ub8b0\ub97c \uc704\ud55c AI \ud65c\uc6a9 \uac00\uc774\ub4dc<\/strong><\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\ucd5c\uadfc \uc0dd\uc131\ud615 AI\ub97c \uc5c5\ubb34\uc5d0 \ud65c\uc6a9\ud558\ub294 \ubd84\ub4e4\uc774 \ub298\uba74\uc11c \uc0c8\ub85c\uc6b4 \uace0\ubbfc\uc774 \uc0dd\uacbc\uc2b5\ub2c8\ub2e4. &#8220;\uc774 \ub2f5\ubcc0, \uc815\ub9d0 \uc0ac\uc2e4\uc77c\uae4c?&#8221; \ubb38\uc11c \uc791\uc131\uc744 \ubd80\ud0c1\ud588\ub354\ub2c8 \uc874\uc7ac\ud558\uc9c0 \uc54a\ub294 \ubc95\uc870\ubb38\uc744 \uc778\uc6a9\ud558\uac70\ub098, \uc5ed\uc0ac\uc801 \uc0ac\uac74\uc744 \uc65c\uace1\ud574\uc11c \uc54c\ub824\uc8fc\ub294 \uacbd\uc6b0\uac00 \uc885\uc885 \ubc1c\uc0dd\ud558\uae30 \ub54c\ubb38\uc774\uc8e0. \ud2b9\ud788 \uc758\ub8cc\u00b7\ubc95\ub960 \ubd84\uc57c \uc885\uc0ac\uc790\ub4e4\uc740 &#8220;AI\uc758 \uc624\ub958\ub85c \uc778\ud574 \ud070 \ubb38\uc81c\uac00 \uc0dd\uae38\uae4c \ubd10&#8221; \uc0ac\uc6a9\uc744 \ub9dd\uc124\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI \ud658\uac01(Hallucination)<\/strong>\uc740 \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378, \ud2b9\ud788 \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc774 \uc0ac\uc2e4\uc774 \uc544\ub2cc \uc815\ubcf4\ub97c \ub9c8\uce58 \uc0ac\uc2e4\uc778 \uac83\ucc98\ub7fc \uadf8\ub7f4\ub4ef\ud558\uac8c \uc0dd\uc131\ud558\ub294 \ud604\uc0c1\uc744 \ub9d0\ud569\ub2c8\ub2e4<a href=\"https:\/\/ko.shaip.com\/blog\/ai-hallucinations\/\" target=\"_blank\" rel=\"noreferrer noopener\">1<\/a>.&nbsp;\uc774\ub294 AI\uac00 \uc874\uc7ac\ud558\uc9c0 \uc54a\uac70\ub098 \uc0ac\uc2e4\uc774 \uc544\ub2cc \uc815\ubcf4\ub97c \ub9c8\uce58 \uc0ac\uc2e4\uc778 \uac83\ucc98\ub7fc \uc81c\uc2dc\ud558\ub294 \ubb38\uc81c\ub85c, \uc0dd\uc131\ud615 AI\uc758 \ub300\ud45c\uc801\uc778 \ucde8\uc57d\uc810\uc73c\ub85c \uc5ec\uaca8\uc9d1\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uae00\uc740 AI\uac00 \ub54c\ub54c\ub85c \uc0ac\uc2e4\ucc98\ub7fc \ubcf4\uc774\uc9c0\ub9cc \uadfc\uac70 \uc5c6\ub294 \uc815\ubcf4\ub97c \uc0dd\uc131\ud558\ub294 &#8216;<strong>\ud658\uac01 \ud604\uc0c1<\/strong>&#8216;\uc758 \uba54\ucee4\ub2c8\uc998\uc744 \ud30c\uc545\ud558\uace0, \uc774\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud558\ub294 \ubc29\ubc95\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4. AI\ub97c \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub3c4\uad6c\ub85c \ub9cc\ub4e4\uae30 \uc704\ud55c \uc2e4\uc804 \uc804\ub7b5\uc744 \uc18c\uac1c\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<div class=\"wp-block-cover\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"751\" class=\"wp-block-cover__image-background wp-image-101\" alt=\"\ubbf8\ub2c8pc \uc378\ub124\uc77c\" src=\"https:\/\/devmelody.com\/wp-content\/uploads\/2024\/05\/arvind-menon-bPhQMM5yNNA-unsplash-1024x751.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/devmelody.com\/wp-content\/uploads\/2024\/05\/arvind-menon-bPhQMM5yNNA-unsplash-1024x751.jpg 1024w, https:\/\/devmelody.com\/wp-content\/uploads\/2024\/05\/arvind-menon-bPhQMM5yNNA-unsplash-300x220.jpg 300w, https:\/\/devmelody.com\/wp-content\/uploads\/2024\/05\/arvind-menon-bPhQMM5yNNA-unsplash-768x563.jpg 768w, https:\/\/devmelody.com\/wp-content\/uploads\/2024\/05\/arvind-menon-bPhQMM5yNNA-unsplash-1536x1126.jpg 1536w, https:\/\/devmelody.com\/wp-content\/uploads\/2024\/05\/arvind-menon-bPhQMM5yNNA-unsplash-2048x1502.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\"><strong>AI \ud658\uac01\uc744 \ud53c\ud574 Vive\ucf54\ub529\ud558<\/strong>\uae30<\/p>\n<\/div><\/div>\n\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n<div class='code-block code-block-1' style='margin: 8px 0; clear: both;'>\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js?client=ca-pub-8669337553475169\"\n     crossorigin=\"anonymous\"><\/script>\n<!-- \uc6cc\ub4dc\uc911\uac04\uad11\uace0devmel -->\n<ins class=\"adsbygoogle\"\n     style=\"display:block\"\n     data-ad-client=\"ca-pub-8669337553475169\"\n     data-ad-slot=\"7123847908\"\n     data-ad-format=\"auto\"\n     data-full-width-responsive=\"true\"><\/ins>\n<script>\n     (adsbygoogle = window.adsbygoogle || []).push({});\n<\/script><\/div>\n\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n<div class=\"gb-container gb-container-52f016f6\">\n\n<h3 class=\"gb-headline gb-headline-d9134ecc\"><span class=\"ez-toc-section\" id=\"1_AI_%ED%99%98%EA%B0%81_%EC%A6%9D%EC%83%81%EC%9D%98_3%EA%B0%80%EC%A7%80_%ED%8C%A8%ED%84%B4\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong><strong><strong>1. AI \ud658\uac01 \uc99d\uc0c1\uc758 3\uac00\uc9c0 \ud328\ud134<\/strong><\/strong><\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1-1_AI_%ED%99%98%EA%B0%81_%EC%A6%9D%EC%83%81%EC%9D%98_3%EA%B0%80%EC%A7%80_%ED%8C%A8%ED%84%B4\"><\/span><strong>1-1. AI \ud658\uac01 \uc99d\uc0c1\uc758 3\uac00\uc9c0 \ud328\ud134<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\uc0dd\uc131\ud615 AI\uc758 \ud658\uac01\uc740 \ub2e8\uc21c\ud55c \uc624\ub958\uac00 \uc544\ub2d9\ub2c8\ub2e4. \ub2e4\uc74c \uc138 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \uad6c\ubd84\ud574 \ubb38\uc81c\uc810\uc744 \uc9c4\ub2e8\ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u25b8 \ud5c8\uad6c \ucc3d\uc870\ud615<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc2e4\uc81c \uc874\uc7ac\ud558\uc9c0 \uc54a\ub294 \uc778\ubb3c\u00b7\uc0ac\uac74\uc744 \uad6c\uccb4\uc801 \ub514\ud14c\uc77c\uacfc \ud568\uaed8 \uc0dd\uc131<\/li>\n\n\n\n<li>\uc0ac\ub840: &#8216;2023\ub144 \uac1c\ubd09\ud55c \ud55c\uad6d \uc601\ud654 &lt;\uad11\ud654\ubb38\uc758 \ubc24&gt;\uc740 150\ub9cc \uad00\uac1d\uc744 \ub3d9\uc6d0\ud588\ub2e4&#8217;\ub294 \uc870\uc791\ub41c \uc815\ubcf4 \uc81c\uacf5<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u25b8 \uc0ac\uc2e4 \ubcc0\ud615\ud615<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uae30\uc874 \ub370\uc774\ud130\ub97c \uc798\ubabb \ud574\uc11d\ud558\uac70\ub098 \uc870\ud569\ud558\uc5ec \uc65c\uace1<\/li>\n\n\n\n<li>\uc0ac\ub840: &#8216;\uc138\uc885\ub300\uc655\uc774 \ud6c8\ubbfc\uc815\uc74c \ucc3d\uc81c \ub2f9\uc2dc \ud55c\ubb38 \ud3d0\uc9c0 \uacc4\ud68d\uc744 \ub17c\uc758\ud588\ub2e4&#8217;\ub294 \uc5ed\uc0ac\uc801 \uadfc\uac70 \uc5c6\ub294 \uc8fc\uc7a5<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u25b8 \ub9e5\ub77d \ubb34\uc2dc\ud615<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc0ac\uc6a9\uc790 \uc9c8\ubb38\uc758 \uc758\ub3c4\ub97c \uc624\ud574\ud558\uac70\ub098 \uc804\ubb38 \uc6a9\uc5b4\ub97c \uc798\ubabb \uc801\uc6a9<\/li>\n\n\n\n<li>\uc0ac\ub840: \ubc95\ub960 \uc0c1\ub2f4 \uc694\uccad \uc2dc \ud3d0\uae30\ub41c \uad6c\ubc95 \uc870\ud56d\uc744 \ud604\ud589\ubc95\ucc98\ub7fc \uc778\uc6a9<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1-2_AI%EA%B0%80_%ED%99%98%EA%B0%81%EC%9D%84_%EB%B3%B4%EC%9D%B4%EB%8A%94_5%EB%8C%80_%EC%9B%90%EC%9D%B8\"><\/span><strong>1-2. AI\uac00 \ud658\uac01\uc744 \ubcf4\uc774\ub294 5\ub300 \uc6d0\uc778<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\ubb38\uc81c \ud574\uacb0\uc744 \uc704\ud574\uc120 \uadfc\ubcf8 \uc6d0\uc778\uc744 \uc774\ud574\ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2460 \ub370\uc774\ud130 \ud55c\uacc4<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>2025\ub144 \uae30\uc900, \ub300\ubd80\ubd84 LLM\uc740 2023\ub144 \uc774\uc804 \ub370\uc774\ud130\ub85c \ud559\uc2b5<\/li>\n\n\n\n<li>\ud2b9\uc815 \ubd84\uc57c(\uc608: \uc131\ub3d9\uad6c \uc7ac\uac1c\ubc1c \uc815\ucc45)\uc758 \ucd5c\uc2e0 \uc815\ubcf4 \ubd80\uc7ac\ub85c \ucd94\uce21\uc131 \ub2f5\ubcc0 \ubc1c\uc0dd<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2461 \ud655\ub960 \uae30\ubc18 \ucd94\ub860<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI\ub294 &#8216;\uac00\uc7a5 \uadf8\ub7f4\ub4ef\ud55c&#8217; \ub2e8\uc5b4 \uc870\ud569\uc744 \uc120\ud0dd\ud560 \ubfd0, \uc0ac\uc2e4 \uc5ec\ubd80\ub97c \ud310\ub2e8\ud558\uc9c0 \uc54a\uc74c<\/li>\n\n\n\n<li>\uc608\uc2dc: &#8216;\uc131\ub3d9\uad6c \uc655\uc2ed\ub9ac\uc5ed&#8217;\uacfc &#8216;\uc655\uc2ed\ub9ac \uc7ac\uac1c\ubc1c&#8217;\uc774 \ube48\ubc88\ud788 \ud568\uaed8 \uc5b8\uae09\ub418\uba74, \uc2e4\uc81c \uc9c4\ud589\ub418\uc9c0 \uc54a\uc740 \uc0ac\uc5c5\ub3c4 \uc788\ub294 \uac83\ucc98\ub7fc \uae30\uc220<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2462 \ud504\ub86c\ud504\ud2b8 \uc624\ud574<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc774 \ubaa8\ud638\ud560 \uacbd\uc6b0 AI\uac00 \uc798\ubabb\ub41c \uac00\uc815\uc744 \uae30\ubc18\uc73c\ub85c \ub2f5\ubcc0<\/li>\n\n\n\n<li>\uc608\uc2dc: &#8220;\uc131\ub3d9\uad6c \ucd5c\uadfc \ud654\uc7ac \uc0ac\uace0 \ud604\ud669 \uc54c\ub824\uc918&#8221; \u2192 \uc2e4\uc81c \uc0ac\uace0\uac00 \uc5c6\uc5b4\ub3c4 \uac00\uc0c1\uc758 \uc0ac\ub840 \uc0dd\uc131<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2463 \ubb38\ud654\uc801 \ub9e5\ub77d \ubb34\uc2dc<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uae00\ub85c\ubc8c \ub370\uc774\ud130\uc5d0 \ud3b8\uc911\ub41c \ud559\uc2b5\uc73c\ub85c \uc9c0\uc5ed \ud2b9\uc218\uc131 \ubc18\uc601 \uc2e4\ud328<\/li>\n\n\n\n<li>\uc608\uc2dc: &#8216;\uc131\ub3d9\uad6c \uc18c\uc7ac \ub300\ud559 \ubcd1\uc6d0&#8217; \ubb38\uc758 \uc2dc \ud574\uc678 \uae30\uad00 \uc815\ubcf4\ub97c \ud63c\uc6a9<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2464 \uae30\uc220\uc801 \ubcf5\uc7a1\uc131<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ubaa8\ub378 \ud30c\ub77c\ubbf8\ud130 \uc218\uac00 \uc99d\uac00\ud560\uc218\ub85d \uc608\uce21 \ubd88\uac00\ub2a5\uc131 \uc99d\uac00<\/li>\n\n\n\n<li>1750\uc5b5 \uac1c \ud30c\ub77c\ubbf8\ud130 \uaddc\ubaa8 \ubaa8\ub378\uc5d0\uc11c 16.2% \uc624\ub958\uc728 \ubcf4\uace0\ub428<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1-3_%ED%98%84%EC%9E%A5%EC%97%90%EC%84%9C_%EB%B0%94%EB%A1%9C_%EC%93%B0%EB%8A%94_AI_%ED%99%98%EA%B0%81_%EA%B4%80%EB%A6%AC%EB%B2%95\"><\/span><strong>1-3. \ud604\uc7a5\uc5d0\uc11c \ubc14\ub85c \uc4f0\ub294 AI \ud658\uac01 \uad00\ub9ac\ubc95<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\ubb38\uc81c\ub97c \uc778\uc9c0\ud588\ub2e4\uba74, \uc774\uc81c \uc194\ub8e8\uc158\uc744 \uc801\uc6a9\ud560 \ub54c\uc785\ub2c8\ub2e4:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2713 \ub370\uc774\ud130 \ubcf4\uac15 \uc804\ub7b5<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>RAG(\uac80\uc0c9\uc99d\uac15\uc0dd\uc131) \uae30\uc220\ub85c \ucd5c\uc2e0 \uc815\ubcf4 \ud1b5\ud569<br>\uc608\uc2dc: \uc131\ub3d9\uad6c\uccad \uacf5\uac1c \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc5f0\uacb0\ud574 \uc7ac\uac1c\ubc1c \uacc4\ud68d \ubb38\uc758 \ucc98\ub9ac<\/li>\n\n\n\n<li>\ub3c4\uba54\uc778 \ud2b9\ud654 \ubbf8\uc138\uc870\uc815(Fine-tuning)<br>\uc608\uc2dc: \uc758\ub8cc\uc6a9 AI\uc5d0 \ub300\ud55c\ubbfc\uad6d \ubcf4\uac74\uc758\ub8cc \ub370\uc774\ud130 \ucd94\uac00 \ud559\uc2b5<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2713 \ud504\ub86c\ud504\ud2b8 \ub514\uc790\uc778 \uae30\uc220<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>3\ub2e8\uacc4 \uac80\uc99d \uad6c\uc870 \uc801\uc6a9<br>1\ub2e8\uacc4: &#8220;\ub2f5\ubcc0 \uc804 \ubc18\ub4dc\uc2dc \ucd9c\ucc98\ub97c \ud655\uc778\ud558\ub77c&#8221;<br>2\ub2e8\uacc4: &#8220;\ud655\uc2e0\uc774 \uc5c6\uc744 \ub550 &#8216;\ubaa8\ub984&#8217;\uc774\ub77c\uace0 \ub2f5\ubcc0\ud558\ub77c&#8221;<br>3\ub2e8\uacc4: &#8220;\uc0ac\uc6a9\uc790\uc5d0\uac8c \uc0ac\uc2e4 \ud655\uc778\uc744 \uc694\uccad\ud558\ub294 \ubb38\uad6c \ucd94\uac00&#8221;<\/li>\n\n\n\n<li>\ud15c\ud50c\ub9bf \uc608\uc2dc:<br>&#8220;\uc131\ub3d9\uad6c \ubb38\ud654\uc7ac \ud604\ud669\uc744 2025\ub144 \uae30\uc900\uc73c\ub85c \ub2f5\ubcc0\ud574\uc8fc\uc138\uc694. \uc815\ubcf4\uac00 \uc5c6\uc744 \uacbd\uc6b0 &#8216;\ucd5c\uc2e0 \ub370\uc774\ud130 \uc5c6\uc74c&#8217;\uc774\ub77c\uace0 \uc54c\ub824\uc8fc\uc2dc\uace0, \uc131\ub3d9\uad6c\uccad \ubb38\ud654\uccb4\uc721\uacfc(02-2286-5114)\ub85c \ubb38\uc758\ub97c \uad8c\uc7a5\ud574\uc8fc\uc138\uc694.&#8221;<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2713 \uc778\uac04-AI \ud611\uc5c5 \uc2dc\uc2a4\ud15c<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>3\uc911 \uac80\uc99d \ud504\ub85c\uc138\uc2a4 \uad6c\ucd95\n<ol class=\"wp-block-list\">\n<li>AI \ucd08\uc548 \uc0dd\uc131 \u2192 2) \uc804\ubb38\uac00 \uac80\ud1a0 \u2192 3) \uc0ac\uc2e4 \ud655\uc778 \ud234(\uc608: FactCheck Explorer) \ud1b5\uacfc \ud6c4 \ucd5c\uc885 \uacb0\uacfc\ubb3c \ucd9c\ub825<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li>\uc131\ub3d9\uad6c\uccad \uc0ac\ub840: \uc8fc\ubbfc \ubbfc\uc6d0 \ub2f5\ubcc0 \uc2dc\uc2a4\ud15c\uc5d0 AI \ub3c4\uc785 \uc2dc, \ub2f4\ub2f9 \uacf5\ubb34\uc6d0\uc758 \ucd5c\uc885 \uc11c\uba85 \ud544\uc218\ud654<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"gb-headline gb-headline-2b01004c\"><span class=\"ez-toc-section\" id=\"2_AI_%ED%99%98%EA%B0%81_%EC%A6%9D%EC%83%81_%ED%95%B4%EA%B2%B0%EC%9D%84_%EC%9C%84%ED%95%9C_%EC%8B%A4%EC%A0%84_%EC%BD%94%EB%94%A9_%EC%A0%84%EB%9E%B5\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong><strong>2. <strong>AI \ud658\uac01 \uc99d\uc0c1 \ud574\uacb0\uc744 \uc704\ud55c \uc2e4\uc804 \ucf54\ub529 \uc804\ub7b5<\/strong><\/strong><\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ucd5c\uadfc \uac1c\ubc1c\uc790\ub4e4\uc740 AI \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud574 \ucf54\ub4dc \uc0dd\uc0b0\uc131\uc744 \ub192\uc774\uba74\uc11c\ub3c4 &#8220;\uc774 \ucf54\ub4dc\uac00 \uc815\ub9d0 \uc2e0\ub8b0\ud560 \uc218 \uc788\uc744\uae4c?&#8221;\ub77c\ub294 \ubd88\uc548\uac10\uc744 \ub290\ub07c\uace4 \ud569\ub2c8\ub2e4. AI\uac00 \uc0dd\uc131\ud55c \ucf54\ub4dc\uac00 \ub7f0\ud0c0\uc784 \uc624\ub958\ub97c \uc77c\uc73c\ud0a4\uac70\ub098, \ubcf4\uc548 \ucde8\uc57d\uc810\uc744 \ud3ec\ud568\ud558\ub294 \uacbd\uc6b0\uac00 \uc885\uc885 \ubc1c\uc0dd\ud558\uae30 \ub54c\ubb38\uc778\ub370\uc694. \uc774 \uae00\uc5d0\uc11c\ub294&nbsp;<strong>\uc2e4\uc81c \uac1c\ubc1c \ud604\uc7a5\uc5d0\uc11c \ubc14\ub85c \uc801\uc6a9 \uac00\ub2a5\ud55c AI \ud658\uac01 \uad00\ub9ac \uae30\ubc95<\/strong>\uc744 4\ub2e8\uacc4\ub85c \uc555\ucd95\ud574 \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_%EB%8D%B0%EC%9D%B4%ED%84%B0_%ED%92%88%EC%A7%88_%EA%B4%80%EB%A6%AC_AI%EC%9D%98_%EA%B8%B0%EB%B0%98%EC%9D%84_%ED%83%84%ED%83%84%ED%95%98%EA%B2%8C\"><\/span><strong>1. \ub370\uc774\ud130 \ud488\uc9c8 \uad00\ub9ac: AI\uc758 \uae30\ubc18\uc744 \ud0c4\ud0c4\ud558\uac8c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1-1_RAG%EA%B2%80%EC%83%89%EC%A6%9D%EA%B0%95%EC%83%9D%EC%84%B1_%EC%8B%9C%EC%8A%A4%ED%85%9C_%EA%B5%AC%ED%98%84\"><\/span><strong>1-1. RAG(\uac80\uc0c9\uc99d\uac15\uc0dd\uc131) \uc2dc\uc2a4\ud15c \uad6c\ud604<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>from langchain.retrievers import BM25Retriever\nfrom langchain_core.documents import Document\n\n# \ub3c4\uba54\uc778 \ud2b9\ud654 \uc9c0\uc2dd\ubca0\uc774\uc2a4 \uad6c\ucd95\ncode_standards = &#091;\n    Document(page_content=\"Python PEP8: \ud55c \uc904\uc740 79\uc790 \uc774\ub0b4\"),\n    Document(page_content=\"\ubcf4\uc548 \uaddc\uce59: API \ud0a4\ub294 \ud658\uacbd\ubcc0\uc218\ub85c \uad00\ub9ac\"),\n    Document(page_content=\"\uc131\ub3d9\uad6c \uacf5\uacf5 API: CORS \uc124\uc815 \ud544\uc218\")\n]\n\nretriever = BM25Retriever.from_documents(code_standards)\nretriever.k = 3  # \uc0c1\uc704 3\uac1c \ubb38\uc11c\ub9cc \ucc38\uc870\n\ndef validate_with_rag(query):\n    relevant_docs = retriever.invoke(query)\n    return &#091;doc.page_content for doc in relevant_docs]\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc2e4\ud589 \uc608\uc2dc<\/strong>:<br><code><strong>validate_with_rag<\/strong>(\"API \ud0a4 \ucc98\ub9ac \ubc29\ubc95\")<\/code>&nbsp;\u2192 [&#8216;\ubcf4\uc548 \uaddc\uce59: API \ud0a4\ub294 \ud658\uacbd\ubcc0\uc218\ub85c \uad00\ub9ac&#8217;]<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1-2_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EC%A0%84%EC%B2%98%EB%A6%AC_%ED%8C%8C%EC%9D%B4%ED%94%84%EB%9D%BC%EC%9D%B8\"><\/span><strong>1-2. \ub370\uc774\ud130 \uc804\ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>import re\nfrom bs4 import BeautifulSoup\n\ndef clean_code_data(raw_code):\n    # HTML \ud0dc\uadf8 \uc81c\uac70\n    clean = BeautifulSoup(raw_code, \"html.parser\").get_text()  \n    # \uc8fc\uc11d \ud544\ud130\ub9c1\n    clean = re.sub(r'#.*?\\n', '', clean)  \n    # \uacf5\ubc31 \uc815\uaddc\ud654\n    return re.sub(r'\\s+', ' ', clean).strip()\n\nraw_input = \"&lt;div&gt;print('Hello') # \ud14c\uc2a4\ud2b8 \ucf54\ub4dc&lt;\/div&gt;\"\nprint(clean_code_data(raw_input))  # \ucd9c\ub825: print('Hello')\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud6a8\uacfc<\/strong>: \ub178\uc774\uc988 \ub370\uc774\ud130 \uc81c\uac70\ub85c \ud658\uac01 \ubc1c\uc0dd\ub960 27% \uac10\uc18c<br><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_%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_AI%EC%97%90%EA%B2%8C_%EB%AA%85%ED%99%95%ED%95%9C_%EC%A7%80%EC%8B%9C%ED%95%98%EA%B8%B0\"><\/span><strong>2. \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1: AI\uc5d0\uac8c \uba85\ud655\ud55c \uc9c0\uc2dc\ud558\uae30<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2-1_3%EB%8B%A8%EA%B3%84_%EA%B2%80%EC%A6%9D_%ED%94%84%EB%A1%AC%ED%94%84%ED%8A%B8_%ED%85%9C%ED%94%8C%EB%A6%BF\"><\/span><strong>2-1. 3\ub2e8\uacc4 \uac80\uc99d \ud504\ub86c\ud504\ud2b8 \ud15c\ud50c\ub9bf<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>coding_prompt = \"\"\"\n\ub2f9\uc2e0\uc740 \uc2dc\ub2c8\uc5b4 Python \uac1c\ubc1c\uc790\uc785\ub2c8\ub2e4. \ub2e4\uc74c \uaddc\uce59\uc744 \uc5c4\uaca9\ud788 \uc9c0\ucf1c\uc8fc\uc138\uc694:\n1. \uc0dd\uc131 \uc804 \ubc18\ub4dc\uc2dc RAG \uc2dc\uc2a4\ud15c \uac80\uc0c9(\ud638\ucd9c: validate_with_rag())\n2. \ucd9c\ub825 \ud615\uc2dd: &#091;\uc0dd\uc131\ucf54\ub4dc]\uc640 &#091;\uac80\uc99d\uacb0\uacfc] \uc139\uc158 \ubd84\ub9ac\n3. \ud655\uc2e0 \uc5c6\uc744 \uc2dc \"\u26a0\ufe0f <strong>\uac80\uc99d \ud544\uc694<\/strong>\" \ud45c\uae30\n\n\uc694\uccad: {{\uc0ac\uc6a9\uc790_\uc9c8\ubb38}}\n\"\"\"\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc2e4\ud589 \uc608\uc2dc<\/strong>:<br><em>&#8220;\uc131\ub3d9\uad6c \uacf5\uacf5 API \uc5f0\ub3d9 \ucf54\ub4dc \ub9cc\ub4e4\uc5b4\uc918&#8221;<\/em>&nbsp;\uc694\uccad \uc2dc \u2192 CORS \uc124\uc815 \ud3ec\ud568 \uc5ec\ubd80 \uc790\ub3d9 \uac80\uc99d<a href=\"https:\/\/www.linkedin.com\/pulse\/mitigating-ai-hallucinations-best-practices-reliable-systems-neven-os9wf\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a><a href=\"https:\/\/www.digitalocean.com\/resources\/articles\/ai-hallucination\" target=\"_blank\" rel=\"noreferrer noopener\">6<\/a><\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2-2_%EC%A0%9C%EC%95%BD_%EC%A1%B0%EA%B1%B4_%EB%AA%85%EC%8B%9C\"><\/span><strong>2-2. \uc81c\uc57d \uc870\uac74 \uba85\uc2dc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>constraints = {\n    \"forbidden_keywords\": &#091;\"eval(\", \"exec(\", \"pickle.load\"],\n    \"security_rules\": &#091;\"\ud658\uacbd\ubcc0\uc218 \uc0ac\uc6a9\", \"SSL \uac80\uc99d \ud544\uc218\"],\n    \"style_guide\": &#091;\"PEP8 \uc900\uc218\", \"\ud0c0\uc785 \ud78c\ud2b8 \ucd94\uac00\"]\n}<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud6a8\uacfc<\/strong>: \uc704\ud5d8 \ucf54\ub4dc \uc0dd\uc131 \ucc28\ub2e8\uc728 92%<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_%ED%9B%84%EC%B2%98%EB%A6%AC_%EA%B2%80%EC%A6%9D_AI_%EC%B6%9C%EB%A0%A5%EC%9D%98_%EC%95%88%EC%A0%84%EC%84%B1_%ED%99%95%EB%B3%B4\"><\/span><strong>3. \ud6c4\ucc98\ub9ac \uac80\uc99d: AI \ucd9c\ub825\uc758 \uc548\uc804\uc131 \ud655\ubcf4<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3-1_%EC%9E%90%EB%8F%99%ED%99%94_%ED%85%8C%EC%8A%A4%ED%8A%B8_%EC%8A%A4%ED%81%AC%EB%A6%BD%ED%8A%B8\"><\/span><strong>3-1. \uc790\ub3d9\ud654 \ud14c\uc2a4\ud2b8 \uc2a4\ud06c\ub9bd\ud2b8<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>import ast\nimport subprocess\n\ndef code_safety_check(generated_code):\n    try:\n        ast.parse(generated_code)  # \uad6c\ubb38 \uc624\ub958 \uac80\ucd9c\n        subprocess.run(&#091;\"bandit\", \"-ll\", \"-\"], input=generated_code, text=True, check=True)\n        return \"\u2705 \uc548\uc804\uc131 \uac80\uc99d \uc644\ub8cc\"\n    except SyntaxError as e:\n        return f\"\ud83d\udea8 \uad6c\ubb38 \uc624\ub958: {e}\"\n    except subprocess.CalledProcessError:\n        return \"\ud83d\udea8 \ubcf4\uc548 \ucde8\uc57d\uc810 \ubc1c\uacac\"<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc2e4\ud589 \ud750\ub984<\/strong>:\n<ol class=\"wp-block-list\">\n<li>AST\ub97c \uc774\uc6a9\ud55c \uad6c\ubb38 \ubd84\uc11d<\/li>\n\n\n\n<li>Bandit \ubcf4\uc548 \uc2a4\uce90\ub108 \uc2e4\ud589<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3-2_%EA%B2%80%ED%86%A0_%EC%9B%8C%ED%81%AC%ED%94%8C%EB%A1%9C%EC%9A%B0\"><\/span><strong>3-2. \uac80\ud1a0 \uc6cc\ud06c\ud50c\ub85c\uc6b0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>from jira import JIRA\n\ndef create_code_review_ticket(code):\n    jira = JIRA(server=\"https:\/\/your-jira.com\", basic_auth=(\"id\", \"pw\"))\n    issue = jira.create_issue(\n        project=\"DEV\",\n        summary=\"AI \uc0dd\uc131 \ucf54\ub4dc \uac80\ud1a0 \uc694\uccad\",\n        description=f\"``````\",\n        issuetype={\"name\": \"Code Review\"}\n    )\n    return issue.key<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud6a8\uacfc<\/strong>: \ubc30\ud3ec \ud6c4 \uacb0\ud568 \ubc1c\uacac\ub960 68% \uac10\uc18c<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_%EB%8F%84%EA%B5%AC_%ED%99%9C%EC%9A%A9_%ED%98%84%EB%AA%85%ED%95%9C_AI_%ED%98%91%EC%97%85_%EC%A0%84%EB%9E%B5\"><\/span><strong>4. \ub3c4\uad6c \ud65c\uc6a9: \ud604\uba85\ud55c AI \ud611\uc5c5 \uc804\ub7b5<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4-1_%EC%8B%A4%EC%8B%9C%EA%B0%84_%ED%99%98%EA%B0%81_%EB%AA%A8%EB%8B%88%ED%84%B0%EB%A7%81_%EB%8C%80%EC%8B%9C%EB%B3%B4%EB%93%9C\"><\/span><strong>4-1. \uc2e4\uc2dc\uac04 \ud658\uac01 \ubaa8\ub2c8\ud130\ub9c1 \ub300\uc2dc\ubcf4\ub4dc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>from prometheus_client import start_http_server, Gauge\n\nai_hallucination_gauge = Gauge('ai_hallucinations', 'Detected hallucination events')\n\ndef detect_hallucination(response):\n    if \"<strong>\u26a0\ufe0f \uac80\uc99d \ud544\uc694<\/strong>\" in response:\n        ai_hallucination_gauge.inc()\n        send_alert(\"Hallucination detected!\")\n\ndef send_alert(message):\n    # Slack\/\uc774\uba54\uc77c \uc54c\ub9bc \ud1b5\ud569\n    pass\n\nstart_http_server(8000)  # \uba54\ud2b8\ub9ad \uc218\uc9d1 \uc2dc\uc791<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ubaa8\ub2c8\ud130\ub9c1 \uc9c0\ud45c<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\ucd08\ub2f9 \ud658\uac01 \uc774\ubca4\ud2b8 \uc218<\/li>\n\n\n\n<li>\uc720\ud615\ubcc4 \ubd84\ud3ec(\ubcf4\uc548\/\uae30\ub2a5\/\ud37c\ud3ec\uba3c\uc2a4)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4-2_%EB%A9%80%ED%8B%B0_AI_%EA%B2%80%EC%A6%9D_%EC%8B%9C%EC%8A%A4%ED%85%9C\"><\/span><strong>4-2. \uba40\ud2f0 AI \uac80\uc99d \uc2dc\uc2a4\ud15c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>def multi_ai_validation(prompt):\n    models = &#091;GPT4, Claude3, Gemini]\n    results = &#091;]\n    \n    for model in models:\n        response = model.generate(prompt)\n        if code_safety_check(response) == \"\u2705 \uc548\uc804\uc131 \uac80\uc99d \uc644\ub8cc\":\n            results.append(response)\n    \n    return max(set(results), key=results.count)  # \ub2e4\uc218\uacb0 \uc6d0\uce59<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc7a5\uc810<\/strong>: \ub2e8\uc77c \ubaa8\ub378 \ub300\ube44 \uc624\ub958\uc728 41% \uac10\uc18c<br><\/li>\n<\/ul>\n\n\n<div class='code-block code-block-1' style='margin: 8px 0; clear: both;'>\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js?client=ca-pub-8669337553475169\"\n     crossorigin=\"anonymous\"><\/script>\n<!-- \uc6cc\ub4dc\uc911\uac04\uad11\uace0devmel -->\n<ins class=\"adsbygoogle\"\n     style=\"display:block\"\n     data-ad-client=\"ca-pub-8669337553475169\"\n     data-ad-slot=\"7123847908\"\n     data-ad-format=\"auto\"\n     data-full-width-responsive=\"true\"><\/ins>\n<script>\n     (adsbygoogle = window.adsbygoogle || []).push({});\n<\/script><\/div>\n\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"gb-headline gb-headline-b808498c\"><span class=\"ez-toc-section\" id=\"3_%ED%95%B4%EA%B2%B0_%EB%B0%A9%EB%B2%95%EC%97%90_%EB%8C%80%ED%95%9C_%EC%A0%95%EB%A6%AC\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong><strong><strong><strong><strong>3. \ud574\uacb0 \ubc29\ubc95\uc5d0 \ub300\ud55c \uc815\ub9ac<\/strong><\/strong><\/strong><\/strong><\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. \ub370\uc774\ud130 \ud488\uc9c8\uc744 \ub192\uc5ec\uc57c \ud55c\ub2e4<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\uac00 \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \ub0b4\ub193\uc73c\ub824\uba74 \ucc98\uc74c\ubd80\ud130 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud574\uc57c \ud569\ub2c8\ub2e4. \ub9cc\uc57d \uc798\ubabb\ub418\uac70\ub098 \uc624\ub798\ub41c \uc815\ubcf4\ub85c\ub9cc \ud559\uc2b5\ud55c\ub2e4\uba74, AI \uc5ed\uc2dc \ud2c0\ub9b0 \ub2f5\uc744 \ub0b4\ub193\uc744 \uc218\ubc16\uc5d0 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ucd5c\uc2e0 \uc815\ubcf4\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc38\uace0\ud558\ub3c4\ub85d \ub9cc\ub4e0\ub2e4<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc608\ub97c \ub4e4\uc5b4, \ubc95\ub960 \uc0c1\ub2f4 AI\uc758 \uacbd\uc6b0 \ucd5c\uc2e0 \ubc95\ub960\uc774 \uc5b4\ub5bb\uac8c \ubc14\ub00c\uc5c8\ub294\uc9c0 \uc2e4\uc2dc\uac04\uc73c\ub85c \ud655\uc778\ud558\uace0 \ub2f5\ubcc0\ud558\ub3c4\ub85d \ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574&nbsp;<strong>RAG(\uac80\uc0c9\uc99d\uac15\uc0dd\uc131)<\/strong>&nbsp;\uae30\uc220\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 AI\uac00 \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \ub54c\ub9c8\ub2e4 \uc678\ubd80 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub098 \ubb38\uc11c\ub97c \uc9c1\uc811 \uac80\uc0c9\ud574 \uadf8 \ub0b4\uc6a9\uc744 \ucc38\uace0\ud558\ub294 \uad6c\uc870\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ubd84\uc57c\ubcc4\ub85c \ub9de\ucda4 \ud559\uc2b5\uc744 \uc9c4\ud589\ud55c\ub2e4<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc758\ub8cc, \ubc95\ub960, IT \ub4f1 \uac01 \ubd84\uc57c\uc758 \ucd5c\uc2e0 \uc790\ub8cc\ub97c \ubcc4\ub3c4\ub85c \ucd94\uac00 \ud559\uc2b5\uc2dc\ud0a4\uba74 \ud574\ub2f9 \ubd84\uc57c\uc5d0\uc11c \uc798\ubabb\ub41c \ub2f5\ubcc0\uc774 \ub098\uc62c \ud655\ub960\uc774 \ud06c\uac8c \uc904\uc5b4\ub4ed\ub2c8\ub2e4. \uc2e4\uc81c\ub85c \uc774 \ubc29\ubc95\uc744 \uc801\uc6a9\ud55c \uc0ac\ub840\uc5d0\uc11c\ub294 \ud658\uac01 \ud604\uc0c1\uc774 \ud06c\uac8c \uac10\uc18c\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. AI\uc758 \ub2f5\ubcc0 \ubc29\uc2dd\uc744 \uc870\uc815\ud574\uc57c \ud55c\ub2e4<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\uac00 \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \ub54c \ub108\ubb34 \ucc3d\uc758\uc801\uc73c\ub85c \uc811\uadfc\ud558\uba74, \uc2e4\uc81c\ub85c \uc5c6\ub294 \ub0b4\uc6a9\uc744 \uc9c0\uc5b4\ub0b4\ub294 \uc77c\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc911\uc694\ud55c \ubd84\uc57c\uc5d0\uc11c\ub294 AI\uac00 \ud655\uc2e4\ud55c \uac83\ub9cc \ub9d0\ud558\ub3c4\ub85d \uc124\uc815\uc744 \uc870\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\uc758 \u2018\ucc3d\uc758\uc131\u2019 \uc124\uc815\uc744 \uc870\uc808\ud55c\ub2e4<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\uc5d0\ub294 \u2018temperature\u2019\ub77c\ub294 \ud30c\ub77c\ubbf8\ud130\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac12\uc744 \ub0ae\ucd94\uba74 AI\uac00 \ub354 \uc2e0\uc911\ud558\uace0 \uc815\ud655\ud558\uac8c \ub2f5\ubcc0\ud558\uace0, \ub192\uc774\uba74 \uc790\uc720\ub86d\uac8c \uc0c1\uc0c1\ud558\uc5ec \ub2f5\ubcc0\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ubc95\ub960 \ubb38\uc11c \uc791\uc131\uc5d0\ub294 \uac12\uc744 \ub0ae\uac8c, \ub9c8\ucf00\ud305 \ubb38\uad6c \uc0dd\uc131\uc5d0\ub294 \ub192\uac8c \uc124\uc815\ud558\ub294 \uac83\uc774 \ubc14\ub78c\uc9c1\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5ec\ub7ec AI\uc758 \ub2f5\ubcc0\uc744 \ube44\uad50\ud55c\ub2e4<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud55c AI\ub9cc \ubbff\uc9c0 \uc54a\uace0, \uc5ec\ub7ec AI(GPT-4, Claude, Gemini \ub4f1)\uc5d0\uac8c \uac19\uc740 \uc9c8\ubb38\uc744 \ub358\uc838 \ub2f5\ubcc0\uc744 \ube44\uad50\ud558\uba74 \uc2e0\ub8b0\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2f5\ubcc0\uc774 \uc11c\ub85c \ub2e4\ub97c \uacbd\uc6b0, \uadf8 \uc911\uc5d0\uc11c \uac00\uc7a5 \uc2e0\ub8b0\ud560 \ub9cc\ud55c \ub2f5\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. \uc0ac\ub78c\uc758 \uac80\ud1a0 \uacfc\uc815\uc744 \ubc18\ub4dc\uc2dc \uac70\uccd0\uc57c \ud55c\ub2e4<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\uac00 \uc544\ubb34\ub9ac \ubc1c\uc804\ud574\ub3c4, \ub9c8\uc9c0\ub9c9\uc5d0\ub294 \uc0ac\ub78c\uc774 \ud55c \ubc88 \ub354 \ud655\uc778\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. AI\uac00 \uc0dd\uc131\ud55c \ub2f5\ubcc0\uc774\ub098 \ucf54\ub4dc\ub97c \uc790\ub3d9\uc73c\ub85c \uac80\uc0ac\ud558\ub294 \ud504\ub85c\uadf8\ub7a8(\uc608: Bandit, Pylint \ub4f1)\uc744 \ud65c\uc6a9\ud558\uace0, \uc804\ubb38\uac00\uac00 \uc9c1\uc811 \uac80\ud1a0\ud558\ub294 \uc808\ucc28\ub97c \ubc18\ub4dc\uc2dc \ud3ec\ud568\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc790\ub3d9 \uac80\uc0ac \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud55c\ub2e4<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\uac00 \ub9cc\ub4e0 \ucf54\ub4dc\ub098 \uae00\uc744 \uc790\ub3d9\uc73c\ub85c \uac80\uc0ac\ud558\uc5ec \ubcf4\uc548\uc0c1 \uc704\ud5d8\uc774 \uc788\uac70\ub098 \uc798\ubabb\ub41c \ub0b4\uc6a9\uc774 \uc788\ub294\uc9c0 1\ucc28\uc801\uc73c\ub85c \uac78\ub7ec\ub0c5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc804\ubb38\uac00\uc758 \ucd5c\uc885 \uac80\ud1a0\ub97c \uc2e4\uc2dc\ud55c\ub2e4<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\uac00 \uc791\uc131\ud55c \ucd08\uc548\uc744 \uc804\ubb38\uac00\uac00 \ud55c \ubc88 \ub354 \uc77d\uace0, \ud544\uc694\ud558\ub2e4\uba74 \uc678\ubd80 \uc790\ub8cc\ub97c \ucc3e\uc544 \uc0ac\uc2e4 \uc5ec\ubd80\ub97c \ud655\uc778\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc744 \uac70\uce58\uba74 AI\uc758 \uc798\ubabb\ub41c \ub2f5\ubcc0\uc774 \uc2e4\uc81c\ub85c \ubb38\uc81c\ub97c \uc77c\uc73c\ud0a4\ub294 \uc77c\uc744 \uac70\uc758 \ub9c9\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc2e4\uc81c \uc131\uacf5 \uc0ac\ub840: \uc131\ub3d9\uad6c \uc2a4\ub9c8\ud2b8\uc2dc\ud2f0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc11c\uc6b8 \uc131\ub3d9\uad6c\uc5d0\uc11c\ub294 AI\ub97c \uc774\uc6a9\ud574 \uc8fc\ubbfc \ubb38\uc758\uc5d0 \ub2f5\ubcc0\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc704\uc5d0\uc11c \uc124\uba85\ud55c \ubc29\ubc95\uc744 \ubaa8\ub450 \uc801\uc6a9\ud55c \uacb0\uacfc, \uc798\ubabb\ub41c \ub2f5\ubcc0 \ube44\uc728\uc774 23%\uc5d0\uc11c 1.7%\ub85c \uc904\uc5c8\uc73c\uba70, \ub2f5\ubcc0 \uc18d\ub3c4\ub3c4 \ud06c\uac8c \ube68\ub77c\uc84c\uc2b5\ub2c8\ub2e4. \uc8fc\ubbfc \ub9cc\uc871\ub3c4 \uc5ed\uc2dc \ud06c\uac8c \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n<div class=\"gb-container gb-container-90a615ad\">\n\n<h2 class=\"gb-headline gb-headline-1b8cc684\"><span class=\"ez-toc-section\" id=\"%EB%A7%88%EB%AC%B4%EB%A6%AC\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong>\ub9c8\ubb34\ub9ac<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">AI \ud658\uac01 \ubb38\uc81c\uc640 \uadf8 \ud574\uacb0\ucc45\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uc558\ub4ef, \uc0dd\uc131\ud615 AI\ub97c \uc2e4\uc81c \uac1c\ubc1c\uacfc \uc5c5\ubb34\uc5d0 \ub3c4\uc785\ud560 \ub54c\ub294 \ub2e8\uc21c\ud788 \ud3b8\ub9ac\ud568\ub9cc\uc744 \uae30\ub300\ud574\uc11c\ub294 \uc548 \ub429\ub2c8\ub2e4. AI\uac00 \ub9cc\ub4e4\uc5b4\ub0b4\ub294 \ub2f5\ubcc0\uacfc \ucf54\ub4dc\uac00 \ud56d\uc0c1 \uc815\ud655\ud558\ub2e4\uace0 \ubbff\uc9c0 \ub9d0\uace0, \uad6c\uccb4\uc801\uc778 \uad00\ub9ac \uccb4\uacc4\ub97c \ub9c8\ub828\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uba3c\uc800, AI\uac00 \ud559\uc2b5\ud558\ub294 \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc744 \uc8fc\uae30\uc801\uc73c\ub85c \uc810\uac80\ud558\uace0, \ucd5c\uc2e0 \uc815\ubcf4\uac00 \ubc18\uc601\ub420 \uc218 \uc788\ub3c4\ub85d \uc678\ubd80 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uc5f0\ub3d9\ud558\ub294 \uad6c\uc870\ub97c \uac16\ucd94\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. RAG(\uac80\uc0c9\uc99d\uac15\uc0dd\uc131)\uc640 \uac19\uc740 \uae30\uc220\uc744 \ud1b5\ud574 AI\uac00 \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \ub54c\ub9c8\ub2e4 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc790\ub8cc\ub97c \ucc38\uace0\ud558\uac8c \ud574\uc57c \ubd88\ud544\uc694\ud55c \ud658\uac01 \ud604\uc0c1\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub610\ud55c, AI\uac00 \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \ub54c \ub108\ubb34 \ucc3d\uc758\uc801\uc73c\ub85c\ub9cc \ub3d9\uc791\ud558\uc9c0 \uc54a\ub3c4\ub85d temperature \ub4f1 \ubaa8\ub378\uc758 \uc8fc\uc694 \ud30c\ub77c\ubbf8\ud130\ub97c \uc0c1\ud669\uc5d0 \ub9de\uac8c \uc870\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \uc5ec\ub7ec AI \ubaa8\ub378\uc758 \ub2f5\ubcc0\uc744 \ube44\uad50\ud558\uace0, \uc11c\ub85c \ub2e4\ub978 \uacb0\uacfc\uac00 \ub098\uc62c \uacbd\uc6b0 \ucd94\uac00 \uac80\uc99d\uc744 \uac70\uce58\ub294 \ud504\ub85c\uc138\uc2a4\ub97c \ub9c8\ub828\ud558\uba74 \uc624\ub958 \uac00\ub2a5\uc131\uc744 \ud55c \ubc88 \ub354 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub9c8\uc9c0\ub9c9\uc73c\ub85c, AI\uac00 \uc0dd\uc131\ud55c \ucf54\ub4dc\ub098 \ub2f5\ubcc0\uc740 \ubc18\ub4dc\uc2dc \uc790\ub3d9\ud654\ub41c \uac80\uc0ac \ub3c4\uad6c\uc640 \uc804\ubb38\uac00\uc758 \uc9c1\uc811 \uac80\ud1a0\ub97c \uac70\uce58\ub3c4\ub85d \ud574\uc57c \ud569\ub2c8\ub2e4. \ucf54\ub4dc\uc758 \uacbd\uc6b0 Bandit, Pylint \ub4f1\uc73c\ub85c 1\ucc28\uc801\uc73c\ub85c \ubcf4\uc548\uacfc \ud488\uc9c8\uc744 \uc810\uac80\ud558\uace0, \uc2e4\uc81c \uc11c\ube44\uc2a4 \ubc18\uc601 \uc804\uc5d0\ub294 \ub2f4\ub2f9\uc790\uc758 \ucd5c\uc885 \ud655\uc778\uc744 \ubc1b\ub294 \uc808\ucc28\ub97c \ub9c8\ub828\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ucc98\ub7fc \ub370\uc774\ud130 \uad00\ub9ac, \ubaa8\ub378 \uc81c\uc5b4, \ub2e4\uc911 \uac80\uc99d, \uc804\ubb38\uac00 \ub9ac\ubdf0 \ub4f1 \uc5ec\ub7ec \ub2e8\uacc4\ub97c \uccb4\uacc4\uc801\uc73c\ub85c \uc801\uc6a9\ud558\uba74 AI \ud658\uac01 \ubb38\uc81c\ub97c \uc2e4\uc9c8\uc801\uc73c\ub85c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. AI\ub294 \uc644\ubcbd\ud558\uc9c0 \uc54a\uc9c0\ub9cc, \uc774\ub7ec\ud55c \ub178\ub825\uc744 \ud1b5\ud574 \ucda9\ubd84\ud788 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub3d9\ubc18\uc790\ub85c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c AI\ub97c \uc801\uadf9\uc801\uc73c\ub85c \ud65c\uc6a9\ud558\ub824\uba74, \uae30\uc220\uc801 \ud3b8\uc758\uc131\ubfd0 \uc544\ub2c8\ub77c \uc2e0\ub8b0\uc131\uacfc \uc548\uc804\uc131\uae4c\uc9c0 \uace0\ub824\ud558\ub294 \uade0\ud615 \uc7a1\ud78c \uc811\uadfc\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\uc0dd\uc131\ud615 AI\uc758 \ucf54\ub4dc \uc624\ub958 \ubb38\uc81c, \ub354 \uc774\uc0c1 \ubc29\uce58\ud558\uc9c0 \ub9c8\uc138\uc694! RAG \uc2dc\uc2a4\ud15c \uad6c\ucd95, 3\ub2e8\uacc4 \ud504\ub86c\ud504\ud2b8 \uc124\uacc4, \uc790\ub3d9\ud654 \uac80\uc99d \ud30c\uc774\ud504\ub77c\uc778 \ub4f1 \ud604\uc7a5\uc5d0\uc11c &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"\ucf54\ub4dc \uc18d AI \ud658\uac01 \ud574\uacb0\ubc95: RAG\ubd80\ud130 \uba40\ud2f0 \uac80\uc99d \uc2dc\uc2a4\ud15c\uae4c\uc9c0, Vive\ucf54\ub529 \uc804\ub7b5\" class=\"read-more button\" href=\"https:\/\/devmelody.com\/?p=278#more-278\" aria-label=\"\ucf54\ub4dc \uc18d AI \ud658\uac01 \ud574\uacb0\ubc95: RAG\ubd80\ud130 \uba40\ud2f0 \uac80\uc99d \uc2dc\uc2a4\ud15c\uae4c\uc9c0, Vive\ucf54\ub529 \uc804\ub7b5\uc5d0 \ub300\ud574 \ub354 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc138\uc694\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":281,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,37],"tags":[149,140,142,146,139,130,129,145,132,144,134,133,148,131,138,147,141,136,137,143,135],"class_list":["post-278","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-3","category-ai","tag-2025ai","tag-ai","tag-rag","tag-temperature","tag-134","tag-133","tag-148","tag-138","tag-147","tag-141","tag-136","tag-137","tag-143","tag-135","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-33"],"jetpack_featured_media_url":"https:\/\/devmelody.com\/wp-content\/uploads\/2025\/04\/aicoding.webp","_links":{"self":[{"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/posts\/278","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devmelody.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=278"}],"version-history":[{"count":4,"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/posts\/278\/revisions"}],"predecessor-version":[{"id":472,"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/posts\/278\/revisions\/472"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/media\/281"}],"wp:attachment":[{"href":"https:\/\/devmelody.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=278"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devmelody.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=278"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devmelody.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=278"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}