{"id":11405,"date":"2025-11-26T00:25:18","date_gmt":"2025-11-25T15:25:18","guid":{"rendered":"https:\/\/www.stechstar.com\/user\/wordpress\/?p=11405"},"modified":"2026-08-27T18:41:28","modified_gmt":"2026-08-27T09:41:28","slug":"%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5-%ea%b8%b0%ec%88%a0-ai-%ec%97%90%ec%9d%b4%ec%a0%84%ed%8a%b8-%ea%b0%9c%eb%b0%9c%ec%9d%84-%eb%a9%88%ec%b6%94%ea%b3%a0-%eb%8d%94-%eb%98%91%eb%98%91%ed%95%9c-llm","status":"publish","type":"post","link":"https:\/\/www.stechstar.com\/user\/wordpress\/%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5-%ea%b8%b0%ec%88%a0-ai-%ec%97%90%ec%9d%b4%ec%a0%84%ed%8a%b8-%ea%b0%9c%eb%b0%9c%ec%9d%84-%eb%a9%88%ec%b6%94%ea%b3%a0-%eb%8d%94-%eb%98%91%eb%98%91%ed%95%9c-llm\/","title":{"rendered":"[\uc778\uacf5\uc9c0\ub2a5 \uae30\uc220] AI \uc5d0\uc774\uc804\ud2b8 \uac1c\ubc1c\uc744 \uba48\ucd94\uace0, \ub354 \ub611\ub611\ud55c LLM \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc368\ub77c\u00a0"},"content":{"rendered":"<h1>[\uc778\uacf5\uc9c0\ub2a5 \uae30\uc220] AI \uc5d0\uc774\uc804\ud2b8 \uac1c\ubc1c\uc744 \uba48\ucd94\uace0, \ub354 \ub611\ub611\ud55c LLM \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc368\ub77c&nbsp;<\/h1>\n<div class=\"topictitle link\">\n<h1>AI \uc5d0\uc774\uc804\ud2b8 \uac1c\ubc1c\uc744 \uba48\ucd94\uace0, \ub354 \ub611\ub611\ud55c LLM \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc368\ub77c<\/h1>\n<p>&nbsp;<span class=\"topicurl\">(decodingml.substack.com)<\/span><\/div>\n<div class=\"topicinfo\"><span id=\"tp21853\">63<\/span>P by&nbsp;<a href=\"https:\/\/news.hada.io\/user?id=neo\">neo<\/a>&nbsp;<span title=\"2025-07-07 10:04\">5\ub2ec\uc804<\/span><span id=\"unvote21853\"><\/span><span id=\"fav21853\">&nbsp;|&nbsp;<a>\u2605 favorite<\/a><\/span>&nbsp;|&nbsp;<a href=\"https:\/\/news.hada.io\/topic?id=21853\">\ub313\uae00 6\uac1c<\/a><\/div>\n<div class=\"topic_contents\">\n<div>\n<ul>\n<li>LLM \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4dc\ub294 \ub300\ubd80\ubd84\uc758 \ud300&nbsp;<strong>\ubaa8\ub450\uac00 \uc5d0\uc774\uc804\ud2b8(Agent)\ubd80\ud130 \ub9cc\ub4e4\ub824\uace0 \ud558\uc9c0\ub9cc<\/strong>, \ub300\ubd80\ubd84\uc740&nbsp;<strong>\ubcf5\uc7a1\uc131, \uc870\uc815 \ubd88\uac00, \ub514\ubc84\uae45 \ub09c\uc774\ub3c4<\/strong>\ub85c \uc778\ud574 \uc27d\uac8c \ubb34\ub108\uc9d0<\/li>\n<li><strong>\uae30\uc5b5, RAG, \ub3c4\uad6c \uc0ac\uc6a9, \uc6cc\ud06c\ud50c\ub85c \uc81c\uc5b4<\/strong>\uac00 \ubaa8\ub450 \ud544\uc694\ud55c \uc9c4\uc9dc \uc5d0\uc774\uc804\ud2b8 \ud328\ud134\uc740 \uc2e4\uc81c\ub860 \ub4dc\ubb3c\uace0, \ub300\ubd80\ubd84\uc758 \ubb38\uc81c\ub294&nbsp;<strong>\ub2e8\uc21c \uc6cc\ud06c\ud50c\ub85c\uc6b0(\uccb4\uc774\ub2dd, \ubcd1\ub82c\ud654, \ub77c\uc6b0\ud305 \ub4f1)<\/strong>&nbsp;\ub85c \ub354 \ud6a8\uacfc\uc801\uc73c\ub85c \ud574\uacb0 \uac00\ub2a5<\/li>\n<li><strong>\ud604\uc2e4\uc5d0\uc11c \uc720\uc6a9\ud55c 5\uac00\uc9c0 LLM \uc6cc\ud06c\ud50c\ub85c \ud328\ud134<\/strong>\uc744 \uba3c\uc800 \uc801\uc6a9\ud560 \uac83\uc744 \uad8c\uc7a5\ud558\uba70, \uc5d0\uc774\uc804\ud2b8\ub294 \uc815\ub9d0 \ud544\uc694\ud560 \ub54c\ub9cc \uc2e0\uc911\ud558\uac8c \uc0ac\uc6a9\ud560 \uac83\n<ul>\n<li>\ud504\ub86c\ud504\ud2b8 \uccb4\uc774\ub2dd, \ubcd1\ub82c\ud654, \ub77c\uc6b0\ud305, \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130-\uc6cc\ucee4, \ud3c9\uac00\uc790-\ucd5c\uc801\ud654<\/li>\n<\/ul>\n<\/li>\n<li>\uc5d0\uc774\uc804\ud2b8\uac00 \ud544\uc694\ud55c \uacbd\uc6b0\ub3c4 \uacb0\uad6d&nbsp;<strong>\uc0ac\ub78c\uc758 \uad00\uc5ec\uc640 \uba85\ud655\ud55c \uc81c\uc5b4, \uad00\uce21 \uac00\ub2a5\uc131(Observability)<\/strong>&nbsp;\uc774 \ud575\uc2ec\uc784<\/li>\n<\/ul>\n<hr>\n<h2>AI \uc5d0\uc774\uc804\ud2b8, \uc815\ub9d0 \ud544\uc694\ud55c\uac00?<\/h2>\n<ul>\n<li>Netflix, Meta, \ubbf8\uad6d \uacf5\uad70 \ub4f1 \ub2e4\uc591\ud55c \uc5d4\uc9c0\ub2c8\uc5b4 \ubc0f \ud300\uc5d0 LLM \uc2dc\uc2a4\ud15c \uad6c\ucd95\uacfc \uad00\ub828\ud55c&nbsp;<strong>\ucee8\uc124\ud305 \ubc0f \uad50\uc721<\/strong>\uc744 \uc81c\uacf5\ud558\ub294 Hugo Bowne-Anderson\uc758 \ud1b5\ucc30\n<ul>\n<li>\uadf8\ub294&nbsp;<a href=\"https:\/\/maven.com\/hugo-stefan\/building-llm-apps-ds-and-swe-from-first-principles\">Building LLM Applications for Data Scientists and Software Engineers<\/a>&nbsp;\ub77c\ub294 \uad50\uc721 \uacfc\uc815\uc744 \uc6b4\uc601\ud568<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\uc798\ubabb\ub41c \uc2dc\uc791: \uc65c \ubaa8\ub450\uac00 \uc5d0\uc774\uc804\ud2b8\uc5d0 \uc9d1\ucc29\ud558\ub294\uac00<\/h2>\n<ul>\n<li>\ub9ce\uc740 \ud300\uc774 LLM \ud504\ub85c\uc81d\ud2b8 \uc2dc\uc791 \uc2dc&nbsp;<strong>\uc5d0\uc774\uc804\ud2b8, \uba54\ubaa8\ub9ac, \ub77c\uc6b0\ud305, \ud234 \uc0ac\uc6a9, \uce90\ub9ad\ud130\uc131<\/strong>&nbsp;\ub4f1 \ubcf5\uc7a1\ud55c \uad6c\uc870\ub97c \uc6b0\uc120\uc801\uc73c\ub85c \ub3c4\uc785\ud568<\/li>\n<li>\uc2e4\uc81c\ub85c \uad6c\uc131\ud574\ubcf4\uba74,&nbsp;<strong>\uc5d0\uc774\uc804\ud2b8 \uac04 \ud611\uc5c5, \ub3c4\uad6c \uc120\ud0dd, \uc7a5\uae30 \uba54\ubaa8\ub9ac<\/strong>&nbsp;\ub4f1 \ub2e4\uc591\ud55c \ubd80\ubd84\uc5d0\uc11c \uc9c0\uc18d\uc801\uc778 \uc774\uc0c1 \ub3d9\uc791\uacfc \uc2e4\ud328\uac00 \ube48\ubc88\ud558\uac8c \ubc1c\uc0dd\ud568<\/li>\n<li>\uc608\uc2dc\ub85c CrewAI \uae30\ubc18 \uc5f0\uad6c \uc5d0\uc774\uc804\ud2b8 \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \uac01 \uc5ed\ud560(\ub9ac\uc11c\ucc98, \uc694\uc57d\uc790, \ucf54\ub514\ub124\uc774\ud130)\uc774 \uc608\uc0c1\ub41c \ub9cc\ud07c \ud611\ub825\ud558\uc9c0 \ubabb\ud558\uace0 \uc18d\uc218\ubb34\ucc45\uc73c\ub85c \ubb34\ub108\uc9d0\uc744 \uacbd\ud5d8\ud568<\/li>\n<\/ul>\n<h2>\uc5d0\uc774\uc804\ud2b8\ub780 \ubb34\uc5c7\uc778\uac00?<\/h2>\n<ul>\n<li>LLM \uc2dc\uc2a4\ud15c\uc758 4\uac00\uc9c0 \ud2b9\uc131:&nbsp;<strong>\uba54\ubaa8\ub9ac, \uc815\ubcf4 \uac80\uc0c9(RAG), \ud234 \uc0ac\uc6a9, \uc6cc\ud06c\ud50c\ub85c \uc81c\uc5b4<\/strong><\/li>\n<li>\ub9c8\uc9c0\ub9c9 \uc6cc\ud06c\ud50c\ub85c \uc81c\uc5b4(LLM\uc774 \ub2e4\uc74c \ub2e8\uacc4 \ub610\ub294 \ub3c4\uad6c \uc0ac\uc6a9 \uc5ec\ubd80\ub97c \uc9c1\uc811 \uacb0\uc815)\ub294&nbsp;<strong>\uc5d0\uc774\uc804\ud2b8\uc801 \ud2b9\uc131<\/strong>\uc774\ub77c \ubd88\ub9bc<\/li>\n<li>\uc2e4\uc81c \ub300\ubd80\ubd84\uc758 \uc5c5\ubb34\uc5d0\uc11c\ub294&nbsp;<strong>\ub2e8\uc21c\ud55c \uc6cc\ud06c\ud50c\ub85c(\uccb4\uc774\ub2dd, \ub77c\uc6b0\ud305 \ub4f1)<\/strong>&nbsp;\uac00 \ub354 \ub192\uc740 \uc548\uc815\uc131\uc744 \ubcf4\uc784<\/li>\n<\/ul>\n<h2>\uc5d0\uc774\uc804\ud2b8 \ub300\uc2e0 \uc368\uc57c \ud560, \uc2e4\uc804\uc5d0\uc11c \uc720\uc6a9\ud55c LLM \uc6cc\ud06c\ud50c\ub85c \ud328\ud134<\/h2>\n<h3>1. \ud504\ub86c\ud504\ud2b8 \uccb4\uc774\ub2dd(Prompt Chaining)<\/h3>\n<ul>\n<li><strong>\uc124\uba85:<\/strong>&nbsp;\uc5ec\ub7ec \uc791\uc5c5\uc744 \uc77c\ub828\uc758 \ub2e8\uacc4(\uccb4\uc778)\ub85c \ubd84\ud560\ud558\uc5ec, \uac01 \ub2e8\uacc4\ub97c \uc21c\ucc28\uc801\uc73c\ub85c LLM\uc774 \ucc98\ub9ac\ud558\ub3c4\ub85d \uc124\uacc4\ud568<\/li>\n<li><strong>\uc608\uc2dc:<\/strong>&nbsp;LinkedIn \ud504\ub85c\ud544\uc5d0\uc11c \uc774\ub984, \uc9c1\ud568, \ud68c\uc0ac \uc815\ubcf4\ub97c \ucd94\ucd9c \u2192 \ud574\ub2f9 \ud68c\uc0ac\uc758 \ucd94\uac00 \uc815\ubcf4(\ubbf8\uc158, \ucc44\uc6a9 \ub4f1) \ucd94\uac00 \u2192 \ud504\ub85c\ud544+\ud68c\uc0ac \uc815\ubcf4\ub97c \ubc14\ud0d5\uc73c\ub85c \ub9de\ucda4\ud615 \uc774\uba54\uc77c \uc791\uc131<\/li>\n<li><strong>\uc7a5\uc810:<\/strong>&nbsp;\uac01 \ub2e8\uacc4\uac00 \uba85\ud655\ud788 \ubd84\ub9ac\ub418\uc5b4 \uc788\uc5b4 \ubc84\uadf8 \ubc1c\uc0dd \uc2dc \uc27d\uac8c \uc6d0\uc778 \ucd94\uc801\/\uc218\uc815 \uac00\ub2a5, \ub514\ubc84\uae45\uacfc \uc720\uc9c0\ubcf4\uc218\uc5d0 \uc720\ub9ac\ud568<\/li>\n<li><strong>\uac00\uc774\ub4dc\ub77c\uc778:<\/strong>\n<ul>\n<li>\uc21c\ucc28\uc801\uc73c\ub85c \uc5f0\uacb0\ub418\ub294 \ud0dc\uc2a4\ud06c\uc5d0 \uc801\ud569<\/li>\n<li>\ud55c \ub2e8\uacc4\ub77c\ub3c4 \uc2e4\ud328\ud558\uba74 \uc804\uccb4 \uccb4\uc778\uc774 \ubb34\ub108\uc9c8 \uc218 \uc788\uc74c<\/li>\n<li>\uc791\uc740 \ub2e8\uc704\uc758 \uc791\uc5c5\uc73c\ub85c \ubd84\ud560\ud558\uba74, \uc608\uce21 \uac00\ub2a5\ud55c \uacb0\uacfc\uc640 \uc26c\uc6b4 \ub514\ubc84\uae45 \uac00\ub2a5<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>2. \ubcd1\ub82c\ud654(Parallelization)<\/h3>\n<ul>\n<li><strong>\uc124\uba85:<\/strong>&nbsp;\uc5ec\ub7ec \ub3c5\ub9bd\uc801\uc778 \uc791\uc5c5\uc744 \ub3d9\uc2dc\uc5d0 \uc2e4\ud589\ud558\uc5ec \uc804\uccb4 \ud504\ub85c\uc138\uc2a4\uc758 \uc18d\ub3c4\ub97c \ub192\uc784<\/li>\n<li><strong>\uc608\uc2dc:<\/strong>&nbsp;\uc5ec\ub7ec \uba85\uc758 \ud504\ub85c\ud544\uc5d0\uc11c \uac01\uac01 \ud559\ub825, \uacbd\ub825, \uc2a4\ud0ac \ub4f1 \uc5ec\ub7ec \ud56d\ubaa9\uc744 \ubcd1\ub82c\ub85c \ucd94\ucd9c\ud574 \uc804\uccb4 \ucc98\ub9ac \uc2dc\uac04 \ub2e8\ucd95<\/li>\n<li><strong>\uc7a5\uc810:<\/strong>&nbsp;\ub3c5\ub9bd\uc801 \ub370\uc774\ud130 \ucd94\ucd9c\/\ucc98\ub9ac \ub4f1\uc5d0\uc11c \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc5d0\ub3c4 \ud6a8\uc728\uc801, \ubd84\uc0b0\ucc98\ub9ac \ud658\uacbd\uacfc \uc798 \uc5b4\uc6b8\ub9bc<\/li>\n<li><strong>\uac00\uc774\ub4dc\ub77c\uc778:<\/strong>\n<ul>\n<li>\uac01 \uc791\uc5c5\uc774 \uc0c1\ud638 \ub3c5\ub9bd\uc801\uc774\uace0, \ub3d9\uc2dc\uc5d0 \uc2e4\ud589\ud558\uba74 \uc804\uccb4 \uc18d\ub3c4\uac00 \ud06c\uac8c \ud5a5\uc0c1\ub428<\/li>\n<li>\ubcd1\ub82c \uc2e4\ud589 \uc911 race condition, \ud0c0\uc784\uc544\uc6c3 \ub4f1 \uc608\uc678 \uc0c1\ud669\uc5d0 \uc8fc\uc758 \ud544\uc694<\/li>\n<li>\ub300\ub7c9\uc758 \ub370\uc774\ud130 \ucc98\ub9ac, \uc5ec\ub7ec \uc18c\uc2a4 \ub3d9\uc2dc \ubd84\uc11d\uc5d0 \uc801\ud569<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>3. \ub77c\uc6b0\ud305(Routing)<\/h3>\n<ul>\n<li><strong>\uc124\uba85:<\/strong>&nbsp;\uc785\ub825 \ub370\uc774\ud130\ub97c LLM\uc774 \ubd84\ub958(classification)\ud574\uc11c \uac01\uac01\uc5d0 \ub9de\ub294 \uc6cc\ud06c\ud50c\ub85c\ub85c \uc790\ub3d9 \ubd84\uae30<\/li>\n<li><strong>\uc608\uc2dc:<\/strong>&nbsp;\uace0\uac1d\uc9c0\uc6d0 \ub3c4\uad6c\uc5d0\uc11c \uc785\ub825 \ub0b4\uc6a9\uc774 \uc81c\ud488 \ubb38\uc758, \uacb0\uc81c \uc774\uc288, \ud658\ubd88 \uc694\uccad\uc778\uc9c0 \ubd84\ub958 \ud6c4 \ud574\ub2f9 \uc6cc\ud06c\ud50c\ub85c\ub85c \uc790\ub3d9 \ucc98\ub9ac, \uc720\ud615\uc774 \ubaa8\ud638\ud558\uba74 \uae30\ubcf8 \ud578\ub4e4\ub7ec\ub85c \uc804\ub2ec<\/li>\n<li><strong>\uc7a5\uc810:<\/strong>&nbsp;\uc785\ub825 \uc720\ud615\ubcc4\ub85c \uc804\ubb38\ud654\ub41c \ucc98\ub9ac \ub85c\uc9c1\uc744 \uc801\uc6a9\ud574 \ub2e4\uc591\ud55c \ucf00\uc774\uc2a4\ub97c \uae54\ub054\ud558\uac8c \ubd84\ub9ac<\/li>\n<li><strong>\uac00\uc774\ub4dc\ub77c\uc778:<\/strong>\n<ul>\n<li>\uc11c\ub85c \ub2e4\ub978 \uc785\ub825 \uc720\ud615\/\uc0c1\ud669\ubcc4\ub85c \ubcc4\ub3c4 \ucc98\ub9ac\uac00 \ud544\uc694\ud560 \ub54c \ud65c\uc6a9<\/li>\n<li>\uacbd\uacc4 \ucf00\uc774\uc2a4\ub098 \uc608\uc678 \uc0c1\ud669\uc5d0\uc11c\ub294 \ub77c\uc6b0\ud305\uc774 \uc2e4\ud328\ud558\uac70\ub098 \ube60\uc9d0 \ud604\uc0c1 \ubc1c\uc0dd \uac00\ub2a5<\/li>\n<li>\ubbf8\ubd84\ub958\/\uc608\uc678 \uc0c1\ud669\uc744 \uc704\ud55c catch-all \ud578\ub4e4\ub7ec \ubc18\ub4dc\uc2dc \uc124\uacc4<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>4. \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130-\uc6cc\ucee4(Orchestrator-Worker)<\/h3>\n<ul>\n<li><strong>\uc124\uba85:<\/strong>&nbsp;\uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130 \uc5ed\ud560\uc758 LLM\uc774 \uc791\uc5c5\uc744 \ubd84\ud574\/\ud310\ub2e8\ud574 \uc6cc\ucee4(\uc2e4\ud589 LLM)\uc5d0\uac8c \uc138\ubd80 \uc791\uc5c5\uc744 \uc704\uc784, \uc804\uccb4 \ud750\ub984\uacfc \uc21c\uc11c\ub97c \uc9c1\uc811 \uc81c\uc5b4\ud568<\/li>\n<li><strong>\uc608\uc2dc:<\/strong>&nbsp;\ud0c0\uae43 \ud504\ub85c\ud544\uc744 tech\/non-tech\ub85c \ubd84\ub958 \u2192 tech\ub77c\uba74 \uc804\ubb38 \uc6cc\ucee4\uc5d0\uac8c \uc774\uba54\uc77c \uc0dd\uc131 \uc704\uc784, non-tech\ub77c\uba74 \ub2e4\ub978 \uc6cc\ucee4\uc5d0\uac8c \uc704\uc784<\/li>\n<li><strong>\uc7a5\uc810:<\/strong>&nbsp;\uc758\uc0ac\uacb0\uc815(\ubd84\ub958\/\ud310\ub2e8)\uacfc \uc2e4\ud589(\uac1c\ubcc4 \ucc98\ub9ac) \ubd84\ub9ac, \ub3d9\uc801 \ud50c\ub85c\uc6b0 \uc81c\uc5b4\uc640 \ud655\uc7a5\uc5d0 \uc720\ub9ac<\/li>\n<li><strong>\uac00\uc774\ub4dc\ub77c\uc778:<\/strong>\n<ul>\n<li>\uac01 \ud0dc\uc2a4\ud06c\ub9c8\ub2e4 \uc804\ubb38\uc801 \ud578\ub4e4\ub9c1\uc774 \ud544\uc694\ud55c \uacbd\uc6b0, \ubcf5\uc7a1\ud55c \ubd84\uae30\uc640 \ub2e8\uacc4\ubcc4 \uc870\uc728\uc5d0 \uc801\ud569<\/li>\n<li>\uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130\uac00 \ud0dc\uc2a4\ud06c\ub97c \uc798\ubabb \ubd84\ud574\ud558\uac70\ub098 \uc704\uc784\ud558\uba74 \uc804\uccb4 \ud50c\ub85c\uc6b0\uc5d0 \uc624\ub958 \ubc1c\uc0dd<\/li>\n<li>\ub85c\uc9c1\uc744 \uba85\uc2dc\uc801\uc73c\ub85c \ub2e8\uc21c\ud558\uac8c \uc720\uc9c0\ud558\uace0, \uc704\uc784\/\uc21c\uc11c\/\uc885\ub8cc \uc870\uac74\uc744 \uba85\ud655\ud788 \uc124\uacc4<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>5. \ud3c9\uac00\uc790-\ucd5c\uc801\ud654(Evaluator-Optimizer)<\/h3>\n<ul>\n<li><strong>\uc124\uba85:<\/strong>&nbsp;LLM\uc774 \uacb0\uacfc\ubb3c\uc744 \ud3c9\uac00\ud558\uace0(\uc2a4\ucf54\uc5b4\/\ud53c\ub4dc\ubc31), \uae30\uc900\uc5d0 \ubbf8\ub2ec\ud558\uba74 \ubc18\ubcf5\uc801\uc73c\ub85c \uc218\uc815\/\uac1c\uc120\ud558\ub294 \uad6c\uc870<\/li>\n<li><strong>\uc608\uc2dc:<\/strong>&nbsp;\uc774\uba54\uc77c \ucd08\uc548 \uc0dd\uc131 \u2192 \ud3c9\uac00\uc790\uac00 \ud488\uc9c8 \uc810\uc218\/\ud53c\ub4dc\ubc31 \u2192 \uc77c\uc815 \uae30\uc900 \uc774\uc0c1 \ub9cc\uc871\/\ucd5c\ub300 \ubc18\ubcf5 \ud69f\uc218 \ucd08\uacfc\uc2dc \uc885\ub8cc, \uc544\ub2c8\uba74 \ub2e4\uc2dc \uc218\uc815<\/li>\n<li><strong>\uc7a5\uc810:<\/strong>&nbsp;\ucd5c\uc885 \uc0b0\ucd9c\ubb3c\uc758 \ud488\uc9c8\uc744 \ubaa9\ud45c \uc218\uc900\uae4c\uc9c0 \ubc18\ubcf5 \uac1c\uc120 \uac00\ub2a5, \uc815\ub7c9\uc801 \uae30\uc900 \ud65c\uc6a9\uc5d0 \uc720\ub9ac<\/li>\n<li><strong>\uac00\uc774\ub4dc\ub77c\uc778:<\/strong>\n<ul>\n<li>\uc18d\ub3c4\ubcf4\ub2e4 \ud488\uc9c8\uc774 \uc911\uc694\ud55c \uc0c1\ud669, \ubc18\ubcf5 \ucd5c\uc801\ud654\uac00 \ud544\uc694\ud55c \uc6cc\ud06c\ud50c\ub85c\uc5d0 \uc801\ud569<\/li>\n<li>\uc885\ub8cc \uc870\uac74\uc774 \uc5c6\uc73c\uba74 \ubb34\ud55c \ubc18\ubcf5\uc5d0 \ube60\uc9c8 \uc218 \uc788\uc74c<\/li>\n<li>\uba85\ud655\ud55c \ud488\uc9c8 \uae30\uc900\uacfc \ubc18\ubcf5 \uc81c\ud55c \uc124\uc815 \ud544\uc218<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\uc5d0\uc774\uc804\ud2b8\uac00 \uc815\ub9d0 \ud544\uc694\ud55c \uacbd\uc6b0<\/h2>\n<ul>\n<li><strong>\uc0ac\ub78c\uc758 \uc2e4\uc2dc\uac04 \uac1c\uc785(Human-in-the-loop)\uc774 \ubcf4\uc7a5\ub418\ub294 \ud658\uacbd<\/strong>\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8\uac00 \uc9c4\uac00\ub97c \ubc1c\ud718\ud568\n<ul>\n<li>\uc608\uc2dc1: \ub370\uc774\ud130 \uc0ac\uc774\uc5b8\uc2a4 \ubcf4\uc870 &#8211; SQL \ucffc\ub9ac, \uc2dc\uac01\ud654, \ub370\uc774\ud130 \ubd84\uc11d \ucd94\ucc9c \ub4f1\uc5d0\uc11c LLM\uc774 \ucc3d\uc758\uc801\uc73c\ub85c \uc2dc\ub3c4\ud558\uace0, \uc0ac\ub78c\uc774 \uacb0\uacfc\ub97c \ud310\ub2e8\/\uc218\uc815<\/li>\n<li>\uc608\uc2dc2: \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \ud30c\ud2b8\ub108 &#8211; \ubb38\uad6c \uc544\uc774\ub514\uc5b4, \ud5e4\ub4dc\ub77c\uc778 \uc81c\uc548, \ud14d\uc2a4\ud2b8 \uad6c\uc870 \ucd94\ucc9c \ub4f1\uc5d0\uc11c \uc0ac\ub78c\uc758 \ubc29\ud5a5 \uc218\uc815\uacfc \ud488\uc9c8 \uc2ec\uc0ac\uac00 \ud575\uc2ec<\/li>\n<li>\uc608\uc2dc3: \ucf54\ub4dc \ub9ac\ud329\ud1a0\ub9c1 \uc870\uc218 &#8211; \ub514\uc790\uc778 \ud328\ud134 \uc81c\uc548, \uc5d0\uc9c0 \ucf00\uc774\uc2a4 \ud0d0\uc9c0, \ucf54\ub4dc \ucd5c\uc801\ud654 \ub4f1\uc5d0\uc11c \uac1c\ubc1c\uc790\uac00 \uc2b9\uc778\/\ubcf4\uc644<\/li>\n<\/ul>\n<\/li>\n<li><strong>\ud2b9\uc9d5:<\/strong>&nbsp;\uc5d0\uc774\uc804\ud2b8\uac00 \u201c\ubaa8\ub4e0 \uac78 \uc54c\uc544\uc11c\u201d \ucc98\ub9ac\ud558\ub294 \uac8c \uc544\ub2c8\ub77c,&nbsp;<strong>\uc0ac\ub78c\uc774 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc624\ub958\/\ubc29\ud5a5\uc744 \uc7a1\uc544\uc8fc\ub294 \ud658\uacbd<\/strong>\uc5d0\uc11c \uac00\uc7a5 \ud6a8\uacfc\uc801<\/li>\n<\/ul>\n<h2>\uc5d0\uc774\uc804\ud2b8\uac00 \uc801\ud569\ud558\uc9c0 \uc54a\uc740 \uacbd\uc6b0<\/h2>\n<ul>\n<li><strong>\uc5d4\ud130\ud504\ub77c\uc774\uc988\u00b7\ubbf8\uc158 \ud06c\ub9ac\ud2f0\uceec \uc2dc\uc2a4\ud15c<\/strong>(\uae08\uc735, \uc758\ub8cc, \ubc95\ub960 \ub4f1):\n<ul>\n<li>\uc790\ub3d9\ud654\uc758 \uc2e0\ub8b0\uc131\u00b7\uacb0\uc815\ub860\uc801 \ub3d9\uc791\uc774 \uc911\uc694\ud558\ubbc0\ub85c, LLM \uc5d0\uc774\uc804\ud2b8\uac00 \ud310\ub2e8\ud558\ub294 \uad6c\uc870\ub294 \uc704\ud5d8<\/li>\n<li>\uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130, \ub77c\uc6b0\ud305 \ub4f1 \uba85\ud655\ud55c \uc81c\uc5b4 \ud328\ud134\uc744 \ud65c\uc6a9\ud574\uc57c \ud568<\/li>\n<\/ul>\n<\/li>\n<li><strong>\uc548\uc815\uc131\uacfc \uc608\uce21 \uac00\ub2a5\uc131\uc774 \uc911\uc694\ud55c \ubaa8\ub4e0 \uc0c1\ud669<\/strong>\n<ul>\n<li>\ube44\uc815\uc0c1\uc801 \uc0ac\ub840: \uc5d0\uc774\uc804\ud2b8\uac00 \ub9e5\ub77d\/\uba54\ubaa8\ub9ac \uc5c6\uc774 \ub3c4\uad6c \uc120\ud0dd\uc744 \ubc18\ubcf5\uc801\uc73c\ub85c \uc798\ubabb\ud558\uac70\ub098, \ubd84\uc5c5\/\uc870\uc815\uc774 \uc2e4\ud328\ud574 \uc804\uccb4 \ud50c\ub85c\uc6b0\uac00 \ubb34\ub108\uc9c0\ub294 \ubb38\uc81c<\/li>\n<\/ul>\n<\/li>\n<li><strong>\uc2e4\ubb34\uc5d0\uc11c \ube48\ubc88\ud558\uac8c \ubc1c\uc0dd\ud558\ub294 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc758 \uc2e4\ud328 \uc694\uc778<\/strong>\n<ul>\n<li>\uba85\uc2dc\uc801 \uba54\ubaa8\ub9ac \uc2dc\uc2a4\ud15c \ubbf8\uc124\uacc4\ub85c \ub9e5\ub77d \ub204\ub77d<\/li>\n<li>\ub3c4\uad6c \uc120\ud0dd \uc81c\uc57d \ubd80\uc871(\ubd88\ud544\uc694\ud55c\/\uc798\ubabb\ub41c \ud234 \uc0ac\uc6a9)<\/li>\n<li>\uc790\uc720\ub85c\uc6b4 \uc704\uc784 \uad6c\uc870\ub9cc \uc758\uc874\ud574 \ud611\uc5c5 \uc870\uc815 \uc2e4\ud328<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\uc2e4\ubb34 \uc124\uacc4 \uc2dc \uad50\ud6c8<\/h2>\n<ul>\n<li>\uc5d0\uc774\uc804\ud2b8 \ub3c4\uc785 \uc2dc\uc5d0\ub3c4&nbsp;<strong>\u201c\uc644\uc131\ub3c4 \ub192\uc740 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc2dc\uc2a4\ud15c\u201d \uc218\uc900\uc758 \uc124\uacc4\u00b7\uad00\uce21\uc131\u00b7\uc81c\uc5b4 \uccb4\uacc4<\/strong>\uac00 \ubc18\ub4dc\uc2dc \ud544\uc694<\/li>\n<li>\ubcf5\uc7a1\ud55c \uc5d0\uc774\uc804\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c\ubcf4\ub2e4,&nbsp;<strong>\uad00\uce21 \uac00\ub2a5\uc131(Observability), \uba85\ud655\ud55c \ud3c9\uac00 \ub8e8\ud504, \uc9c1\uc811 \uc81c\uc5b4 \uac00\ub2a5\ud55c \uad6c\uc870<\/strong>\ub85c \uc124\uacc4\ud558\ub294 \uac83\uc774 \ub354 \ube60\ub974\uace0 \uc548\uc804\ud568<\/li>\n<\/ul>\n<h2>\uacb0\ub860(TL;DR)<\/h2>\n<ul>\n<li>\uc5d0\uc774\uc804\ud2b8\ub294 \uacfc\ub300\ud3c9\uac00\/\uacfc\uc789 \ud65c\uc6a9\ub418\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc74c<\/li>\n<li>\ub300\ubd80\ubd84\uc758 \uc2e4\uc804 \uacfc\uc81c\ub294 \ub2e8\uc21c \uc6cc\ud06c\ud50c\ub85c \ud328\ud134\uc774 \ub354 \uc801\ud569<\/li>\n<li>\uc5d0\uc774\uc804\ud2b8\ub294 \u201c\uc0ac\ub78c\uc774 \uc9c1\uc811 \uad00\uc5ec\ud558\ub294\u201d \ud658\uacbd\uc5d0\uc11c \uc9c4\uac00 \ubc1c\ud718<\/li>\n<li>\uc548\uc815\uc801 \uc2dc\uc2a4\ud15c\uc5d0\uc120 \uc624\ud788\ub824 \uc704\ud5d8 \uc694\uc18c<\/li>\n<li>\uad00\uce21 \uac00\ub2a5\uc131\uacfc \uba85\uc2dc\uc801 \uc81c\uc5b4, \ubc18\ubcf5 \ud3c9\uac00 \uad6c\uc870\ub85c \uc124\uacc4\ud560 \uac83<\/li>\n<\/ul>\n<ul>\n<li>\ubcf5\uc7a1\ud55c \uc5d0\uc774\uc804\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c \ub300\uc2e0,&nbsp;<strong>\uad00\uce21\uc131, \uba85\ud655\ud55c \ud3c9\uac00 \ub8e8\ud504, \uc9c1\uc811 \uc81c\uc5b4 \uac00\ub2a5\ud55c \uad6c\uc870<\/strong>\ub85c \uc124\uacc4\ud558\ub294 \uac83\uc774 \uc2e4\uc81c\ub85c \ub354 \ube60\ub974\uace0 \uc548\uc804\ud55c LLM \uae30\ubc18 \uc11c\ube44\uc2a4 \uac1c\ubc1c\uc758 \ube44\uacb0\uc784<\/li>\n<\/ul>\n<p>[\ucd9c\ucc98]&nbsp;https:\/\/news.hada.io\/topic?id=21853<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_11405\" class=\"pvc_stats all  \" data-element-id=\"11405\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"far\" data-icon=\"chart-bar\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" class=\"svg-inline--fa fa-chart-bar fa-w-16 fa-2x\"><path fill=\"currentColor\" d=\"M396.8 352h22.4c6.4 0 12.8-6.4 12.8-12.8V108.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v230.4c0 6.4 6.4 12.8 12.8 12.8zm-192 0h22.4c6.4 0 12.8-6.4 12.8-12.8V140.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v198.4c0 6.4 6.4 12.8 12.8 12.8zm96 0h22.4c6.4 0 12.8-6.4 12.8-12.8V204.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v134.4c0 6.4 6.4 12.8 12.8 12.8zM496 400H48V80c0-8.84-7.16-16-16-16H16C7.16 64 0 71.16 0 80v336c0 17.67 14.33 32 32 32h464c8.84 0 16-7.16 16-16v-16c0-8.84-7.16-16-16-16zm-387.2-48h22.4c6.4 0 12.8-6.4 12.8-12.8v-70.4c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v70.4c0 6.4 6.4 12.8 12.8 12.8z\" class=\"\"><\/path><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/www.stechstar.com\/user\/wordpress\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>[\uc778\uacf5\uc9c0\ub2a5 \uae30\uc220] AI \uc5d0\uc774\uc804\ud2b8 \uac1c\ubc1c\uc744 \uba48\ucd94\uace0, \ub354 \ub611\ub611\ud55c LLM \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc368\ub77c&nbsp; AI \uc5d0\uc774\uc804\ud2b8 \uac1c\ubc1c\uc744 \uba48\ucd94\uace0, \ub354 \ub611\ub611\ud55c LLM \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc368\ub77c &nbsp;(decodingml.substack.com) 63P by&nbsp;neo&nbsp;5\ub2ec\uc804&nbsp;|&nbsp;\u2605 favorite&nbsp;|&nbsp;\ub313\uae00 6\uac1c LLM \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4dc\ub294 \ub300\ubd80\ubd84\uc758 \ud300&nbsp;\ubaa8\ub450\uac00 \uc5d0\uc774\uc804\ud2b8(Agent)\ubd80\ud130 \ub9cc\ub4e4\ub824\uace0 \ud558\uc9c0\ub9cc, \ub300\ubd80\ubd84\uc740&nbsp;\ubcf5\uc7a1\uc131, \uc870\uc815 \ubd88\uac00, \ub514\ubc84\uae45 \ub09c\uc774\ub3c4\ub85c \uc778\ud574 \uc27d\uac8c \ubb34\ub108\uc9d0 \uae30\uc5b5, RAG, \ub3c4\uad6c \uc0ac\uc6a9, \uc6cc\ud06c\ud50c\ub85c \uc81c\uc5b4\uac00 \ubaa8\ub450 \ud544\uc694\ud55c \uc9c4\uc9dc \uc5d0\uc774\uc804\ud2b8 \ud328\ud134\uc740 \uc2e4\uc81c\ub860 \ub4dc\ubb3c\uace0, [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_11405\" class=\"pvc_stats all  \" data-element-id=\"11405\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"far\" data-icon=\"chart-bar\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" class=\"svg-inline--fa fa-chart-bar fa-w-16 fa-2x\"><path fill=\"currentColor\" d=\"M396.8 352h22.4c6.4 0 12.8-6.4 12.8-12.8V108.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v230.4c0 6.4 6.4 12.8 12.8 12.8zm-192 0h22.4c6.4 0 12.8-6.4 12.8-12.8V140.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v198.4c0 6.4 6.4 12.8 12.8 12.8zm96 0h22.4c6.4 0 12.8-6.4 12.8-12.8V204.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v134.4c0 6.4 6.4 12.8 12.8 12.8zM496 400H48V80c0-8.84-7.16-16-16-16H16C7.16 64 0 71.16 0 80v336c0 17.67 14.33 32 32 32h464c8.84 0 16-7.16 16-16v-16c0-8.84-7.16-16-16-16zm-387.2-48h22.4c6.4 0 12.8-6.4 12.8-12.8v-70.4c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v70.4c0 6.4 6.4 12.8 12.8 12.8z\" class=\"\"><\/path><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/www.stechstar.com\/user\/wordpress\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ngg_post_thumbnail":0,"footnotes":""},"categories":[25,24,20],"tags":[],"class_list":["post-11405","post","type-post","status-publish","format-standard","hentry","category-25","category-24","category-20"],"a3_pvc":{"activated":true,"total_views":19,"today_views":0},"_links":{"self":[{"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/posts\/11405","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/comments?post=11405"}],"version-history":[{"count":4,"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/posts\/11405\/revisions"}],"predecessor-version":[{"id":12013,"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/posts\/11405\/revisions\/12013"}],"wp:attachment":[{"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/media?parent=11405"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/categories?post=11405"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.stechstar.com\/user\/wordpress\/wp-json\/wp\/v2\/tags?post=11405"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}