{"id":677925,"date":"2026-02-02T18:12:32","date_gmt":"2026-02-02T17:12:32","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=ai&#038;p=677925"},"modified":"2026-02-05T15:03:49","modified_gmt":"2026-02-05T14:03:49","slug":"building-ai-agents-in-kotlin-part-1-a-minimal-coding-agent","status":"publish","type":"ai","link":"https:\/\/blog.jetbrains.com\/ko\/ai\/2026\/02\/building-ai-agents-in-kotlin-part-1-a-minimal-coding-agent\/","title":{"rendered":"Kotlin\uc73c\ub85c AI \uc5d0\uc774\uc804\ud2b8 \uad6c\ucd95\ud558\uae30 \u2013 1\ubd80: \ucd5c\uc18c \uad6c\uc131\uc758 \ucf54\ub529 \uc5d0\uc774\uc804\ud2b8\u00a0"},"content":{"rendered":"\n<p>\uc5d0\uc774\uc804\ud2b8\ub97c \ub9cc\ub4dc\ub294 \uc77c\uc740 \uc870\uae08\uc740 \ub3c5\ud2b9\ud55c \uc77c\uc785\ub2c8\ub2e4. \ub2e8\uc21c\ud788 \ubb34\uc5b8\uac00\ub97c \uc218\ud589\ud558\ub294 \ucf54\ub4dc\ub97c \uc791\uc131\ud558\ub294 \uac83\uc774 \uc544\ub2d9\ub2c8\ub2e4. LLM\uc5d0\uac8c \uc791\uc5c5 \uc218\ud589 \ub2a5\ub825\uc744 \ubd80\uc5ec\ud558\ub294 \ucf54\ub4dc\ub97c \uc791\uc131\ud558\uace0, \ubb34\uc5c7\uc744 \ud560\uc9c0\ub294 LLM\uc774 \uacb0\uc815\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<aside style=\"background: #f8f9fa; border-left: 4px solid #007bff; padding: 1rem 1.5rem; margin: 1.5rem 0; border-radius: 4px;\">\n<p style=\"font-weight: 600; margin-bottom: 0.5rem; color: #333; font-size: 1.05rem;\">\uc5d0\uc774\uc804\ud2b8\ub780 \ubb34\uc5c7\uc77c\uae4c\uc694?<\/p>\n<p style=\"margin: 0; color: #555;\">\uc5d0\uc774\uc804\ud2b8\ub294 \uc791\uc5c5\uc774 \uc644\ub8cc\ub418\uc5c8\ub2e4\uace0 \ud310\ub2e8\ud560 \ub54c\uae4c\uc9c0 \ub8e8\ud504 \uc548\uc5d0\uc11c \ud568\uc218\ub97c \ud638\ucd9c\ud558\ub294 LLM\uc785\ub2c8\ub2e4.<\/p>\n<\/aside>\n\n\n\n<p>\uc774\ub7ec\ud55c \uad00\uc810\uc758 \uc804\ud658\uc5d0\ub294 \uc801\uc751\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\ub294 \uc5d0\uc774\uc804\ud2b8\uc5d0\uac8c \ud30c\uc77c\uc744 \uc77d\uc744 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \ubd80\uc5ec\ud558\uace0, \uc5b4\ub5a4 \ud30c\uc77c\uc744 \uc5b8\uc81c \uc77d\uc744\uc9c0\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \uacb0\uc815\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uac00 \uba54\uc778 \ud30c\uc77c\ubd80\ud130 \uc2dc\uc791\ud560 \uac83\uc774\ub77c\uace0 \uc608\uc0c1\ud560 \uc218 \uc788\uaca0\uc9c0\ub9cc \uc5d0\uc774\uc804\ud2b8\ub294 \ud328\ud134\uc744 \uc774\ud574\ud558\uae30 \uc704\ud574 \uba3c\uc800 \uc138 \uac1c\uc758 \ud14c\uc2a4\ud2b8 \ud30c\uc77c\uc744 \uc77d\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\ub294 \uadf8\ub807\uac8c \ud558\ub77c\uace0 \uc9c0\uc2dc\ud558\uc9c0 \uc54a\uc544\ub3c4 \uc5d0\uc774\uc804\ud2b8\ub294 \uadf8\ub807\uac8c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uadf8\ub807\ub2e4\uba74 \uc5d0\uc774\uc804\ud2b8\uc5d0\uac8c \uc5b4\ub5a4 \ub2a5\ub825\uc744 \ubd80\uc5ec\ud574\uc57c \ud560\uae4c\uc694? \ub2a5\ub825\uc774 \ub108\ubb34 \ub9ce\uc73c\uba74 \uc798\ubabb\ub41c \uc120\ud0dd\uc744 \ud569\ub2c8\ub2e4. \uadf8\ub807\ub2e4\uace0 \ub2a5\ub825\uc774 \ubd80\uc871\ud558\uba74 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. \uadf8 \uc0ac\uc774 \uade0\ud615\uc744 \ucc3e\ub294\ub2e4\ub294 \uac83\uc740 \uc2dc\ub3c4\ud574 \ubcf4\uace0, \ubb34\uc5c7\uc774 \uc2e4\ud328\ud558\ub294\uc9c0 \uad00\ucc30\ud558\uba70, \uc870\uc815\ud574 \ub098\uac00\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\uc774 \ube14\ub85c\uadf8 \uc2dc\ub9ac\uc988<\/strong>\uc5d0\uc11c\ub294 \uc138 \uac00\uc9c0 \uae30\ubcf8 \ub3c4\uad6c\ub85c \uc2dc\uc791\ud574 \uc2e4\uc81c \ucf54\ub529 \uc5d0\uc774\uc804\ud2b8\ub97c \ud568\uaed8 \ub9cc\ub4e4\uc5b4 \ubcf4\uace0, \uc2dc\ub9ac\uc988\ub97c \uc9c4\ud589\ud558\uba70 \uc644\uc131\ub3c4 \ub192\uc740 \uc5d0\uc774\uc804\ud2b8\ub85c \ubc1c\uc804\uc2dc\ud0a4\uba74\uc11c AI \uc5d0\uc774\uc804\ud2b8\ub97c \uc0b4\ud3b4\ubd05\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8\uc758 \uc2e4\uc81c \ub3d9\uc791 \ubc29\uc2dd, \uadf8 \ub3d9\uc791\uc744 \uad00\ucc30\ud558\uace0 \ub514\ubc84\uadf8\ud558\ub294 \ubc29\ubc95, \uc911\uc694\ud55c \uc544\ud0a4\ud14d\ucc98 \uacb0\uc815\uc5d0 \ub300\ud574 \ubc30\uc6b0\uace0, \ub9c8\uc9c0\ub9c9\uc5d0\ub294 \uc774 \uc5d0\uc774\uc804\ud2b8\ubfd0\ub9cc \uc544\ub2c8\ub77c \ub098\ub9cc\uc758 \uc5d0\uc774\uc804\ud2b8\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\ub3c4 \ubc30\uc6c1\ub2c8\ub2e4. \ubaa8\ub450 Kotlin\uc73c\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uba3c\uc800 \uac04\ub2e8\ud788 \ucf54\ub4dc\ubca0\uc774\uc2a4\ub97c \ud0d0\uc0c9\ud558\uace0 \ubaa9\ud45c\ud55c \ubcc0\uacbd\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub294 \uc5d0\uc774\uc804\ud2b8\ub97c \ub9cc\ub4e4\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9 \ub3c4\uad6c\ub294 JetBrains\uc758 \uc624\ud508 \uc18c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c\uc778 <a href=\"https:\/\/www.jetbrains.com\/ko-kr\/koog\/\" target=\"_blank\" rel=\"noreferrer noopener\">Koog<\/a>\uc785\ub2c8\ub2e4. Koog\ub294 \ud504\ub86c\ud504\ud2b8 \uc804\uc1a1, \ub3c4\uad6c \ud638\ucd9c \ubd84\uc11d \ubc0f \uc2e4\ud589\uc744 \ub2f4\ub2f9\ud558\uba70, \uc644\ub8cc\ub420 \ub54c\uae4c\uc9c0 \uc774\ub97c \ubc18\ubcf5\ud558\ub294 \uc2e4\ud589 \ub8e8\ud504\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uc2e4\ud589 \ub8e8\ud504\uac00 \ubcf5\uc7a1\ud574\uc9c8 \uc218\ub294 \uc788\uaca0\uc9c0\ub9cc \uae30\ubcf8\uc801\uc778 \ud615\ud0dc\ubd80\ud130 \uc2dc\uc791\ud574 \uc5d0\uc774\uc804\ud2b8\uac00 \uc2e4\uc81c\ub85c \uc5b4\ub5a4 \uc5ed\ub7c9\uc744 \uac00\uc838\uc57c \ud558\ub294\uc9c0\uc5d0 \ucc28\uce30 \ucd08\uc810\uc744 \ub9de\ucdb0 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\ub2e8\uacc4\uc801 \uc5d0\uc774\uc804\ud2b8 \uad6c\ucd95<\/strong><\/h2>\n\n\n\n<p>\ubb34\uc5b8\uac00\ub97c \ub9cc\ub4e4\uae30 \uc55e\uc11c, \uc2e4\uc81c\ub85c \ubb34\uc5c7\uc744 \uc6d0\ud558\ub294\uc9c0\ubd80\ud130 \uc0dd\uac01\ud574 \ubcfc\uae4c\uc694. \ubb34\uc5c7\uc744 \ud560 \uc218 \uc788\ub294 \uc5d0\uc774\uc804\ud2b8\uba74 \uc88b\uc744\uae4c\uc694?<\/p>\n\n\n\n<p>\ubc84\uadf8\ub97c \uc218\uc815\ud558\uba74 \uc88b\uc744\uae4c\uc694? \uae30\ub2a5\uc744 \uc791\uc131\ud574 \ubcf4\uac8c \ud560\uae4c\uc694? \uae30\uc874 \ucf54\ub4dc\ub97c \ub9ac\ud329\ud130\ub9c1\uc2dc\ud0ac\uae4c\uc694?<\/p>\n\n\n\n<p>\uc6b0\ub9ac\uc758 \ubaa9\ud45c\ub294 \uc774 \ubaa8\ub4e0 \uae30\ub2a5\uc744 \uad6c\ud604\ud558\ub294 \uac81\ub2c8\ub2e4. \uc774 \ub9d0\uc740 \uace7 \ucf54\ub4dc\ubca0\uc774\uc2a4\ub97c \ud0d0\uc0c9\ud558\uace0 \ubaa9\ud45c\ud55c \ubcc0\uacbd\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \ud544\uc694\ud558\ub2e4\ub294 \ub73b\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774\ub97c \uc704\ud574 \uc5d0\uc774\uc804\ud2b8\ub294 \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc5b4\ub5a4 \ud30c\uc77c\uc774 \uc788\ub294\uc9c0 <strong>\ubcfc \uc218<\/strong> \uc788\uc5b4\uc57c \ud558\uace0, \uadf8 \ud30c\uc77c\ub4e4\uc744 <strong>\uc77d\uace0<\/strong>, \uc218\uc815\ud558\uac70\ub098 \uc0c8\ub85c\uc6b4 \ud30c\uc77c\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774 \uc138 \uac00\uc9c0 \uc5ed\ub7c9\uc744 \uc138 \uac00\uc9c0 \ub3c4\uad6c\ub97c \ud1b5\ud574 \ubd80\uc5ec\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<aside style=\"background: #f8f9fa; border-left: 4px solid #007bff; padding: 1rem 1.5rem; margin: 1.5rem 0; border-radius: 4px;\">\n<p style=\"font-weight: 600; margin-bottom: 0.5rem; color: #333; font-size: 1.05rem;\">\ub3c4\uad6c\ub780 \ubb34\uc5c7\uc77c\uae4c\uc694?<\/p>\n<p style=\"margin: 0; color: #555;\">\ub3c4\uad6c\ub294 \ud544\uc694\ud560 \ub54c LLM\uc774 \ud638\ucd9c\ud560 \uc218 \uc788\ub294 \ud568\uc218\uc785\ub2c8\ub2e4. \uc5b4\ub5a4 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud560\uc9c0\ub294 \uc0ac\uc6a9\uc790\uac00 \uacb0\uc815\ud558\uace0, \uc5b8\uc81c \uc0ac\uc6a9\ud560\uc9c0\ub294 LLM\uc774 \uacb0\uc815\ud569\ub2c8\ub2e4.<\/p>\n<\/aside>\n\n\n\n<p>\uc774 \uc138 \uac00\uc9c0 \ub3c4\uad6c\ub294 \uc774\ubbf8 <a href=\"https:\/\/www.jetbrains.com\/koog\/\" target=\"_blank\" rel=\"noopener\">Koog<\/a>\uc5d0 \ub0b4\uc7a5\ub418\uc5b4 \uae30\ubcf8 \uc81c\uacf5\ub429\ub2c8\ub2e4. \uac01 \ub3c4\uad6c\uac00 \uc5b4\ub5bb\uac8c \ub3d9\uc791\ud558\ub294\uc9c0 \uc0b4\ud3b4\ubcf8 \ub2e4\uc74c, \ubaa8\ub450 GPT-5-Codex\uc5d0 \uc5f0\uacb0\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\uba74 \ucf54\ub4dc\ubca0\uc774\uc2a4\ub97c \ud0d0\uc0c9\ud558\uace0, \ud30c\uc77c\uc744 \uc77d\uace0, \uc218\uc815\ud560 \uc218 \uc788\ub294 \uc644\uc804\ud55c \uc5d0\uc774\uc804\ud2b8\ub97c \uc5bb\uac8c \ub420 \uac81\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ubcf4\ub294 \ubc29\ubc95 \uac00\ub974\uce58\uae30<\/strong><\/h3>\n\n\n\n<p>\uba3c\uc800, \uc5d0\uc774\uc804\ud2b8\uac00 \ud0d0\uc0c9\ud560 \uc218 \uc788\ub3c4\ub85d \uc774 \ub3c4\uad6c\ub97c \ucd94\uac00\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">tool(ListDirectoryTool(JVMFileSystemProvider.ReadOnly))<\/pre>\n\n\n\n<p>\uc774\uc81c \uc5d0\uc774\uc804\ud2b8\uac00 \uc5b4\ub5a4 \ud30c\uc77c\uc774 \uc788\ub294\uc9c0 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc911\uc694\ud55c \uac74 \uc774\uac81\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uc5d0\uac8c \ud30c\uc77c \uacbd\ub85c \ubaa9\ub85d\uc744 \ub358\uc838\uc8fc\uae30\ub9cc \ud558\ub294 \uac74 \uc720\uc6a9\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uac00 \uad6c\uc870\ub97c \uc774\ud574\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uad6c\uc870\ub97c \ub354 \uc27d\uac8c \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d, \uc774 \ub3c4\uad6c\ub294 \ucd9c\ub825 \ud615\uc2dd\uc744 \uc9c0\ub2a5\uc801\uc73c\ub85c \uad6c\uc131\ud569\ub2c8\ub2e4. JVM \ud504\ub85c\uc81d\ud2b8\ub294 \ud328\ud0a4\uc9c0 \uad6c\uc870\uac00 \ub9e4\uc6b0 \uae4a\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 \uacbd\ub85c\ub294<br><code>src\/main\/kotlin\/com\/example\/service\/impl\/UserServiceImpl.kt<\/code>\uc640 \uac19\uc740 \uc2dd\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub3c4\uad6c\uac00 \ubaa8\ub4e0 \uc911\uac04 \ub514\ub809\ud130\ub9ac\ub97c \uadf8\ub300\ub85c \ubcf4\uc5ec\uc900\ub2e4\uba74, \uc815\ubcf4 \uac00\uce58\uac00 \uc5c6\ub294 \ub2e8\uc77c \ud558\uc704 \ub514\ub809\ud130\ub9ac\ub85c \uc778\ud574 \ucd9c\ub825\uc774 \uc9c0\ub098\uce58\uac8c \ubcf5\uc7a1\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub530\ub77c\uc11c \uae34 \ub2e8\uc77c \ub514\ub809\ud130\ub9ac\uac00 \ubc1c\uacac\ub418\uba74 \uc774\ub97c \uc811\uc5b4 \ub2e4\uc74c\uacfc \uac19\uc774 \ud45c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\/project\/src\/main\/kotlin\/Main.kt (&lt;0.1 KiB, 20 lines)<\/pre>\n\n\n\n<p>\uac19\uc740 \uc218\uc900\uc5d0 \uc5ec\ub7ec \ud30c\uc77c\uc774 \uc788\ub294 \uacbd\uc6b0\uc5d0\ub294 \ud2b8\ub9ac \uad6c\uc870\ub85c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\/project\/src\/main\/kotlin\/\n\u00a0\u00a0Main.kt (&lt;0.1 KiB, 20 lines)\n\u00a0\u00a0Utils.kt (&lt;0.1 KiB, 10 lines)<\/pre>\n\n\n\n<p>\ud30c\uc77c \ud06c\uae30\uc640 \uc904 \uc218\uac00 \ubc14\ub85c \ud45c\uc2dc\ub418\uc5b4 \uc788\ub2e4\ub294 \uc810\uc5d0 \uc8fc\ubaa9\ud574 \uc8fc\uc138\uc694. \uc774\ub7f0 \uc815\ubcf4\ub294 \uc65c \ud45c\uc2dc\ud558\ub294 \uac78\uae4c\uc694?<\/p>\n\n\n\n<p>\uc774 \uc815\ubcf4\uac00 \uc5c6\uc73c\uba74 \uc5ec\ub7ec\ubd84\ub3c4 \uc800\ud76c\uac00 \uacaa\uc5c8\ub358 \ubb38\uc81c\uc5d0 \uc9c1\uba74\ud558\uac8c \ub429\ub2c8\ub2e4.&nbsp; \uc800\ud76c\uac00 \uc774\uac78 \ucc98\uc74c \ub9cc\ub4e4\uc5c8\uc744 \ub54c\ub294 \ud30c\uc77c \ud06c\uae30\ub97c \ud3ec\ud568\ud558\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 \ub514\ub809\ud130\ub9ac\ub97c \ud0d0\uc0c9\ud558\uba70 \ud30c\uc77c \uc774\ub984\uc740 \ud655\uc778\ud560 \uc218 \uc788\uc5c8\uc9c0\ub9cc, \ud30c\uc77c \ud06c\uae30\ub294 \uc804\ud600 \uc54c\uc9c0 \ubabb\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub798\uc11c \ud30c\uc77c\uc744 \ud30c\uc545\ud574\uc57c \ud560 \ub54c\ub9c8\ub2e4 \uc804\uccb4 \ud30c\uc77c\uc744 \uc77d\uc5b4 \ubc84\ub838\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uadf8\ub7ec\ub358 \uc911 \uc2ec\uac01\ud55c \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud588\uc2b5\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uac00 <a href=\"https:\/\/github.com\/pydata\/xarray\/blob\/d998eac1e7acf04dbf6f81ebe51247c02d3adb5c\/xarray\/tests\/test_dataset.py\" target=\"_blank\" rel=\"noopener\">7,700\uc904\uc774 \ub118\ub294 Python \ud14c\uc2a4\ud2b8 \ud30c\uc77c<\/a>\uc744 \uc77d\uc73c\ub824\uace0 \uc2dc\ub3c4\ud55c \uac83\uc785\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, LLM\uc758 \ucee8\ud14d\uc2a4\ud2b8 \ucc3d\uc774 \uadf8 \ud30c\uc77c \ud558\ub098\ub9cc\uc73c\ub85c \uac00\ub4dd \ucc28 \ubc84\ub838\uc2b5\ub2c8\ub2e4. \uc774\ud6c4 \uc5d0\uc774\uc804\ud2b8\uac00 \uc791\uc5c5\uc744 \uc774\uc5b4\uac00\ub824\uace0 \ud588\uc744 \ub54c\uc5d0\ub294, \uc774\ubbf8 \uc77d\uc740 \ub2e4\ub978 \ud30c\uc77c, \uc6d0\ub798 \uc218\ud589\ud574\uc57c \ud588\ub358 \uc791\uc5c5, \uc801\uc6a9\ud574\uc57c \ud560 \ubcc0\uacbd \uc0ac\ud56d\uc744 \ubaa8\ub450 \ub193\uce5c \uc0c1\ud0dc\uc600\uc2b5\ub2c8\ub2e4. \ud558\ub098\uc758 \uac70\ub300\ud55c \ud30c\uc77c\uc774 \ub2e4\ub978 \ubaa8\ub4e0 \uac83\uc744 \ucee8\ud14d\uc2a4\ud2b8\uc5d0\uc11c \ubc00\uc5b4\ub0b4 \ubc84\ub9b0 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774\ub7f0 \uc774\uc720\ub85c \ub514\ub809\ud130\ub9ac \ubaa9\ub85d\uc5d0 \uc904 \uc218\uc640 \ud30c\uc77c \ud06c\uae30\ub97c \ud568\uaed8 \ud45c\uc2dc\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\uc81c\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \ucf54\ub4dc\ubca0\uc774\uc2a4\ub97c \ud0d0\uc0c9\ud560 \ub54c <code>test_dataset.py<\/code>\uac00 7,700\uc904\uc774\ub77c\ub294 \uc0ac\uc2e4\uc744 \uc77d\uae30 \uc804\uc5d0 \ubbf8\ub9ac \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub798\uc11c \uc804\uccb4\ub97c \uc77d\ub294 \ub300\uc2e0 \ud2b9\uc815 \ubd80\ubd84\ub9cc \uc77d\uac70\ub098 \uc791\uc5c5\uacfc \uad00\ub828\uc774 \uc5c6\ub2e4\uba74 \uc544\uc608 \uac74\ub108\ub6f0\ub294 \uac83\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ucf54\ub4dc \uc77d\uae30<\/strong><\/h3>\n\n\n\n<p>\ub2e4\uc74c\uc73c\ub85c, \uc5d0\uc774\uc804\ud2b8\ub294 \ud30c\uc77c\uc744 \uc77d\uc744 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">tool(ReadFileTool(JVMFileSystemProvider.ReadOnly))<\/pre>\n\n\n\n<p><code>JVMFileSystemProvider.ReadOnly \ubd80\ubd84\uc774 \ubcf4\uc774\uc2dc\ub098\uc694? \uc774\ub294 \uc774 \ub3c4\uad6c\uac00 <code>java.nio.file<\/code> API\ub97c \uc9c1\uc811 \ud638\ucd9c\ud558\uc9c0 \uc54a\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uc774 \ub3c4\uad6c\ub294 Koog\uc758 <code>FileSystemProvider<\/code> \uc778\ud130\ud398\uc774\uc2a4\ub97c \uae30\ubc18\uc73c\ub85c \uad6c\ud604\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/code><\/p>\n\n\n\n<p>\uc65c\ub0d0\ud558\uba74 \ub3c4\uad6c\ub97c \ud55c \ubc88\ub9cc \uc791\uc131\ud558\uba74 \uc5b4\ub514\uc5d0\uc11c\ub4e0 \uc0ac\uc6a9\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. <code>ReadFileTool<\/code>\uc740 \ud574\ub2f9 \uacf5\uae09\uc790\uc758 \uba54\uc11c\ub4dc\ub97c \ud638\ucd9c\ud560 \ubfd0\uc785\ub2c8\ub2e4. \uadf8 \uacf5\uae09\uc790\uac00 \ub85c\uceec \ub514\uc2a4\ud06c\uc5d0\uc11c \uc77d\ub4e0, SSH\ub97c \ud1b5\ud55c \ud30c\uc77c\uc774\ub4e0, \ud074\ub77c\uc6b0\ub4dc \uc2a4\ud1a0\ub9ac\uc9c0\uc5d0\uc11c \uc77d\ub4e0 \uc0c1\uad00\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ub2e4\ub978 \uacf5\uae09\uc790\uc5d0 \uc804\ub2ec\ud558\ub354\ub77c\ub3c4 \uc774 \ub3c4\uad6c\ub294 \ub3d9\uc77c\ud55c \ubc29\uc2dd\uc73c\ub85c \ub3d9\uc791\ud569\ub2c8\ub2e4. \uc790\uccb4 \ud30c\uc77c \ub3c4\uad6c\ub97c \uad6c\ucd95\ud558\ub294 \uacbd\uc6b0, \uc2a4\ud1a0\ub9ac\uc9c0 \ubc31\uc5d4\ub4dc\uc5d0 \ub9de\uac8c <code>FileSystemProvider<\/code>\ub97c \uad6c\ud604\ud55c \ub4a4 \uc774\ub97c Koog\uc758 \ud30c\uc77c \ub3c4\uad6c\uc5d0 \uc804\ub2ec\ud558\uba74 \uc815\uc0c1\uc801\uc73c\ub85c \ub3d9\uc791\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc5ec\uae30\uc11c\ub294 <code>JVMFileSystemProvider.ReadOnly<\/code>\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc65c <code>ReadOnly<\/code>\uc77c\uae4c\uc694? \uacf5\uae09\uc790 \uc218\uc900\uc5d0\uc11c \uc77d\uae30\uc640 \uc4f0\uae30 \uad8c\ud55c\uc744 \ubd84\ub9ac\ud558\uba74, \uc11c\ub85c \ub2e4\ub978 \uad8c\ud55c \uc218\uc900\uc744 \uac00\uc9c4 \uc5d0\uc774\uc804\ud2b8\ub97c \uad6c\uc131\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \ucf54\ub4dc\ub97c \ud0d0\uc0c9\ud558\uace0 \ubd84\uc11d\ub9cc \ud558\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \ud544\uc694\ud558\uc2e0\uac00\uc694? <code>ReadOnly<\/code> \uacf5\uae09\uc790\ub97c \uc0ac\uc6a9\ud558\ub294 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud558\uba74 \uc5d0\uc774\uc804\ud2b8\ub294 \uc5b4\ub5a4 \uac83\ub3c4 \uc218\uc815\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. \uc774 \uc5d0\uc774\uc804\ud2b8\uc5d0 \uc218\uc815 \uae30\ub2a5\uc744 \ucd94\uac00\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. <code>EditFileTool<\/code>\uc740 \ub300\uc2e0 <code>JVMFileSystemProvider.ReadWrite<\/code>\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uba85\ud655\ud55c \ubd84\ub9ac\ub97c \ud1b5\ud574 \uac01 \uc5d0\uc774\uc804\ud2b8\uac00 \ud560 \uc218 \uc788\ub294 \uac83\uacfc \uc5c6\ub294 \uac83\uc744 \uc815\ud655\ud788 \uc81c\uc5b4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774 \ub3c4\uad6c\ub294 \uc904 \ubc94\uc704\ub3c4 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">readFile(\"Main.kt\", startLine = 45, endLine = 72)<\/pre>\n\n\n\n<p><code>ListDirectoryTool<\/code>\uc5d0\uc11c \ud655\uc778\ud588\ub358 \uc904 \uc218\ub97c \uae30\uc5b5\ud558\uc2dc\ub098\uc694? \ubc14\ub85c \uadf8 \uc774\uc720\uc640 \uac19\uc2b5\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uac00 \ub514\ub809\ud130\ub9ac \ubaa9\ub85d\uc5d0\uc11c \uc218\ucc9c \uc904\uc5d0 \ub2ec\ud558\ub294 \ud30c\uc77c\uc744 \ubcf4\uba74, \ud574\ub2f9 \ud30c\uc77c\uc744 \ub354 \uc804\ub7b5\uc801\uc73c\ub85c \uc77d\uc5b4\uc57c \ud55c\ub2e4\uace0 \uc778\uc2dd\ud569\ub2c8\ub2e4. \ud30c\uc77c\uc744 \ub369\uc5b4\ub9ac\ub85c \ub098\ub204\uc5b4 \uc77d\uac70\ub098 \uc5ec\ub7ec \ubc88 \ub2e4\uc2dc \uc77d\ub294 \uac83\uc744 \ud53c\ud558\uac70\ub098 \ud2b9\uc815 \uad6c\uac04\ub9cc \ucd94\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 7,700\uc904\uc5d0 \ub2ec\ud558\ub294 Python \ud14c\uc2a4\ud2b8 \ud30c\uc77c \uc608\uc2dc\ucc98\ub7fc \ub300\uaddc\ubaa8 \ud30c\uc77c\ub85c \uc778\ud574 \ucee8\ud14d\uc2a4\ud2b8\uac00 \uc18c\uc9c4\ub418\ub294 \uac83\uc744 \ubc29\uc9c0\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ucf54\ub4dc \uc218\uc815<\/strong><\/h3>\n\n\n\n<p>\uc774\uc81c \uc5d0\uc774\uc804\ud2b8\uc5d0\uac8c \ub2e4\uc74c\uacfc \uac19\uc774 \uc2e4\uc81c\ub85c \ubcc0\uacbd\ud560 \uc218 \uc788\ub294 \uad8c\ud55c\uc744 \ubd80\uc5ec\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">tool(EditFileTool(JVMFileSystemProvider.ReadWrite))<\/pre>\n\n\n\n<p><code>EditFileTool<\/code>\uc740 \ucc3e\uae30 \ubc0f \ubc14\uafb8\uae30\ub97c \uc218\ud589\ud569\ub2c8\ub2e4. \ud30c\uc77c \uacbd\ub85c, \uac80\uc0c9\ud560 \ud14d\uc2a4\ud2b8, \ub300\uccb4\ud560 \ud14d\uc2a4\ud2b8\ub97c \uc804\ub2ec\ud558\uba74 \ub429\ub2c8\ub2e4. \ub9e4\uc6b0 \uac04\ub2e8\ud558\uc8e0.<\/p>\n\n\n\n<p>\ud558\uc9c0\ub9cc \ud765\ubbf8\ub85c\uc6b4 \uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc138 \uac00\uc9c0 \ub9e4\uac1c\ubcc0\uc218\ub294 \uc804\ub2ec\ub418\ub294 \uac12\uc5d0 \ub530\ub77c \ub2e4\ub978 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud14d\uc2a4\ud2b8\ub97c \ubc14\uafb8\uace0 \uc2f6\uc73c\uc2e0\uac00\uc694? \uc6d0\ubcf8 \ud14d\uc2a4\ud2b8\uc640 \ub300\uccb4\ud560 \ud14d\uc2a4\ud2b8\ub97c \uc9c0\uc815\ud558\uc138\uc694.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">edit_file(\n    path = \"Main.kt\", \n    original = \"Hello World!\", \n    replacement = \"Hello Koog!\"\n)<\/pre>\n\n\n\n<p>\ubb34\uc5b8\uac00\ub97c \uc0ad\uc81c\ud558\uace0 \uc2f6\uc73c\uc2e0\uac00\uc694? \ub2e4\uc74c\uacfc \uac19\uc774 \ub300\uccb4 \ud14d\uc2a4\ud2b8\ub97c \ube44\uc6cc \ub450\uba74 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">edit_file(\n    path = \"Main.kt\", \n    original = \"Hello World!\", \n    replacement = \"\"\n)<\/pre>\n\n\n\n<p>\uc644\uc804\ud788 \uc0c8\ub85c\uc6b4 \ud30c\uc77c\uc744 \ub9cc\ub4e4\uace0 \uc2f6\uc73c\uc2e0\uac00\uc694? \ub2e4\uc74c\uacfc \uac19\uc774 \uc6d0\ubcf8\uc744 \ube44\uc6cc \ub450\uc138\uc694.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">edit_file(\n    path = \"Main.kt\", \n    original = \"\", \n    replacement = \"fun main() { println(\"Hello World!\") }\"\n)<\/pre>\n\n\n\n<p>\uac19\uc740 \ub3c4\uad6c\uc774\uc9c0\ub9cc \uc138 \uac00\uc9c0 \uc11c\ub85c \ub2e4\ub978 \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\uc2e4\ud328\ub85c\ubd80\ud130 \ubc30\uc6b0\uae30<\/strong><\/h4>\n\n\n\n<p>\ub3c4\uad6c\ub294 \uc815\uc0c1\uc801\uc73c\ub85c \uc791\ub3d9\ud558\uc9c0\ub9cc \uc2e4\uc81c \uc5d0\uc774\uc804\ud2b8\ub85c \ud14c\uc2a4\ud2b8\ud558\ub2c8 \ubb38\uc81c\uac00 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec \ucc28\ub840 \ud3b8\uc9d1\uc744 \uac70\uce58\uba74\uc11c \ud30c\uc77c\uc774 \ub2ec\ub77c\uc9c4 \uac81\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uac00 \ucd94\uac00 \ud3b8\uc9d1\uc744 \uc2dc\ub3c4\ud588\uc9c0\ub9cc, \ucc3e\uace0 \uc788\ub358 \ud14d\uc2a4\ud2b8\ub294 \ub354 \uc774\uc0c1 \uc5c6\uc2b5\ub2c8\ub2e4. \uc774\uc804 \ud3b8\uc9d1\uc73c\ub85c \ubcc0\uacbd\ub418\uc5c8\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774 \ub3c4\uad6c\ub294 &#8216;\uc218\uc815 \uc2e4\ud328&#8217;\ub97c \ubc18\ud658\ud558\uace0 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \ud30c\uc77c\uc744 \ub2e4\uc2dc \uc77d\uace0 \ub2e4\uc2dc \uc2dc\ub3c4\ud560 \uac83\uc774\ub77c\uace0 \ud310\ub2e8\ud588\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc2e4\uc81c\ub85c\ub294 \uc5b4\ub5a4 \uc77c\uc774 \ubc8c\uc5b4\uc84c\uc744\uae4c\uc694?<\/p>\n\n\n\n<p>\uc5d0\uc774\uc804\ud2b8\ub294 &#8216;\ud3b8\uc9d1 \uc2e4\ud328&#8217;\ub97c \ubcf4\uace0, &#8216;\uc774 \ud30c\uc77c\uc5d0 \ubb54\uac00 \ubb38\uc81c\uac00 \uc788\ub2e4. \uc544\ub2c8\uba74 \ub098\uc5d0\uac8c \uad8c\ud55c\uc774 \uc5c6\uc744 \uc218\ub3c4? \uadf8\ub0e5 \ubcc0\uacbd \uc0ac\ud56d\uc744 \ub2f4\uc740 \uc0c8 \ud30c\uc77c\uc744 \ub9cc\ub4e4\uc5b4\uc57c\uaca0\ub2e4!&#8217;\ub77c\uace0 \uc0dd\uac01\ud588\uc2b5\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \uac11\uc790\uae30 \uc5ec\uae30\uc800\uae30\uc5d0 \uc0c8 \ud30c\uc77c\uc774 \uc0dd\uaca8\ub0ac\uc2b5\ub2c8\ub2e4. \uc6d0\ub798 \ud3b8\uc9d1\ub418\uc5c8\uc5b4\uc57c \ud560 \ucf54\ub4dc\ub294 \uc0c8 \ud30c\uc77c\uc5d0 \ub4e4\uc5b4\uac00 \ubc84\ub838\uc2b5\ub2c8\ub2e4.&nbsp;<\/p>\n\n\n\n<p>\ud574\uacb0 \ubc29\ubc95\uc740 \uac04\ub2e8\ud588\uc2b5\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uc5d0\uac8c \uc2e4\uc81c\ub85c \ubb34\uc5c7\uc774 \uc798\ubabb\ub418\uc5c8\ub294\uc9c0\ub97c \uc54c\ub824\uc8fc\uae30\ub9cc \ud558\uba74 \ub410\uc2b5\ub2c8\ub2e4. \uc624\ub958 \uba54\uc2dc\uc9c0\ub97c <a href=\"https:\/\/github.com\/JetBrains\/koog\/blob\/c433b8e14c9450c5800245c36efe36021d2740b2\/agents\/agents-ext\/src\/commonMain\/kotlin\/ai\/koog\/agents\/ext\/tool\/file\/patch\/TokenNormalizedPatchApplier.kt#L55\" target=\"_blank\" rel=\"noopener\">&#8220;\ub300\uccb4\ud558\ub824\ub294 \uc6d0\ubcf8 \ud14d\uc2a4\ud2b8\ub97c \ud30c\uc77c \ucf58\ud150\uce20\uc5d0\uc11c \ucc3e\uc744 \uc218 \uc5c6\uc5b4. \ub9c8\uc9c0\ub9c9\uc73c\ub85c \uc77d\uc740 \ud6c4 \uc6d0\ubcf8\uc774 \ubcc0\uacbd\ub418\uc5c8\ub294\uc9c0 \ud655\uc778\ud558\ub824\uba74 \ud30c\uc77c\uc744 \ub2e4\uc2dc \uc77d\uc5b4\ubd10.&#8221;<\/a>\ub85c \ubcc0\uacbd\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub7ac\ub354\ub2c8 \ud574\uacb0\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 &#8216;\uc544, \ud14d\uc2a4\ud2b8\ub97c \ucc3e\uc9c0 \ubabb\ud55c \uac70\uad6c\ub098. \ub2e4\uc2dc \uc77d\uace0 \uc7ac\uc2dc\ub3c4\ud574\uc57c\uaca0\ub2e4.&#8217;\ub77c\uace0 \ud559\uc2b5\ud588\ub358 \uac81\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\uc870\uac01 \ub9de\ucd94\uae30<\/strong><\/h2>\n\n\n\n<p>\uc774\uc81c \uc138 \uac00\uc9c0 \ub3c4\uad6c\uac00 \ub9c8\ub828\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\uc81c \uc774 \ub3c4\uad6c\ub97c GPT-5-Codex\uc5d0 \uc5f0\uacb0\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud504\ub808\uc784\uc6cc\ud06c \uc5c6\uc774 \ucc98\uc74c\ubd80\ud130 \uc774\ub97c \uad6c\ucd95\ud55c\ub2e4\uba74, \uc2e4\ud589 \ub8e8\ud504\ub97c \uc791\uc131\ud574\uc57c \ud569\ub2c8\ub2e4. GPT-5-Codex\uc5d0 \ud504\ub86c\ud504\ud2b8\ub97c \ubcf4\ub0b4\uace0, \uc751\ub2f5\uc744 \ubd84\uc11d\ud558\uace0, \ub3c4\uad6c\ub97c \ud638\ucd9c\ud558\ub824\ub294\uc9c0 \ud655\uc778\ud55c \ub4a4, \ud574\ub2f9 \ub3c4\uad6c\ub97c \uc2e4\ud589\ud558\uace0, \uacb0\uacfc\ub97c \ub2e4\uc2dc \ubcf4\ub0b4\uace0, \uc774\ub97c \ubc18\ubcf5\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \ub610\ud55c API \uc694\uccad \ucc98\ub9ac, \uc624\ub958 \uc0c1\ud669, \ud1a0\ud070 \uc81c\ud55c, \uadf8\ub9ac\uace0 \ub3c4\uad6c \ud638\ucd9c \ud504\ub85c\ud1a0\ucf5c\uae4c\uc9c0 \ubaa8\ub450 \uc9c1\uc811 \ucc98\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \uc0c1\ub2f9\ud55c \uc124\uc815\uacfc \ub178\ub825\uc774 \ud544\uc694\ud558\uc8e0.<\/p>\n\n\n\n<p>\uc5ec\uae30\uc11c\ub294 Koog\uc758 <code>AIAgent<\/code>\uac00 \uadf8 \ub8e8\ud504\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4. LLM, \ub3c4\uad6c, \uc9c0\uce68\uc744 \uc81c\uacf5\ud558\uae30\ub9cc \ud558\uba74 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">val executor = simpleOpenAIExecutor(System.getenv(\"OPENAI_API_KEY\"))\nval agent = AIAgent(\n    promptExecutor = executor,\n    llmModel = OpenAIModels.Chat.GPT5Codex,<\/pre>\n\n\n\n<p>\uc774\ub807\uac8c \ud558\uba74 \uc5d0\uc774\uc804\ud2b8\uac00 GPT-5-Codex\uc5d0 \uc5f0\uacb0\ub429\ub2c8\ub2e4. promptExecutor\ub294 Koog\uc5d0\uc11c LLM\uacfc\uc758 \ud1b5\uc2e0\uc744 \ucc98\ub9ac\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. API \ud0a4\uc640 \ubaa8\ub378\uc744 \uc804\ub2ec\ud558\uba74, \ub098\uba38\uc9c0\ub294 \ubaa8\ub450 \uc54c\uc544\uc11c \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774\uc81c \ub2e4\uc74c\uacfc \uac19\uc774 \ub3c4\uad6c\uc5d0 \ub300\ud574 \uc54c\ub824\uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">    toolRegistry = ToolRegistry {\n        tool(ListDirectoryTool(JVMFileSystemProvider.ReadOnly))\n        tool(ReadFileTool(JVMFileSystemProvider.ReadOnly))\n        tool(EditFileTool(JVMFileSystemProvider.ReadWrite))\n    },<\/pre>\n\n\n\n<p><code>ToolRegistry<\/code>\uc5d0\ub294 \uc0ac\uc6a9\uc790\uc758 \ub3c4\uad6c\uac00 \ub098\uc5f4\ub429\ub2c8\ub2e4. Koog\ub294 \uac01 \ub3c4\uad6c\ub97c \ubc1b\uc544 GPT-5-Codex\uac00 \uae30\ub300\ud558\ub294 JSON \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\uace0, GPT-5-Codex\uac00 \uc694\uccad\ud560 \ub54c \ub3c4\uad6c \ud638\ucd9c\uc744 \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub2e4\uc74c\uacfc \uac19\uc774 \uc9c0\uce68\uc744 \uc81c\uacf5\ud558\uc138\uc694.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">    systemPrompt = \"\"\"\n        You are a highly skilled programmer tasked with updating the provided codebase according to the given task.\n        Your goal is to deliver production-ready code changes that integrate seamlessly with the existing codebase \n        and solve given task.\n    \"\"\".trimIndent(),<\/pre>\n\n\n\n<p>\uc774\ub294 \uc5d0\uc774\uc804\ud2b8\uc5d0\uac8c \uc790\uc2e0\uc758 \uc5ed\ud560\uc774 \ubb34\uc5c7\uc778\uc9c0 \uc54c\ub824\uc8fc\ub294 \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8\uc785\ub2c8\ub2e4. &#8220;updating the provided codebase&#8221;(\uc81c\uacf5\ub41c \ucf54\ub4dc\ubca0\uc774\uc2a4\ub97c \uc5c5\ub370\uc774\ud2b8)\ub77c\ub294 \ubb38\uad6c\uac00 \ubcf4\uc774\uc2dc\ub098\uc694? \uc774\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \ubcc0\uacbd\ud560 \ud56d\ubaa9\uc744 \uc124\uba85\ub9cc \ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c \uc2e4\uc81c\ub85c \ud30c\uc77c\uc744 \uc218\uc815\ud558\ub77c\ub294 \uc9c0\uc2dc\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc2e4\ud589 \ubc29\ubc95\uc744 \uc9c0\uc815\ud558\uc138\uc694.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">    strategy = singleRunStrategy(),\n    maxIterations = 100<\/pre>\n\n\n\n<p>\uc804\ub7b5\uc740 \uc5d0\uc774\uc804\ud2b8 \ub8e8\ud504\uc785\ub2c8\ub2e4. <a href=\"https:\/\/api.koog.ai\/agents\/agents-core\/ai.koog.agents.core.agent\/single-run-strategy.html\" target=\"_blank\" rel=\"noopener\">singleRunStrategy()<\/a>\ub294 Koog\uc5d0 \ub0b4\uc7a5\ub41c \uae30\ubcf8 \ubc84\uc804\uc785\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 \uc791\uc5c5\uc774 \uc644\ub8cc\ub418\uc5c8\ub2e4\uace0 \ud310\ub2e8\ud560 \ub54c\uae4c\uc9c0 \ub3c4\uad6c\ub97c \ud638\ucd9c\ud569\ub2c8\ub2e4. \ubcf5\uc7a1\ud55c \ub9de\ucda4\ud615 \uc804\ub7b5\uc744 \uc791\uc131\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c \uae00\uc5d0\uc11c \ub2e4\ub8f0 \uc608\uc815\uc774\uc9c0\ub9cc, \uc774 \uc804\ub7b5\uc740 \ub300\ubd80\ubd84\uc758 \uc791\uc5c5\uc5d0\uc11c \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud558\uc9c0\ub9cc \ub05d\uc5c6\uc774 \uacc4\uc18d\ub41c\ub2e4\uba74 \uc5b4\ub5bb\uac8c \ud574\uc57c \ud560\uae4c\uc694? \uc55e\uc11c \uc5d0\uc774\uc804\ud2b8\ub294 7,000\uc904\uc9dc\ub9ac \ud30c\uc77c\uc744 \uc77d\ub2e4\uac00 \ud1a0\ud070 \ud55c\ub3c4\uc5d0 \ub3c4\ub2ec\ud574 \ucee8\ud14d\uc2a4\ud2b8\ub97c \uc783\uc740 \ub4a4, \uac19\uc740 \ud30c\uc77c\uc744 \ubc18\ubcf5\ud574\uc11c \ub2e4\uc2dc \uc77d\uc740 \uc801\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\ud589\ud788 <code>maxIterations = 200<\/code> \uc124\uc815 \ub355\ubd84\uc5d0 API \uc608\uc0b0\uc744 \uc18c\uc9c4\ud558\uae30 \uc804\uc5d0 \uc774\ub97c \uc911\ub2e8\uc2dc\ud0ac \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. 200\ubc88\uc774 \uc9c0\ub098\uba74 \uc5d0\uc774\uc804\ud2b8\ub294 \uc885\ub8cc\ub429\ub2c8\ub2e4. \uac01 \ub3c4\uad6c \ud638\ucd9c\uc740 \ud638\ucd9c 1\ubc88, \uc751\ub2f5 1\ubc88\uc73c\ub85c \ucd1d 2\ubc88\uc744 \uc18c\ubaa8\ud558\ubbc0\ub85c \ucd5c\ub300 100\ud68c\uae4c\uc9c0 \ud638\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub54c\ub85c\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \ud55c\ub3d9\uc548 \uc2e4\ud589\ub418\uba74\uc11c, \uc791\ub3d9 \uc911\uc778\uc9c0 \uc544\ub2c8\uba74 \uba48\ucd98 \uc0c1\ud0dc\uc778\uc9c0 \ud5f7\uac08\ub9ac\uae30\ub3c4 \ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uac00 \ubb34\uc5c7\uc744 \ud558\uace0 \uc788\ub294\uc9c0 \ud655\uc778\ud560 \uc218 \uc788\ub3c4\ub85d \uac00\uc2dc\uc131\uc744 \ucd94\uac00\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. <code>handleEvents<\/code> \ube14\ub85d\uc740 Koog \ub0b4 \uc9c4\ud589 \uc0c1\ud669\uc744 \ud655\uc778\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">{\n    handleEvents {\n        onToolCallStarting { ctx -> println(\"Tool '${ctx.tool.name}' called with args:\" +\n                \" ${ctx.toolArgs.toString().take(100)}\")\n        }\n    }\n}<\/pre>\n\n\n\n<p>Koog\ub294 <code>onToolCallStarting<\/code>, <code>onToolCallFinished<\/code>, <code>onAgentFinished<\/code> \ub4f1\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uc774\ubca4\ud2b8\ub97c \uc81c\uacf5\ud558\uc5ec \uc0b4\ud3b4\ubcfc \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uac01 \ub3c4\uad6c\uac00 \uc2e4\ud589\ub418\uae30 \uc9c1\uc804\uc5d0 \uc2e4\ud589\ub418\ub294 <code>onToolCallStarting<\/code>\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubb34\uc5c7\uc774 \uc9c4\ud589\ub420\uc9c0 \ub85c\uadf8\ub85c \uae30\ub85d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.&nbsp;<\/p>\n\n\n\n<p>\ub2e4\ub9cc, \uc5b4\ub5a4 \ub0b4\uc6a9\uc744 \uae30\ub85d\ud560\uc9c0\ub294 \uc870\uc815\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ucc98\uc74c \uc774 \ubc29\uc2dd\uc744 \uc801\uc6a9\ud588\uc744 \ub54c\ub294 \ubaa8\ub4e0 \ub0b4\uc6a9\uc744 \ucd9c\ub825\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub7ac\ub354\ub2c8 <code>EditFileTool<\/code>\uc774 \uc218\ubc31 \uc904 \ucd9c\ub825\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub798\uc11c \ub3c4\uad6c \uc774\ub984\ub9cc \ucd9c\ub825\ud574 \ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc <code>EditFileTool<\/code>\uc774 \uc138 \ubc88 \uc2e4\ud589\ub418\uc5c8\uc74c\uc5d0\ub3c4 \ubb34\uc5c7\uc744 \ud3b8\uc9d1 \uc911\uc774\uc5c8\ub294\uc9c0 \uc54c \uc218 \uc5c6\uc5c8\uc2b5\ub2c8\ub2e4. \ud604\uc7ac\ub294 100\uc790\ub9cc \ucd9c\ub825\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc218\ub9ce\uc740 \ud14d\uc2a4\ud2b8\ub97c \ub4e4\uc5ec\ub2e4\ubcf4\uc9c0 \uc54a\uc544\ub3c4 \uc9c4\ud589 \uc0c1\ud669\uc744 \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\uc5d0\uc774\uc804\ud2b8 \uc2e4\ud589<\/strong><\/h2>\n\n\n\n<p>\uc5d0\uc774\uc804\ud2b8\uac00 \uad6c\ucd95\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\uc81c \uc774\ub97c \uc2e4\uc81c\ub85c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">suspend fun main(args: Array) {\n    if (args.size &lt; 2) {\n        println(\"Error: Please provide the project absolute path and a task as arguments\")\n        println(\"Usage:  \")\n        return\n    }\n\n    val (path, task) = args\n    val input = \"Project absolute path: $pathnn## Taskn$task\"\n    try {\n        val result = agent.run(input)\n        println(result)\n    } finally {\n        executor.close()\n    }\n}<\/pre>\n\n\n\n<p>\uc5d0\uc774\uc804\ud2b8\ub294 \ub450 \uac00\uc9c0\ub97c \uc54c\uc544\uc57c \ud569\ub2c8\ub2e4. \ud504\ub85c\uc81d\ud2b8\uac00 \uc5b4\ub514\uc5d0 \uc788\ub294\uc9c0, \ubb34\uc5c7\uc744 \ud574\uc57c \ud558\ub294\uc9c0\uc785\ub2c8\ub2e4. \uc774 \ucf54\ub4dc \ube14\ub85d\uc744 \ud1b5\ud574 \uba85\ub839\uc904 \uc778\uc218\uc5d0\uc11c \uc774 \ub450 \uac00\uc9c0\ub97c \ubaa8\ub450 \uac00\uc838\uc624\uaca0\uc2b5\ub2c8\ub2e4. \ub9cc\uc57d \ub204\ub77d\ub418\uc5b4 \uc788\ub2e4\uba74 \uc624\ub958\ub97c \ud45c\uc2dc\ud569\ub2c8\ub2e4. \uadf8\ub807\uc9c0 \uc54a\uc73c\uba74 \uc774\ub97c \ud558\ub098\uc758 \uc785\ub825 \ubb38\uc790\uc5f4\ub85c \uacb0\ud569\ud55c \ub4a4 <code>agent.run()<\/code>\uc744 \ud638\ucd9c\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774\ub54c\ubd80\ud130 \uc5d0\uc774\uc804\ud2b8\uac00 \uc791\uc5c5\uc744 \uc774\uc5b4\ubc1b\uc2b5\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 \ud504\ub85c\uc81d\ud2b8\ub97c \ud0d0\uc0c9\ud558\uace0 \ud30c\uc77c\uc744 \uc77d\uace0 \ubcc0\uacbd\uc744 \uc218\ud589\ud558\uba70 \uc644\ub8cc\ub420 \ub54c\uae4c\uc9c0 \ubc18\ubcf5\ud569\ub2c8\ub2e4. \uc791\uc5c5\uc774 \ub05d\ub098\uba74 \uacb0\uacfc\ub97c \ucd9c\ub825\ud558\uc138\uc694.<\/p>\n\n\n\n<p>\uc2e4\uc81c\ub85c \ub2e4\uc74c\uacfc \uac19\uc774 \ub098\uc635\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"2056\" height=\"1506\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/11\/output.gif\" alt=\"\" class=\"wp-image-657876\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\uc791\ub3d9 \uc5ec\ubd80 \ud655\uc778<\/strong><\/h2>\n\n\n\n<p>\uc5d0\uc774\uc804\ud2b8\ub97c \uc2e4\ud589\ud55c \ub4a4, \uc800\ud76c\ub294 \uc774 \uc138 \uac00\uc9c0 \ub3c4\uad6c\uac00 \uc2e4\uc81c\ub85c \ubb34\uc5c7\uc744 \ud574\ub0bc \uc218 \uc788\ub294\uc9c0 \ud655\uc778\ud558\uace0\uc790 \ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub798\uc11c GitHub \uc774\uc288\uc5d0\uc11c \uac00\uc838\uc628 500\uac1c\uc758 \ucf54\ub529 \uc791\uc5c5\uc73c\ub85c \uad6c\uc131\ub41c \ubca4\uce58\ub9c8\ud06c\uc778 SWE-bench Verified\uc5d0\uc11c \uc774\ub97c \ud14c\uc2a4\ud2b8\ud588\uc2b5\ub2c8\ub2e4.&nbsp;<\/p>\n\n\n\n<p>\uc57d 50%\ub97c \uc644\ub8cc\ud588\ub294\ub370, 50\uc904 \uc9dc\ub9ac \ucf54\ub4dc \uce58\uace0\ub294 \ub098\uc058\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud558\uc9c0\ub9cc \uc5d0\uc774\uc804\ud2b8\ub294 \uc5b4\ub5a4 \uac83\ub3c4 \uac80\uc99d\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ucef4\ud30c\uc77c\ub9c1\ud560 \uc218\ub3c4 \uc5c6\uace0 \ud14c\uc2a4\ud2b8\ub97c \uc2e4\ud589\ud560 \uc218\ub3c4 \uc5c6\uc2b5\ub2c8\ub2e4. \ucf54\ub4dc\ub97c \uc77d\uace0 \uadf8\uc5d0 \ub530\ub77c \ubcc0\uacbd\uc744 \uc218\ud589\ud558\uc9c0\ub9cc, \uadf8 \ubcc0\uacbd\uc73c\ub85c \uc2e4\uc81c\ub85c \ud574\uacb0\ub418\ub294\uc9c0 \uc54c \ubc29\ubc95\uc774 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774 \uae00\uc5d0\uc11c\ub294 \ub3c4\uad6c\ub97c \ub9cc\ub4dc\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc8fc\uc9c0 \uc54a\uace0 \uc138 \uac00\uc9c0 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud588\uc2b5\ub2c8\ub2e4. \ub3c4\uad6c\uc758 \uae30\ub2a5\uc740 \uc54c\uc9c0\ub9cc, \uadf8 \uc791\ub3d9 \ubc29\uc2dd\uc774\ub098 \ub3c4\uad6c\ub97c \uc9c1\uc811 \ub9cc\ub4dc\ub294 \ubc29\ubc95\uc740 \ubaa8\ub974\uc2e4 \uac81\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\uadf8 \ub0b4\uc6a9\uc740 \uc774 \uc2dc\ub9ac\uc988\uc758 \ub2e4\uc74c \uae00\uc5d0\uc11c \uc800\uc758 \ub3d9\ub8cc\uc778 Bruno\uac00 \uc18c\uac1c\ud574 \ub4dc\ub9b4 \uac83\uc785\ub2c8\ub2e4.<\/strong> Bruno\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \uba85\ub839\uc5b4\ub97c \uc2e4\ud589\ud558\uace0 \ucd9c\ub825 \uacb0\uacfc\ub97c \ud655\uc778\ud558\uba70 \uc624\ub958 \ubc1c\uc0dd\uc5d0\uc11c \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \uc178 \uc2e4\ud589 \ub3c4\uad6c\ub97c \ucc98\uc74c\ubd80\ud130 \uad6c\ucd95\ud569\ub2c8\ub2e4. \ub610\ud55c Koog \ub3c4\uad6c\uc758 \uc791\ub3d9 \ubc29\uc2dd\ub3c4 \ub2e8\uacc4\ubcc4\ub85c \uc124\uba85\ud569\ub2c8\ub2e4. 50\uc904\uc9dc\ub9ac \ucf54\ub4dc\ub294 \ud2b9\uc815 \ubb38\uc81c\uc5d0 \ub9de\ub294 \ub3c4\uad6c\ub85c \uc5d0\uc774\uc804\ud2b8\ub97c \ud655\uc7a5\ud560 \uc218 \uc788\uc744 \ub54c\uc5d0\ub9cc \uc758\ubbf8 \uc788\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/JetBrains\/koog\/blob\/develop\/examples\/code-agent\/step-01-minimal-agent\/src\/main\/kotlin\/Main.kt\" target=\"_blank\" rel=\"noopener\">\ucf54\ub4dc\ub294 GitHub\uc5d0 \uacf5\uac1c\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4<\/a>. \uc9c1\uc811 \uc0ac\uc6a9\ud574 \ubcf4\uc2dc\uace0 \uc18c\uac10\uc744 \uacf5\uc720\ud574 \uc8fc\uc138\uc694.<\/p>\n\n\n\n<p><em>\uac8c\uc2dc\ubb3c \uc6d0\ubb38 \uc791\uc131\uc790<\/em><\/p>\n\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/11\/IMG_2717-1_1_50.jpg\" width=\"200\" height=\"200\" alt=\"Fatimazahra El Akkary\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                            <h4>Fatimazahra El Akkary<\/h4>\n                                        <p>Machine Learning Engineer<\/p>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n","protected":false},"author":1191,"featured_media":678591,"comment_status":"closed","ping_status":"closed","template":"","categories":[2347],"tags":[6847,8724],"cross-post-tag":[6355],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/ai\/677925"}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/ai"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/types\/ai"}],"author":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/users\/1191"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/comments?post=677925"}],"version-history":[{"count":4,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/ai\/677925\/revisions"}],"predecessor-version":[{"id":678616,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/ai\/677925\/revisions\/678616"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/media\/678591"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/media?parent=677925"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/categories?post=677925"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/tags?post=677925"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/cross-post-tag?post=677925"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}