{"id":468,"date":"2026-08-18T23:33:04","date_gmt":"2026-08-18T23:33:04","guid":{"rendered":"https:\/\/gilnas.synology.me\/wordpress\/468\/"},"modified":"2026-08-18T23:33:04","modified_gmt":"2026-08-18T23:33:04","slug":"ai-%ec%97%90%ec%9d%b4%ec%a0%84%ed%8a%b8-%ec%8b%a4%ed%96%89-%ea%b2%bd%eb%a1%9c%c2%b7%eb%8f%84%ea%b5%ac-%ea%b6%8c%ed%95%9c%c2%b7%eb%a9%80%ed%8b%b0%eb%aa%a8%eb%8b%ac-%ec%9e%85%eb%a0%a5-3%ec%9d%bc","status":"publish","type":"post","link":"https:\/\/gilnas.synology.me\/wordpress\/468\/","title":{"rendered":"AI \uc5d0\uc774\uc804\ud2b8 \uc2e4\ud589 \uacbd\ub85c\u00b7\ub3c4\uad6c \uad8c\ud55c\u00b7\uba40\ud2f0\ubaa8\ub2ec \uc785\ub825 3\uc77c \ubcc0\ud654 | Three-Day AI Agent Runtime Trends"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/gilnas.synology.me\/wordpress\/wp-content\/uploads\/2026\/08\/ai-trend-hero-16.png\" alt=\"AI \uc5d0\uc774\uc804\ud2b8 \uc2e4\ud589 \uacbd\ub85c\u00b7\ub3c4\uad6c \uad8c\ud55c\u00b7\uba40\ud2f0\ubaa8\ub2ec \uc785\ub825 3\uc77c \ubcc0\ud654 | Three-Day AI Agent Runtime Trends\" \/><\/figure>\n<p><strong>\uc694\uc57d:<\/strong> 2026\ub144 8\uc6d4 16~19\uc77c KST\uc758 AI\/LLM\u00b7AI Agent \uac1c\ubc1c\uc790 \ub3c4\uad6c \ud750\ub984\uc740 \u2018\ub354 \ub9ce\uc740 \ubaa8\ub378\u2019\ubcf4\ub2e4 <strong>\uc5d0\uc774\uc804\ud2b8 \uc2e4\ud589 \uacbd\ub85c\uc758 \uc774\uc2dd\uc131, \ucd94\ub860\u00b7\ub3c4\uad6c \ud638\ucd9c\uc758 \ubcf4\uc874\uc131, \uadf8\ub9ac\uace0 \ub85c\uceec \uba40\ud2f0\ubaa8\ub2ec \uc785\ub825\uc758 \uacac\uace0\uc131<\/strong>\uc744 \ub2e4\ub8e8\ub294 SDK\u00b7\ud504\ub808\uc784\uc6cc\ud06c \uc5c5\ub370\uc774\ud2b8\uc5d0 \uc9d1\uc911\ub410\ub2e4. \uc774\ubc88 3\uc77c \ub9ac\ud3ec\ud2b8\ub294 OpenAI Python SDK, LangChain OpenAI, Microsoft Semantic Kernel, Ollama\uc758 \ud655\uc778\ub41c \ub9b4\ub9ac\uc2a4\ub97c \uc5f0\uacb0\ud574 \ubc30\ud3ec \uc804 \uc810\uac80 \ud56d\ubaa9\uc73c\ub85c \uc815\ub9ac\ud55c\ub2e4.<\/p>\n<h2>\ud575\uc2ec \ub2f5\ubcc0: \uc774\ubc88 3\uc77c\uc5d0 \uac1c\ubc1c\uc790\uac00 \uba3c\uc800 \ubc14\uafd4\uc57c \ud560 \uac83\uc740?<\/h2>\n<p><strong>\ub2f5:<\/strong> \uc5d0\uc774\uc804\ud2b8\uc758 \ubaa8\ub378 \ud638\ucd9c\ubd80\ub97c \ub2e8\uc21c API \ub798\ud37c\ub85c \ubcf4\uc9c0 \ub9d0\uace0, <strong>\uc2e4\ud589 \uc704\uce58\u00b7\uc2a4\ud2b8\ub9ac\ubc0d \uc774\ubca4\ud2b8\u00b7\ucd94\ub860 \ud56d\ubaa9\u00b7\uac8c\uc774\ud2b8\uc6e8\uc774 \uba54\ud0c0\ub370\uc774\ud130\u00b7\ub3c4\uad6c \uc120\ud0dd \uc81c\ud55c<\/strong>\uc744 \ud568\uaed8 \ubcf4\uc874\ud558\ub294 \uc6b4\uc601 \uc778\ud130\ud398\uc774\uc2a4\ub85c \uc810\uac80\ud574\uc57c \ud55c\ub2e4. \uc774\ubc88 \ucc3d\uc758 \ub9b4\ub9ac\uc2a4\ub294 \uac01\uac01 \ub2e4\ub978 \uacc4\uce35\uc5d0\uc11c \uc774 \uacbd\uacc4\ub97c \uac15\ud654\ud588\ub2e4. \uc989\uc2dc \uc804\uba74 \uc5c5\uadf8\ub808\uc774\ub4dc\ud558\uae30\ubcf4\ub2e4, \uc2a4\ud14c\uc774\uc9d5\uc5d0\uc11c \uc774\ubca4\ud2b8 \uc2a4\ud0a4\ub9c8\uc640 \uad8c\ud55c \ubc94\uc704\ub97c \uac80\uc99d\ud55c \ub4a4 \uc810\uc9c4 \uc801\uc6a9\ud558\ub294 \ud3b8\uc774 \uc548\uc804\ud558\ub2e4.<\/p>\n<ul>\n<li><strong>\ud655\uc778\ub41c \uc0ac\uc2e4:<\/strong> OpenAI Python SDK 3.2.0\/3.3.0\uc740 Bedrock Runtime, shell-call \uc2a4\ud2b8\ub9ac\ubc0d \uc774\ubca4\ud2b8, \uba85\uba85\ub41c \ub370\uc774\ud130 \ub808\uc9c0\ub358\uc2dc \uc5d4\ub4dc\ud3ec\uc778\ud2b8\ub97c \ucd94\uac00\ud588\ub2e4.<\/li>\n<li><strong>\ud655\uc778\ub41c \uc0ac\uc2e4:<\/strong> LangChain OpenAI 1.5.2\ub294 reasoning item \uacbd\uacc4 \ubcf4\uc874, \uc751\ub2f5 \ud5e4\ub354\uc758 gateway \uba54\ud0c0\ub370\uc774\ud130 \ucd94\ucd9c, o-series \ud1a0\ud070 \uacc4\uc0b0 \uc9c0\uc6d0\uc744 \ud3ec\ud568\ud55c\ub2e4.<\/li>\n<li><strong>\uc2e4\ubb34 \ud310\ub2e8:<\/strong> \uba40\ud2f0\ud074\ub77c\uc6b0\ub4dc\u00b7\uac8c\uc774\ud2b8\uc6e8\uc774\u00b7\ub3c4\uad6c \ud638\ucd9c\uc744 \ubb36\uc5b4 \uc4f0\ub294 \ud300\uc77c\uc218\ub85d \ud68c\uadc0 \ud14c\uc2a4\ud2b8\uc758 \ub2e8\uc704\uac00 \u2018\ucd5c\uc885 \ub2f5\ubcc0 \ud14d\uc2a4\ud2b8\u2019\ub9cc\uc73c\ub85c\ub294 \ubd80\uc871\ud558\ub2e4.<\/li>\n<\/ul>\n<h2>3\uc77c \uacb0\ub860: \uc5d0\uc774\uc804\ud2b8\uc758 \ud488\uc9c8 \uae30\uc900\uc774 \u2018\ub2f5\ubcc0\u2019\uc5d0\uc11c \u2018\uc2e4\ud589 \ud754\uc801\u2019\uc73c\ub85c \uc774\ub3d9<\/h2>\n<p>\uc774\ubc88 72\uc2dc\uac04\uc5d0 \uad00\uce21\ub41c 5\uac1c \ub9b4\ub9ac\uc2a4 \uc774\uc288\ub294 \ub300\ud615 \ubaa8\ub378 \ucd9c\uc2dc\uac00 \uc544\ub2c8\ub77c \uac1c\ubc1c\uc790 \ub7f0\ud0c0\uc784\uc758 \uc5f0\uacb0\ubd80\ub97c \ubcf4\uac15\ud55c\ub2e4. OpenAI SDK\uc758 Bedrock\u00b7\ub370\uc774\ud130 \ub808\uc9c0\ub358\uc2dc\u00b7\uc2a4\ud2b8\ub9ac\ubc0d \ucd94\uac00, LangChain\uc758 reasoning\/gateway \ucc98\ub9ac, Semantic Kernel\uc758 Gemini \ud568\uc218 \uc120\ud0dd \uc900\uc218, Ollama\uc758 \uc774\ubbf8\uc9c0 \uc785\ub825 \ud638\ud658\uc131\uc740 \uc11c\ub85c \ub2e4\ub978 \ub3c4\uad6c\uc758 \ubcc0\uacbd\uc774\ub2e4. \uadf8\ub7ec\ub098 \uacf5\ud1b5 \uc2dc\uc0ac\uc810\uc740 \uba85\ud655\ud558\ub2e4. \uc5d0\uc774\uc804\ud2b8\uac00 \uc2e4\uc81c \uc5c5\ubb34\ub97c \uc218\ud589\ud560 \ub54c\ub294 \uc5b4\ub290 \ub9ac\uc804\uc5d0 \uc694\uccad\ud588\ub294\uc9c0, \uc5b4\ub5a4 \ub3c4\uad6c\ub97c \ud5c8\uc6a9\ud588\ub294\uc9c0, \uc911\uac04 \ucd94\ub860\/\uc774\ubca4\ud2b8\uac00 \uc5b4\ub5bb\uac8c \ubd84\ud560\ub410\ub294\uc9c0, \uc774\ubbf8\uc9c0\uac00 \uc5b4\ub5a4 \ud615\ud0dc\ub85c \ub4e4\uc5b4\uc654\ub294\uc9c0\uac00 \uc7ac\ud604 \uac00\ub2a5\ud574\uc57c \ud55c\ub2e4.<\/p>\n<p>\uc544\ub798\uc758 \u2018\uc601\ud5a5\u2019\uc740 \ub9b4\ub9ac\uc2a4 \ub178\ud2b8\ub85c \ud655\uc778\ub41c \ubcc0\uacbd \uc0ac\uc2e4\uacfc, \uadf8 \ubcc0\uacbd\uc744 \uc6b4\uc601 \ud658\uacbd\uc5d0 \uc801\uc6a9\ud560 \ub54c\uc758 \ubcf4\uc218\uc801 \ud574\uc11d\uc744 \uad6c\ubd84\ud574 \uc791\uc131\ud588\ub2e4. \uc544\uc9c1 \ubc1c\ud45c\ub418\uc9c0 \uc54a\uc740 main \ube0c\ub79c\uce58 \ucee4\ubc0b\uc774\ub098 \ucd94\uc815 \uae30\ub2a5\uc740 \ud3ec\ud568\ud558\uc9c0 \uc54a\uc558\ub2e4.<\/p>\n<h2>\ud750\ub984 1. \ubaa8\ub378 \ud638\ucd9c\uc758 \uc774\uc2dd\uc131\uacfc \ub370\uc774\ud130 \uacbd\uacc4\uac00 SDK \uae30\ub2a5\uc73c\ub85c \ub4e4\uc5b4\uc654\ub2e4<\/h2>\n<h3>OpenAI Python SDK 3.2.0: Bedrock Runtime\uacfc shell-call \uc2a4\ud2b8\ub9ac\ubc0d<\/h3>\n<p><strong>\uc0ac\uc2e4:<\/strong> <a href=\"https:\/\/github.com\/openai\/openai-python\/releases\/tag\/v3.2.0\" target=\"_blank\" rel=\"noopener\">OpenAI Python SDK 3.2.0 \ub9b4\ub9ac\uc2a4<\/a>(8\uc6d4 17\uc77c UTC)\ub294 Bedrock Runtime endpoint \uc9c0\uc6d0\uacfc shell call streaming events, \uc0c8 service\/image \ud0c0\uc785\uc744 \uba85\uc2dc\ud588\ub2e4. \uc774\ub294 \ubaa8\ub378 \ud638\ucd9c \uacbd\ub85c\uc640 \uc5d0\uc774\uc804\ud2b8 \uc2e4\ud589 \uc774\ubca4\ud2b8\ub97c SDK \ucc28\uc6d0\uc5d0\uc11c \ub2e4\ub8e8\ub294 \ubcc0\ud654\ub2e4.<\/p>\n<p><strong>\uc758\ubbf8:<\/strong> AWS \uacbd\ub85c\ub97c \uc4f0\uac70\ub098 shell \ub3c4\uad6c \uc774\ubca4\ud2b8\ub97c \uad00\ucc30\ud558\ub294 \uad6c\ud604\uc740 \uc790\uccb4 \uc5b4\ub311\ud130\uc758 \uc608\uc678 \ucc98\ub9ac\uc640 \uacf5\uc2dd SDK \uc774\ubca4\ud2b8\uac00 \ucda9\ub3cc\ud558\uc9c0 \uc54a\ub294\uc9c0 \ud655\uc778\ud574\uc57c \ud55c\ub2e4. \ud2b9\ud788 \uc2a4\ud2b8\ub9bc \uc18c\ube44\uc790\uac00 \ud14d\uc2a4\ud2b8 delta\ub9cc \uac00\uc815\ud558\uba74, \ub3c4\uad6c \uc2e4\ud589 \uad00\ub828 \uc774\ubca4\ud2b8\ub97c \ub204\ub77d\ud558\uac70\ub098 \uc21c\uc11c\ub97c \uc798\ubabb \ud574\uc11d\ud560 \uc218 \uc788\ub2e4.<\/p>\n<h3>OpenAI Python SDK 3.3.0: \uba85\uba85\ub41c \ub370\uc774\ud130 \ub808\uc9c0\ub358\uc2dc \uc5d4\ub4dc\ud3ec\uc778\ud2b8<\/h3>\n<p><strong>\uc0ac\uc2e4:<\/strong> <a href=\"https:\/\/github.com\/openai\/openai-python\/releases\/tag\/v3.3.0\" target=\"_blank\" rel=\"noopener\">3.3.0 \ub9b4\ub9ac\uc2a4<\/a>(8\uc6d4 18\uc77c UTC)\ub294 named data-residency endpoints \uc9c0\uc6d0\uc744 \ucd94\uac00\ud558\uace0, \uc120\ud0dd \ub124\ud2b8\uc6cc\ud0b9 \uc758\uc874\uc131\uc744 \ud328\uce58\ub41c \ubc84\uc804\uc73c\ub85c \uc694\uad6c\ud558\ub3c4\ub85d \uc218\uc815\ud588\ub2e4.<\/p>\n<p><strong>\uc758\ubbf8:<\/strong> \ub370\uc774\ud130 \uc8fc\uad8c \ub610\ub294 \uace0\uac1d\ubcc4 \ub9ac\uc804 \uc694\uad6c\uac00 \uc788\ub294 \uc11c\ube44\uc2a4\uc5d0\uc11c\ub294 URL\uc744 \ucf54\ub4dc \uacf3\uacf3\uc5d0 \ubd84\uae30\ud558\uae30\ubcf4\ub2e4, \ubc30\ud3ec \uc124\uc815\uacfc SDK \ubc84\uc804\uc744 \ud568\uaed8 \uace0\uc815\ud558\ub294 \uac83\uc774 \ub0ab\ub2e4. \ub2e8, \uc5d4\ub4dc\ud3ec\uc778\ud2b8 \uc9c0\uc6d0\uc774 \uc790\ub3d9\uc73c\ub85c \uaddc\uc81c \uc900\uc218\ub97c \ubcf4\uc7a5\ud558\ub294 \uac83\uc740 \uc544\ub2c8\ub2e4. \uc2e4\uc81c \ub370\uc774\ud130 \ubd84\ub958, \ubcf4\uc874 \uc815\ucc45, \ub85c\uadf8\uc758 \uc694\uccad \ubcf8\ubb38 \ub9c8\uc2a4\ud0b9\uc740 \ubcc4\ub3c4\ub85c \uac80\ud1a0\ud574\uc57c \ud55c\ub2e4.<\/p>\n<h2>\ud750\ub984 2. \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \uacc4\uce35\uc740 \u2018\ucd94\ub860 \ubcf4\uc874\u2019\uacfc \u2018\uc81c\uc5b4\ub41c \ub3c4\uad6c \uc120\ud0dd\u2019\uc744 \uac15\ud654\ud588\ub2e4<\/h2>\n<h3>LangChain OpenAI 1.5.2: reasoning \uacbd\uacc4\uc640 \uac8c\uc774\ud2b8\uc6e8\uc774 \uba54\ud0c0\ub370\uc774\ud130<\/h3>\n<p><strong>\uc0ac\uc2e4:<\/strong> <a href=\"https:\/\/github.com\/langchain-ai\/langchain\/releases\/tag\/langchain-openai%3D%3D1.5.2\" target=\"_blank\" rel=\"noopener\">langchain-openai 1.5.2 \ub9b4\ub9ac\uc2a4<\/a>(8\uc6d4 18\uc77c UTC)\ub294 reasoning item boundaries \ubcf4\uc874, \uc0ac\uc6a9 \uac00\ub2a5\ud560 \ub54c \uc751\ub2f5 \ud5e4\ub354\uc5d0\uc11c gateway metadata \ucd94\ucd9c, o-series \ubaa8\ub378\uc758 <code>get_num_tokens_from_messages<\/code> \uc9c0\uc6d0\uc744 \uae30\ub85d\ud588\ub2e4.<\/p>\n<p><strong>\uc758\ubbf8:<\/strong> \uc911\uac04 reasoning \ud56d\ubaa9\uc744 \uac10\uc0ac \ub85c\uadf8\ub098 UI \ud0c0\uc784\ub77c\uc778\uc73c\ub85c \uc5f0\uacb0\ud558\ub294 \ud300\uc740 \ud56d\ubaa9 \ubcd1\ud569\u00b7\ubd84\ud560 \uaddc\uce59\uc758 \ud68c\uadc0 \ud14c\uc2a4\ud2b8\ub97c \ucd94\uac00\ud560 \ud544\uc694\uac00 \uc788\ub2e4. \ub610\ud55c gateway \uba54\ud0c0\ub370\uc774\ud130\ub294 \ube44\uc6a9\u00b7\ub77c\uc6b0\ud305\u00b7\uc81c\ud55c \ubd84\uc11d\uc5d0 \uc720\uc6a9\ud560 \uc218 \uc788\uc9c0\ub9cc, \uc751\ub2f5 \ud5e4\ub354\uc758 \uc874\uc7ac \uc5ec\ubd80\uc640 \ud544\ub4dc \uc2a4\ud0a4\ub9c8\uc5d0 \uc758\uc874\ud558\ub294 \ub300\uc2dc\ubcf4\ub4dc\ub294 \ub204\ub77d\uac12\uc744 \uc815\uc0c1 \uc0c1\ud0dc\ub85c \ucc98\ub9ac\ud574\uc57c \ud55c\ub2e4. \uc774 \ub9b4\ub9ac\uc2a4\uac00 \ubaa8\ub4e0 \uac8c\uc774\ud2b8\uc6e8\uc774\uc758 \uad00\uce21\uc131\uc744 \ubcf4\uc7a5\ud55c\ub2e4\ub294 \ub73b\uc740 \uc544\ub2c8\ub2e4.<\/p>\n<h3>Semantic Kernel .NET 1.80.0: Gemini connector\uc758 \ud568\uc218 \uc120\ud0dd \ubaa9\ub85d \uc900\uc218<\/h3>\n<p><strong>\uc0ac\uc2e4:<\/strong> <a href=\"https:\/\/github.com\/microsoft\/semantic-kernel\/releases\/tag\/dotnet-1.80.0\" target=\"_blank\" rel=\"noopener\">Microsoft Semantic Kernel .NET 1.80.0<\/a>(8\uc6d4 18\uc77c UTC)\uc740 Gemini connector\uac00 <code>FunctionChoiceBehavior<\/code>\uc758 \ud568\uc218 \ubaa9\ub85d\uc744 \uc874\uc911\ud558\ub3c4\ub85d \ubc14\uafe8\uace0, OpenAPI HTTP client \uae30\ubcf8\uac12\ub3c4 \uac31\uc2e0\ud588\ub2e4.<\/p>\n<p><strong>\uc758\ubbf8:<\/strong> \uc774\uac83\uc740 \u2018\ubaa8\ub378\uc774 \ub3c4\uad6c\ub97c \uace0\ub978\ub2e4\u2019\ub294 \ud3b8\uc758 \uae30\ub2a5\uc744 \uad8c\ud55c \uacbd\uacc4\ub85c \uc0ac\uc6a9\ud560 \ub54c \ud2b9\ud788 \uc911\uc694\ud558\ub2e4. \ud5c8\uc6a9 \ub3c4\uad6c \ubaa9\ub85d\uc744 \uc881\ud78c \uc815\ucc45\uc774 \ucee4\ub125\ud130\ub97c \uac74\ub108\uba74\uc11c \ub113\uc5b4\uc9c0\uc9c0 \uc54a\ub294\uc9c0, \uac1c\ubc1c\u00b7\uc2a4\ud14c\uc774\uc9d5\u00b7\ud504\ub85c\ub355\uc158\uc5d0\uc11c \uac19\uc740 \ubaa9\ub85d\uc774 \uc804\ub2ec\ub418\ub294\uc9c0 \ud655\uc778\ud574\uc57c \ud55c\ub2e4. \ub3c4\uad6c \ud5c8\uc6a9 \ubaa9\ub85d\uc740 \ud504\ub86c\ud504\ud2b8 \uc9c0\uc2dc\uac00 \uc544\ub2c8\ub77c \uc11c\ubc84 \uce21 \uc2b9\uc778 \uc815\ucc45\uc73c\ub85c\ub3c4 \uac15\uc81c\ud558\ub294 \uc774\uc911 \ubc29\uc5b4\uac00 \ubc14\ub78c\uc9c1\ud558\ub2e4.<\/p>\n<h2>\ud750\ub984 3. \ub85c\uceec \ubaa8\ub378 \ub7f0\ud0c0\uc784\ub3c4 \uba40\ud2f0\ubaa8\ub2ec \uc785\ub825\uc758 \uc791\uc740 \uc2e4\ud328\ub97c \uc904\uc774\ub294 \uc911<\/h2>\n<h3>Ollama 0.32.14: WebP \uc774\ubbf8\uc9c0 \ubcc0\ud658\uacfc system \uba54\uc2dc\uc9c0 \ud5c8\uc6a9<\/h3>\n<p><strong>\uc0ac\uc2e4:<\/strong> <a href=\"https:\/\/github.com\/ollama\/ollama\/releases\/tag\/v0.32.14\" target=\"_blank\" rel=\"noopener\">Ollama 0.32.14 \ub9b4\ub9ac\uc2a4<\/a>(8\uc6d4 15\uc77c UTC, \uc774\ubc88 KST 72\uc2dc\uac04 \ucc3d\uc758 \uc2dc\uc791 \uad6c\uac04)\ub294 llama-server\uc6a9 WebP \uc774\ubbf8\uc9c0 transcode\uc640 Qwen renderer\uc758 non-leading system message \ud5c8\uc6a9\uc744 \uba85\uc2dc\ud588\ub2e4.<\/p>\n<p><strong>\uc758\ubbf8:<\/strong> \uc774 \ubcc0\uacbd\uc740 \uc774\ubbf8\uc9c0 \uc785\ub825\uc774 \uc788\ub294 \ub85c\uceec \uc5d0\uc774\uc804\ud2b8\uc5d0\uc11c \ud30c\uc77c \ud615\uc2dd\uc5d0 \ub530\ub978 \uc0ac\uc804 \ubcc0\ud658 \uc2e4\ud328\ub97c \uc904\uc77c \uac00\ub2a5\uc131\uc774 \uc788\ub2e4. \ub2e4\ub9cc \uc6b4\uc601 \uc801\uc6a9 \uc804\uc5d0\ub294 WebP\u00b7PNG\u00b7JPEG\ubcc4 \uc785\ub825 \ud06c\uae30, \ubcc0\ud658 \uc9c0\uc5f0, \uc2e4\ud328 \uc2dc \uc6d0\ubcf8 \ubcf4\uc874 \uc5ec\ubd80\ub97c \uce21\uc815\ud574\uc57c \ud55c\ub2e4. system \uba54\uc2dc\uc9c0\uac00 \uccab \uba54\uc2dc\uc9c0\uac00 \uc544\ub2d0 \uc218 \uc788\ub294 \ub300\ud654 \uc870\ub9bd \ub85c\uc9c1\ub3c4 \uc2e4\uc81c \ubaa8\ub378\/renderer \uc870\ud569\uc73c\ub85c \uac80\uc99d\ud574\uc57c \ud55c\ub2e4.<\/p>\n<h2>\uac1c\ubc1c\uc790 \uc561\uc158: \uc774\ubc88 \uc8fc\uc5d0 \uc2e4\ud589\ud560 5\uac00\uc9c0 \uccb4\ud06c\ub9ac\uc2a4\ud2b8<\/h2>\n<ul>\n<li><strong>\uc2a4\ud2b8\ub9ac\ubc0d \uacc4\uc57d \ud14c\uc2a4\ud2b8:<\/strong> shell\/tool \uc774\ubca4\ud2b8\uac00 \uc11e\uc778 \uc751\ub2f5\uc5d0\uc11c \uc774\ubca4\ud2b8 \ud0c0\uc785\u00b7\uc21c\uc11c\u00b7\uc885\ub8cc \uc870\uac74\uc744 \uc800\uc7a5\ud55c fixture\ub85c \uac80\uc99d\ud55c\ub2e4. \ud14d\uc2a4\ud2b8\ub9cc \uc218\uc9d1\ud558\ub294 \uc18c\ube44\uc790\ub97c \ubd84\ub9ac\ud55c\ub2e4.<\/li>\n<li><strong>\ub9ac\uc804 \uad6c\uc131 \ubd84\ub9ac:<\/strong> data-residency endpoint \uc120\ud0dd\uc744 \ucf54\ub4dc \ud558\ub4dc\ucf54\ub529\uc5d0\uc11c \ubc30\ud3ec \uc124\uc815\uc73c\ub85c \uc62e\uae30\uace0, \ub85c\uadf8\u00b7\uc7ac\uc2dc\ub3c4\u00b7fallback\uc774 \ub2e4\ub978 \ub9ac\uc804\uc73c\ub85c \uc0c8\uc9c0 \uc54a\ub294\uc9c0 \ud14c\uc2a4\ud2b8\ud55c\ub2e4.<\/li>\n<li><strong>\ucd94\ub860\/\uad00\uce21\uc131 \ud68c\uadc0:<\/strong> LangChain \uc5c5\ub370\uc774\ud2b8 \uc804\ud6c4\ub85c reasoning item \uc218\uc640 \uc21c\uc11c, gateway \ud5e4\ub354\uac00 \uc5c6\uc744 \ub54c\uc758 \ube44\uc6a9 \uc9d1\uacc4 \ub3d9\uc791\uc744 \ube44\uad50\ud55c\ub2e4.<\/li>\n<li><strong>\ub3c4\uad6c \uad8c\ud55c \uc774\uc911\ud654:<\/strong> Semantic Kernel\/Gemini\uc5d0\uc11c \ud5c8\uc6a9 \ud568\uc218 \ubaa9\ub85d\uc744 \ub2e8\uc704 \ud14c\uc2a4\ud2b8\ud558\uace0, \uc2e4\ud589 \uc11c\ubc84\uc5d0\uc11c\ub3c4 allowlist\u00b7\uc778\uc790 \uc2a4\ud0a4\ub9c8\u00b7\uc2b9\uc778 \ub2e8\uacc4\ub97c \uac15\uc81c\ud55c\ub2e4.<\/li>\n<li><strong>\uba40\ud2f0\ubaa8\ub2ec \uc785\ub825 \ub9e4\ud2b8\ub9ad\uc2a4:<\/strong> Ollama \uae30\ubc18 \uc11c\ube44\uc2a4\ub294 WebP \ud3ec\ud568 \uc774\ubbf8\uc9c0 \ud3ec\ub9f7, \ud574\uc0c1\ub3c4, \ub300\ud654 \uba54\uc2dc\uc9c0 \uc21c\uc11c\ub97c CI smoke test\uc5d0 \ub123\ub294\ub2e4.<\/li>\n<\/ul>\n<h2>\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38(FAQ)<\/h2>\n<h3>Q. \uc774 \uc5c5\ub370\uc774\ud2b8\ub97c \ubaa8\ub450 \uc989\uc2dc \uc62c\ub824\uc57c \ud558\ub098?<\/h3>\n<p>A. \uc544\ub2c8\ub2e4. \uc774\ubc88 \ub9b4\ub9ac\uc2a4\ub294 \uc778\ud130\ud398\uc774\uc2a4\u00b7\uc5f0\uacb0\ubd80 \ubcc0\ud654\uac00 \ub9ce\uc73c\ubbc0\ub85c, \ud604\uc7ac \uc0ac\uc6a9\ud558\ub294 SDK\/\ucee4\ub125\ud130\ub9cc \ub300\uc0c1\uc73c\ub85c \ubc84\uc804 \uace0\uc815 \ud6c4 \uc2a4\ud14c\uc774\uc9d5\uc5d0\uc11c \uc2a4\ud2b8\ub9ac\ubc0d\u00b7\ub3c4\uad6c \ud638\ucd9c\u00b7\uad00\uce21\uc131\u00b7\uc774\ubbf8\uc9c0 \uc785\ub825 \uc2dc\ub098\ub9ac\uc624\ub97c \uc7ac\ud604\ud558\ub294 \uc21c\uc11c\uac00 \uc548\uc804\ud558\ub2e4.<\/p>\n<h3>Q. \ub370\uc774\ud130 \ub808\uc9c0\ub358\uc2dc \uc5d4\ub4dc\ud3ec\uc778\ud2b8\uac00 \uc0dd\uae30\uba74 \ubcf4\uc548 \uac80\ud1a0\ub294 \ub05d\ub098\ub294\uac00?<\/h3>\n<p>A. \uc544\ub2c8\ub2e4. \uc5d4\ub4dc\ud3ec\uc778\ud2b8 \uc120\ud0dd\uc740 \uc804\uc1a1 \uacbd\ub85c\uc758 \ud55c \uc694\uc18c\ub2e4. \ud504\ub86c\ud504\ud2b8\/\ud30c\uc77c\uc758 \ub370\uc774\ud130 \ubd84\ub958, \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ub85c\uadf8, \ubca1\ud130 \uc800\uc7a5\uc18c, \ub3c4\uad6c \ud638\ucd9c \uad8c\ud55c, \uc7ac\uc2dc\ub3c4 \uacbd\ub85c\uae4c\uc9c0 \ubcc4\ub3c4 \ud1b5\uc81c\uac00 \ud544\uc694\ud558\ub2e4.<\/p>\n<h3>Q. reasoning \ubcf4\uc874\uc740 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ucd94\ub860\uc744 \uacf5\uac1c\ud558\ub77c\ub294 \uc758\ubbf8\uc778\uac00?<\/h3>\n<p>A. \uc544\ub2c8\ub2e4. \uc5ec\uae30\uc11c\uc758 \ud575\uc2ec\uc740 \ud504\ub808\uc784\uc6cc\ud06c\uac00 \ud56d\ubaa9 \uacbd\uacc4\ub97c \uc784\uc758\ub85c \ubb34\ub108\ub728\ub9ac\uc9c0 \uc54a\ub3c4\ub85d \ud574 \ub514\ubc84\uae45\uacfc \uc2dc\uc2a4\ud15c \ud1b5\ud569\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc774\ub294 \uac83\uc774\ub2e4. \uc0ac\uc6a9\uc790 \ub178\ucd9c \uc815\ucc45\uacfc \ub0b4\ubd80 \uac10\uc0ac \ub370\uc774\ud130\uc758 \ubcf4\uc874 \uc815\ucc45\uc740 \ubd84\ub9ac\ud574 \uc124\uacc4\ud574\uc57c \ud55c\ub2e4.<\/p>\n<h2>\uc8fc\uc694 \ucd9c\ucc98<\/h2>\n<ul>\n<li><a href=\"https:\/\/github.com\/openai\/openai-python\/releases\/tag\/v3.2.0\" target=\"_blank\" rel=\"noopener\">OpenAI Python SDK v3.2.0 release notes<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/openai\/openai-python\/releases\/tag\/v3.3.0\" target=\"_blank\" rel=\"noopener\">OpenAI Python SDK v3.3.0 release notes<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/langchain-ai\/langchain\/releases\/tag\/langchain-openai%3D%3D1.5.2\" target=\"_blank\" rel=\"noopener\">LangChain OpenAI 1.5.2 release notes<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/microsoft\/semantic-kernel\/releases\/tag\/dotnet-1.80.0\" target=\"_blank\" rel=\"noopener\">Semantic Kernel .NET 1.80.0 release notes<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/ollama\/ollama\/releases\/tag\/v0.32.14\" target=\"_blank\" rel=\"noopener\">Ollama 0.32.14 release notes<\/a><\/li>\n<\/ul>\n<h2>\uc624\ub298\uc758 \uacb0\ub860<\/h2>\n<p>\ucd5c\uadfc 3\uc77c\uc758 \uc2e0\ud638\ub294 AI \uc5d0\uc774\uc804\ud2b8 \uacbd\uc7c1\ub825\uc774 \ubaa8\ub378\uba85 \ud558\ub098\ubcf4\ub2e4 <strong>\uc774\uc2dd \uac00\ub2a5\ud55c \uc2e4\ud589 \uacbd\ub85c, \uad00\ucc30 \uac00\ub2a5\ud55c \uc774\ubca4\ud2b8, \uc81c\ud55c \uac00\ub2a5\ud55c \ub3c4\uad6c, \uacac\uace0\ud55c \uc785\ub825 \ucc98\ub9ac<\/strong>\uc5d0 \ub2ec\ub824 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc900\ub2e4. \uc2e0\uaddc SDK \uae30\ub2a5\uc740 \uc720\uc6a9\ud558\uc9c0\ub9cc \uc790\ub3d9 \uc548\uc804\uc7a5\uce58\ub294 \uc544\ub2c8\ub2e4. \uc774\ubc88 \uc8fc\uc5d0\ub294 \ubc84\uc804 \uc5c5 \uc790\uccb4\ubcf4\ub2e4, \ud574\ub2f9 \uacbd\uacc4\uac00 \uae68\uc84c\uc744 \ub54c \ud0d0\uc9c0\ud560 \uc218 \uc788\ub294 \ud14c\uc2a4\ud2b8\uc640 \ub85c\uadf8\ub97c \uba3c\uc800 \ucd94\uac00\ud558\uc790.<\/p>\n<h2>\ub354 \uae4a\uac8c \uc77d\uae30: \uc2e4\uc804 \uac00\uc774\ub4dc<\/h2>\n<p>\uc774 \ub9ac\ud3ec\ud2b8\ub294 \ucd5c\uadfc \ud750\ub984\uc744 \ube60\ub974\uac8c \ud30c\uc545\ud558\uae30 \uc704\ud55c \uc694\uc57d\uc785\ub2c8\ub2e4. \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc801\uc6a9\ud560 \ub54c\ub294 \uc544\ub798\uc758 \uae30\uc900 \uae00\uacfc \ud568\uaed8 \ud655\uc778\ud558\uba74 \ub354 \uc548\uc804\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><a href=\"https:\/\/gilnas.synology.me\/wordpress\/113\/\">AI \uc5d0\uc774\uc804\ud2b8\ub780 \ubb34\uc5c7\uc778\uac00?<\/a><\/li>\n<li><a href=\"https:\/\/gilnas.synology.me\/wordpress\/114\/\">\ud504\ub86c\ud504\ud2b8 \uc778\uc81d\uc158 \ubcf4\uc548 \uccb4\ud06c\ub9ac\uc2a4\ud2b8<\/a><\/li>\n<li><a href=\"https:\/\/gilnas.synology.me\/wordpress\/115\/\">AI \ucf54\ub529 \ub3c4\uad6c \uc548\uc804 \uc6cc\ud06c\ud50c\ub85c<\/a><\/li>\n<li><a href=\"https:\/\/gilnas.synology.me\/wordpress\/118\/\">\uac1c\ubc1c\uc790 \ube14\ub85c\uadf8 \uc560\ub4dc\uc13c\uc2a4 \uc2b9\uc778 \uc804\ub7b5<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\uc694\uc57d: 2026\ub144 8\uc6d4 16~19\uc77c KST\uc758 AI\/LLM\u00b7AI Agent \uac1c\ubc1c\uc790 \ub3c4\uad6c \ud750\ub984\uc740 \u2018\ub354 \ub9ce\uc740 \ubaa8\ub378\u2019\ubcf4\ub2e4 \uc5d0\uc774\uc804\ud2b8 \uc2e4\ud589 \uacbd\ub85c\uc758 \uc774\uc2dd\uc131, \ucd94\ub860\u00b7\ub3c4\uad6c \ud638\ucd9c\uc758 \ubcf4\uc874\uc131, \uadf8\ub9ac\uace0 \ub85c\uceec \uba40\ud2f0\ubaa8\ub2ec \uc785\ub825\uc758 \uacac\uace0\uc131\uc744 \ub2e4\ub8e8\ub294 SDK\u00b7\ud504\ub808\uc784\uc6cc\ud06c \uc5c5\ub370\uc774\ud2b8\uc5d0 \uc9d1\uc911\ub410\ub2e4. \uc774\ubc88 3\uc77c \ub9ac\ud3ec\ud2b8\ub294 OpenAI Python SDK, LangChain OpenAI, Microsoft Semantic Kernel, Ollama\uc758 \ud655\uc778\ub41c \ub9b4\ub9ac\uc2a4\ub97c \uc5f0\uacb0\ud574 \ubc30\ud3ec \uc804 \uc810\uac80 \ud56d\ubaa9\uc73c\ub85c \uc815\ub9ac\ud55c\ub2e4. \ud575\uc2ec \ub2f5\ubcc0: \uc774\ubc88 3\uc77c\uc5d0 \uac1c\ubc1c\uc790\uac00 \uba3c\uc800 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":467,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-468","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-trend"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/gilnas.synology.me\/wordpress\/wp-json\/wp\/v2\/posts\/468","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gilnas.synology.me\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gilnas.synology.me\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gilnas.synology.me\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/gilnas.synology.me\/wordpress\/wp-json\/wp\/v2\/comments?post=468"}],"version-history":[{"count":0,"href":"https:\/\/gilnas.synology.me\/wordpress\/wp-json\/wp\/v2\/posts\/468\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gilnas.synology.me\/wordpress\/wp-json\/wp\/v2\/media\/467"}],"wp:attachment":[{"href":"https:\/\/gilnas.synology.me\/wordpress\/wp-json\/wp\/v2\/media?parent=468"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gilnas.synology.me\/wordpress\/wp-json\/wp\/v2\/categories?post=468"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gilnas.synology.me\/wordpress\/wp-json\/wp\/v2\/tags?post=468"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}