{"id":677955,"date":"2026-02-03T10:47:27","date_gmt":"2026-02-03T09:47:27","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=ai&#038;p=677955"},"modified":"2026-02-03T10:47:31","modified_gmt":"2026-02-03T09:47:31","slug":"ai-kotlin-1","status":"publish","type":"ai","link":"https:\/\/blog.jetbrains.com\/ja\/ai\/2026\/02\/ai-kotlin-1\/","title":{"rendered":"AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092 Kotlin \u3067\u69cb\u7bc9\u3059\u308b \uff0d \u7b2c 1 \u56de\uff1a\u30df\u30cb\u30de\u30eb\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u88c5\u00a0"},"content":{"rendered":"<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30d3\u30eb\u30c9\u306f\u4e00\u98a8\u5909\u308f\u3063\u3066\u3044\u307e\u3059\u3002\u958b\u767a\u8005\u306f\u4f55\u304b\u3092\u5b9f\u884c\u3059\u308b\u30b3\u30fc\u30c9\u3092\u66f8\u304d\u307e\u305b\u3093\u3002\u958b\u767a\u8005\u306f\u4f55\u304b\u3092\u5b9f\u884c\u3059\u308b\u6a5f\u80fd\u3092 LLM \u306b\u4e0e\u3048\u308b\u30b3\u30fc\u30c9\u3092\u66f8\u304d\u3001LLM \u304c\u4f55\u3092\u5b9f\u884c\u3059\u3079\u304d\u304b\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\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;\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306f\uff1f<\/p>\n<p style=\"margin: 0; color: #555;\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306f\u3001\u30bf\u30b9\u30af\u304c\u5b8c\u4e86\u3057\u305f\u3068\u5224\u65ad\u3059\u308b\u307e\u3067\u95a2\u6570\u3092\u30eb\u30fc\u30d7\u3057\u3066\u547c\u3073\u51fa\u3059 LLM \u3067\u3059\u3002<\/p>\n<\/aside>\n<p>\u3053\u306e\u5909\u5316\u306b\u6163\u308c\u308b\u307e\u3067\u306b\u306f\u5c11\u3057\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u53d6\u308b\u6a5f\u80fd\u3092\u4e0e\u3048\u305f\u5834\u5408\u3001\u3069\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u3044\u3064\u8aad\u307f\u53d6\u308b\u306e\u304b\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30e1\u30a4\u30f3\u306e\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8aad\u307f\u53d6\u308b\u3068\u601d\u3046\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001 \u307e\u305a\u306f 3 \u3064\u306e\u30c6\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u53d6\u3063\u3066\u30d1\u30bf\u30fc\u30f3\u3092\u7406\u89e3\u3057\u3088\u3046\u3068\u3057\u307e\u3059\u3002\u305d\u306e\u3088\u3046\u306a\u52d5\u4f5c\u3092\u6307\u793a\u3057\u3066\u3044\u306a\u304f\u3066\u3082\u3001 \u305d\u306e\u3088\u3046\u306b\u52d5\u4f5c\u3059\u308b\u306e\u3067\u3059\u3002<\/p>\n<p>\u3067\u306f\u3001\u3042\u306a\u305f\u306a\u3089\u3069\u3093\u306a\u6a5f\u80fd\u3092\u4e0e\u3048\u307e\u3059\u304b\uff1f \u4e0e\u3048\u3059\u304e\u308c\u3070\u3001\u9069\u5207\u306b\u6a5f\u80fd\u3092\u9078\u629e\u3057\u3066\u304f\u308c\u307e\u305b\u3093\u3002\u5c11\u306a\u3059\u304e\u308c\u3070\u3001\u30b8\u30e7\u30d6\u3092\u5b8c\u4e86\u3067\u304d\u306a\u3044\u3067\u3057\u3087\u3046\u3002\u3053\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u306b\u306f\u3001\u8a66\u884c\u932f\u8aa4\u3092\u7e70\u308a\u8fd4\u3057\u3066\u5931\u6557\u306b\u6ce8\u76ee\u3057\u3001\u8abf\u6574\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u3053\u306e\u30d6\u30ed\u30b0\u9023\u8f09\u8a18\u4e8b<\/strong>\u3067\u306f\u3001\u5b9f\u969b\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4e00\u7dd2\u306b\u30d3\u30eb\u30c9\u3057\u306a\u304c\u3089 AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3059\u3002\u307e\u305a\u306f\u57fa\u672c\u7684\u306a 3 \u3064\u306e\u30c4\u30fc\u30eb\u3092\u30d3\u30eb\u30c9\u3057\u3001\u9023\u8f09\u3092\u9032\u3081\u306a\u304c\u3089\u305d\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5b8c\u5168\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u3068\u5909\u63db\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u969b\u306e\u52d5\u4f5c\u3001\u305d\u306e\u52d5\u4f5c\u3092\u78ba\u8a8d\u3057\u3066\u30c7\u30d0\u30c3\u30b0\u3059\u308b\u65b9\u6cd5\u3001\u3055\u3089\u306b\u306f\u91cd\u8981\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u4e0a\u306e\u6c7a\u5b9a\u306b\u3064\u3044\u3066\u5b66\u3076\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u9023\u8f09\u304c\u7d42\u4e86\u3059\u308b\u307e\u3067\u306b\u306f\u3001\u3053\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u72ec\u81ea\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u30d3\u30eb\u30c9\u3059\u308b\u65b9\u6cd5\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u306f\u305a\u3067\u3059\u3002\u3059\u3079\u3066 Kotlin \u3067\u66f8\u3044\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u306f\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u5185\u3092\u79fb\u52d5\u3057\u3066\u72d9\u3044\u901a\u308a\u306e\u5909\u66f4\u3092\u884c\u3046\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30d3\u30eb\u30c9\u304b\u3089\u7c21\u5358\u306b\u59cb\u3081\u307e\u3057\u3087\u3046\u3002Koog \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u308c\u306f JetBrains \u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u9001\u4fe1\u3001\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u306e\u89e3\u6790\u3001\u547c\u3073\u51fa\u3057\u306e\u5b9f\u884c\u304b\u3089\u306a\u308b\u5b9f\u884c\u30eb\u30fc\u30d7\u3092\u5b8c\u4e86\u3059\u308b\u307e\u3067\u7e70\u308a\u8fd4\u3057\u3001\u51e6\u7406\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u5b9f\u884c\u30eb\u30fc\u30d7\u306f\u8907\u96d1\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u307e\u305a\u306f\u57fa\u672c\u7684\u306a\u3082\u306e\u304b\u3089\u59cb\u3081\u305f\u5f8c\u3001\u300c\u5b9f\u969b\u306b\u306f\u3069\u3093\u306a\u6a5f\u80fd\u3092\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u4e0e\u3048\u308b\u3079\u304d\u304b\uff1f\u300d\u3068\u3044\u3046\u3088\u308a\u6c17\u306b\u306a\u308b\u554f\u3044\u306b\u7740\u76ee\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6bb5\u968e\u7684\u306b\u30d3\u30eb\u30c9\u3059\u308b<\/strong><\/h2>\n<p>\u4f55\u304b\u3092\u66f8\u304f\u524d\u306b\u3001\u5b9f\u969b\u306e\u8981\u4ef6\u306b\u3064\u3044\u3066\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u5177\u4f53\u7684\u306b\u4f55\u3092\u5b9f\u884c\u3067\u304d\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6c42\u3081\u3066\u3044\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u30d0\u30b0\u306e\u4fee\u6b63\u3067\u3057\u3087\u3046\u304b\uff1f \u6a5f\u80fd\u306e\u4f5c\u6210\u3067\u3057\u3087\u3046\u304b\uff1f \u53e4\u3044\u30b3\u30fc\u30c9\u306e\u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u79c1\u305f\u3061\u306f\u3053\u308c\u3089\u3059\u3079\u3066\u3092\u5b9f\u884c\u3057\u305f\u304c\u308b\u3082\u306e\u3067\u3059\u304c\u3001 \u305d\u308c\u306f\u5b9f\u969b\u306b\u306f\u3069\u3046\u3044\u3046\u610f\u5473\u306a\u306e\u3067\u3057\u3087\u3046\u304b\uff1f \u3053\u308c\u304c\u610f\u5473\u3059\u308b\u306e\u306f\u3001\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u5185\u3092\u79fb\u52d5\u3057\u3066\u72d9\u3044\u901a\u308a\u306e\u5909\u66f4\u3092\u9069\u7528\u3067\u304d\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6c42\u3081\u3066\u3044\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5185\u306b\u3069\u3093\u306a\u30d5\u30a1\u30a4\u30eb\u304c\u3042\u308b\u306e\u304b\u3092<strong>\u78ba\u8a8d<\/strong>\u3057\u3001\u898b\u3064\u304b\u3063\u305f\u30d5\u30a1\u30a4\u30eb\u3092<strong>\u8aad\u307f\u53d6\u308a<\/strong>\u3001\u305d\u308c\u3092<strong>\u7de8\u96c6<\/strong>\u3059\u308b\u304b\u3001\u65b0\u3057\u3044\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f 3 \u3064\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089 3 \u3064\u306e\u6a5f\u80fd\u3092\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u63d0\u4f9b\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\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;\">\u30c4\u30fc\u30eb\u3068\u306f\uff1f<\/p>\n<p style=\"margin: 0; color: #555;\">\u30c4\u30fc\u30eb\u3068\u306f\u3001LLM \u304c\u5fc5\u8981\u306a\u5834\u5408\u306b\u547c\u3073\u51fa\u305b\u308b\u95a2\u6570\u3067\u3059\u3002\u958b\u767a\u8005\u306f\u3069\u306e\u95a2\u6570\u304c\u5b58\u5728\u3059\u308b\u304b\u3092\u5224\u65ad\u3057\u3001LLM \u306f\u305d\u308c\u3092\u3044\u3064\u4f7f\u7528\u3059\u308b\u306e\u304b\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<\/p>\n<\/aside>\n<p>\u3053\u308c\u3089\u306e 3 \u3064\u306e\u30c4\u30fc\u30eb\u306f\u3042\u3089\u304b\u3058\u3081\u30d3\u30eb\u30c9\u3055\u308c\u3066\u304a\u308a\u3001<a href=\"https:\/\/www.jetbrains.com\/koog\/\" target=\"_blank\" rel=\"noopener\">Koog<\/a> \u306b\u30d0\u30f3\u30c9\u30eb\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u5404\u30c4\u30fc\u30eb\u306e\u52d5\u4f5c\u3092\u78ba\u8a8d\u3057\u305f\u5f8c\u3001\u3059\u3079\u3066\u3092 GPT-5-Codex \u306b\u63a5\u7d9a\u3057\u307e\u3059\u3002\u305d\u3046\u3059\u308b\u3053\u3068\u3067\u3001\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u5185\u3092\u63a2\u7d22\u3057\u3001\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u53d6\u308a\u3001\u5909\u66f4\u3092\u9069\u7528\u3067\u304d\u308b\u5b8c\u5168\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3092\u6559\u3048\u308b<\/strong><\/h3>\n<p>\u307e\u305a\u306f\u3053\u306e\u30c4\u30fc\u30eb\u3092\u8ffd\u52a0\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u63a2\u7d22\u624b\u6bb5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\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<p>\u3053\u308c\u3067\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3069\u3093\u306a\u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3059\u308b\u304b\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u305f\u3060\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u306e\u30ea\u30b9\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u3060\u3051\u3067\u306f\u3042\u307e\u308a\u5f79\u306b\u7acb\u3061\u307e\u305b\u3093\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u69cb\u9020\u3092\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u69cb\u9020\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u3001\u3053\u306e\u30c4\u30fc\u30eb\u306f\u51fa\u529b\u306b\u9ad8\u5ea6\u306a\u6574\u5f62\u3092\u65bd\u3057\u307e\u3059\u3002JVM \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u306f\u6df1\u3044\u968e\u5c64\u69cb\u9020\u3092\u3057\u3066\u3044\u307e\u3059\u3002\u4e00\u822c\u7684\u306b\u306f\u3001<code>src\/main\/kotlin\/com\/example\/service\/impl\/UserServiceImpl.kt<\/code> \u306e\u3088\u3046\u306a\u30d1\u30b9\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u304c\u3059\u3079\u3066\u306e\u4e2d\u9593\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u8868\u793a\u3057\u305f\u5834\u5408\u3001\u4f55\u306e\u8ffd\u52a0\u60c5\u5831\u3082\u63d0\u4f9b\u3057\u306a\u3044\u5358\u4e00\u306e\u5b50\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u51fa\u529b\u304c\u57cb\u3081\u5c3d\u304f\u3055\u308c\u3066\u3057\u307e\u3046\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u5358\u4e00\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u9023\u9396\u304c\u9577\u304f\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u691c\u51fa\u3055\u308c\u308b\u3068\u3001\u9023\u9396\u3057\u3066\u3044\u308b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u304c\u6b21\u306e\u3088\u3046\u306b\u6298\u308a\u305f\u305f\u307e\u308c\u307e\u3059\u3002<\/p>\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<p>\u540c\u3058\u968e\u5c64\u306b\u8907\u6570\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u30c4\u30ea\u30fc\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\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<p>\u30d5\u30a1\u30a4\u30eb\u30b5\u30a4\u30ba\u3068\u884c\u6570\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u306a\u305c\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u3053\u306e\u8868\u793a\u304c\u306a\u3051\u308c\u3070\u3001\u79c1\u305f\u3061\u304c\u7d4c\u9a13\u3057\u305f\u554f\u984c\u306b\u884c\u304d\u5f53\u305f\u308b\u3053\u3068\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002\u00a0 \u79c1\u305f\u3061\u304c\u3053\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u30d3\u30eb\u30c9\u3057\u305f\u5f53\u521d\u306f\u30d5\u30a1\u30a4\u30eb\u30b5\u30a4\u30ba\u3092\u542b\u3081\u3066\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u63a2\u7d22\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u78ba\u8a8d\u3057\u3066\u306f\u3044\u305f\u3082\u306e\u306e\u3001\u30b5\u30a4\u30ba\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u307e\u3063\u305f\u304f\u628a\u63e1\u3057\u3066\u3044\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30d5\u30a1\u30a4\u30eb\u3092\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u751f\u3058\u305f\u5834\u5408\u3001\u3059\u3079\u3066\u306e\u5185\u5bb9\u3092\u8aad\u307f\u53d6\u308b\u3057\u304b\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u305d\u306e\u5f8c\u3001\u5927\u304d\u306a\u554f\u984c\u306b\u906d\u9047\u3057\u307e\u3057\u305f\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c <a href=\"https:\/\/github.com\/pydata\/xarray\/blob\/d998eac1e7acf04dbf6f81ebe51247c02d3adb5c\/xarray\/tests\/test_dataset.py\" target=\"_blank\" rel=\"noopener\">7,700 \u884c\u4ee5\u4e0a\u3082\u306e Python \u30c6\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb<\/a>\u3092\u8aad\u307f\u53d6\u308d\u3046\u3068\u3057\u305f\u306e\u3067\u3059\u3002LLM \u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u305d\u306e 1 \u500b\u306e\u30d5\u30a1\u30a4\u30eb\u3067\u57cb\u3081\u5c3d\u304f\u3055\u308c\u307e\u3057\u305f\u3002\u4f5c\u696d\u3092\u7d9a\u884c\u3057\u3088\u3046\u3068\u3057\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3059\u3067\u306b\u8aad\u307f\u53d6\u3063\u3066\u3044\u305f\u4ed6\u306e\u30d5\u30a1\u30a4\u30eb\u3001\u5b9f\u884c\u3059\u308b\u306f\u305a\u306e\u5185\u5bb9\u3001\u9069\u7528\u3059\u308b\u5fc5\u8981\u306e\u3042\u3063\u305f\u5909\u66f4\u3092\u898b\u5931\u3063\u3066\u3057\u307e\u3063\u305f\u306e\u3067\u3059\u30021 \u500b\u306e\u5de8\u5927\u306a\u30d5\u30a1\u30a4\u30eb\u306e\u305b\u3044\u3067\u4ed6\u306e\u3059\u3079\u3066\u306e\u60c5\u5831\u304c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u9664\u5916\u3055\u308c\u3066\u3057\u307e\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001\u884c\u6570\u3068\u30d5\u30a1\u30a4\u30eb\u30b5\u30a4\u30ba\u3092\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u30ea\u30b9\u30c8\u306b\u542b\u3081\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3092\u63a2\u7d22\u3059\u308b\u969b\u3001<code>test_dataset.py<\/code> \u306b 7,700 \u884c\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u53d6\u308a\u3092\u8a66\u307f\u308b\u3088\u3046\u306b\u306a\u308a\u3001 \u30d5\u30a1\u30a4\u30eb\u5168\u4f53\u306e\u4ee3\u308f\u308a\u306b\u7279\u5b9a\u306e\u90e8\u5206\u306e\u307f\u3092\u8aad\u307f\u53d6\u308b\u304b\u3001\u30d5\u30a1\u30a4\u30eb\u304c\u30bf\u30b9\u30af\u306b\u95a2\u9023\u3057\u306a\u3044\u5834\u5408\u306b\u8aad\u307f\u53d6\u308a\u3092\u30b9\u30ad\u30c3\u30d7\u3059\u308b\u304b\u3092\u5224\u65ad\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u30b3\u30fc\u30c9\u3092\u8aad\u307f\u53d6\u308b<\/strong><\/h3>\n<p>\u6b21\u306b\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u53d6\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\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<p><code>JVMFileSystemProvider.ReadOnly <\/code> \u3068\u3042\u308b\u3053\u3068\u306b\u6ce8\u76ee\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u308c\u304c\u3042\u308b\u306e\u306f\u3001\u3053\u306e\u30c4\u30fc\u30eb\u304c <code>java.nio.file<\/code> API \u3092\u76f4\u63a5\u547c\u3073\u51fa\u3059\u308f\u3051\u3067\u306f\u306a\u3044\u305f\u3081\u3067\u3059\u3002\u3053\u308c\u306f Koog \u306e <code>FileSystemProvider<\/code> \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306b\u5bfe\u3057\u3066\u30d3\u30eb\u30c9\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u306a\u305c\u304b\u3068\u3044\u3046\u3068\u3001 \u30c4\u30fc\u30eb\u306f\u4e00\u5ea6\u4f5c\u6210\u3059\u308c\u3070\u3069\u3053\u3067\u3067\u3082\u4f7f\u7528\u3067\u304d\u308b\u304b\u3089\u3067\u3059\u3002<code>ReadFileTool<\/code> \u306f\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306e\u30e1\u30bd\u30c3\u30c9\u306e\u547c\u3073\u51fa\u3057\u3057\u304b\u884c\u3044\u307e\u305b\u3093\u3002\u305d\u306e\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u304c\u958b\u767a\u8005\u306e\u30ed\u30fc\u30ab\u30eb\u30c7\u30a3\u30b9\u30af\u304b\u3089\u8aad\u307f\u53d6\u308b\u306e\u304b\u3001SSH \u7d4c\u7531\u3067\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8aad\u307f\u53d6\u308b\u306e\u304b\u3001\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u304b\u3089\u8aad\u307f\u53d6\u308b\u306e\u304b\u306f\u95a2\u77e5\u3057\u307e\u305b\u3093\u3002\u305d\u308c\u3092\u5225\u306e\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306b\u6e21\u3057\u3066\u3082\u3001\u30c4\u30fc\u30eb\u306f\u540c\u3058\u3088\u3046\u306b\u52d5\u4f5c\u3057\u307e\u3059\u3002\u72ec\u81ea\u306e\u30d5\u30a1\u30a4\u30eb\u30c4\u30fc\u30eb\u3092\u30d3\u30eb\u30c9\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306b <code>FileSystemProvider<\/code> \u3092\u5b9f\u88c5\u3057\u3001Koog \u306e\u30d5\u30a1\u30a4\u30eb\u30c4\u30fc\u30eb\u306b\u6e21\u305b\u3070\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u3053\u3067\u306f <code>JVMFileSystemProvider.ReadOnly<\/code> \u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<code>ReadOnly<\/code> \u306a\u306e\u306f\u306a\u305c\u3067\u3057\u3087\u3046\u304b\uff1f \u8aad\u307f\u53d6\u308a\u6a29\u9650\u3068\u66f8\u304d\u8fbc\u307f\u6a29\u9650\u3092\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u30ec\u30d9\u30eb\u3067\u5206\u96e2\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u6a29\u9650\u30ec\u30d9\u30eb\u306e\u7570\u306a\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30b3\u30fc\u30c9\u306e\u63a2\u7d22\u3068\u89e3\u6790\u306e\u307f\u3092\u884c\u3046\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b <code>ReadOnly<\/code> \u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3092\u4f7f\u7528\u3059\u308b\u30c4\u30fc\u30eb\u3092\u4e0e\u3048\u308b\u3068\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u4f55\u3082\u5909\u66f4\u3067\u304d\u306a\u3044\u3053\u3068\u304c\u78ba\u5b9f\u306b\u5206\u304b\u308a\u307e\u3059\u3002\u3053\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3064\u3044\u3066\u306f\u3001\u5909\u66f4\u6a5f\u80fd\u3092\u6b21\u306b\u8ffd\u52a0\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002\u305d\u306e\u5834\u5408\u3001<code>EditFileTool<\/code> \u3067 <code>JVMFileSystemProvider.ReadWrite<\/code> \u3092\u4ee3\u308f\u308a\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002\u660e\u78ba\u306b\u5206\u3051\u308b\u3053\u3068\u3067\u3001\u500b\u3005\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5b9f\u884c\u53ef\u80fd\u306a\u3082\u306e\u3068\u305d\u3046\u3067\u306a\u3044\u3082\u306e\u3092\u6b63\u78ba\u306b\u5236\u5fa1\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30c4\u30fc\u30eb\u3067\u306f\u884c\u306e\u7bc4\u56f2\u3082\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\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<p><code>ListDirectoryTool<\/code> \u306e\u884c\u6570\u3092\u899a\u3048\u3066\u3044\u307e\u3059\u304b\uff1f \u305d\u306e\u6a5f\u80fd\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u7bc4\u56f2\u30b5\u30dd\u30fc\u30c8\u3067\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u5185\u3067\u5927\u91cf\u306e\u884c\u3092\u542b\u3080\u30d5\u30a1\u30a4\u30eb\u3092\u691c\u51fa\u3057\u305f\u5834\u5408\u3001\u305d\u306e\u8aad\u307f\u53d6\u308a\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3088\u308a\u6226\u7565\u7684\u306a\u5224\u65ad\u3092\u4e0b\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30d5\u30a1\u30a4\u30eb\u3092\u3042\u308b\u7a0b\u5ea6\u306e\u307e\u3068\u307e\u3063\u305f\u5206\u91cf\u3067\u8aad\u307f\u53d6\u308b\u3053\u3068\u3082\u3001\u4f55\u5ea6\u3082\u8aad\u307f\u53d6\u308a\u76f4\u3055\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3082\u3001\u7279\u5b9a\u306e\u90e8\u5206\u3092\u62bd\u51fa\u3059\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u30017,700 \u884c\u306e Python \u30c6\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u4f8b\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u306a\u30d5\u30a1\u30a4\u30eb\u306b\u3088\u3063\u3066\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u57cb\u3081\u5c3d\u304f\u3055\u308c\u308b\u306e\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u30b3\u30fc\u30c9\u3092\u5909\u66f4\u3059\u308b<\/strong><\/h3>\n<p>\u3067\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u5b9f\u969b\u306b\u4f55\u304b\u3092\u5909\u66f4\u3067\u304d\u308b\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\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<p><code>EditFileTool<\/code> \u306f\u691c\u7d22\u3068\u7f6e\u63db\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3001\u691c\u7d22\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u3001\u7f6e\u63db\u5f8c\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u6307\u5b9a\u3059\u308b \u5358\u7d14\u306a\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n<p>\u3053\u3053\u3067\u8208\u5473\u6df1\u3044\u306e\u306f\u3001\u3053\u308c\u3089\u306e 3 \u3064\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u304c\u4f55\u3092\u6e21\u3059\u304b\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u52d5\u4f5c\u3092\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u30c6\u30ad\u30b9\u30c8\u3092\u7f6e\u63db\u3057\u305f\u3044 \u5834\u5408\u306f\u3001\u5143\u306e\u30c6\u30ad\u30b9\u30c8\u3068\u7f6e\u63db\u5f8c\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\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<p>\u4f55\u304b\u3092\u524a\u9664\u3057\u305f\u3044 \u5834\u5408\u306f\u3001\u7f6e\u63db\u5f8c\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u7a7a\u306e\u307e\u307e\u306b\u3057\u307e\u3059\u3002<\/p>\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<p>\u65b0\u3057\u3044\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u305f\u3044 \u5834\u5408\u306f\u3001\u5143\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u7a7a\u306e\u307e\u307e\u306b\u3057\u307e\u3059\u3002<\/p>\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<p>1 \u3064\u306e\u30c4\u30fc\u30eb\u3067 3 \u3064\u306e\u7570\u306a\u308b\u51e6\u7406\u304c\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><strong>\u5931\u6557\u304b\u3089\u5b66\u3076<\/strong><\/h4>\n<p>\u30c4\u30fc\u30eb\u306f\u52d5\u4f5c\u3059\u308b\u3082\u306e\u306e\u3001\u5b9f\u969b\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u30c6\u30b9\u30c8\u3059\u308b\u969b\u306b\u3042\u308b\u3053\u3068\u306b\u6c17\u4ed8\u304d\u307e\u3057\u305f\u3002\u30d5\u30a1\u30a4\u30eb\u3092\u4f55\u5ea6\u304b\u7de8\u96c6\u3059\u308b\u3068\u3001\u5225\u7269\u306b\u306a\u3063\u3066\u3044\u305f\u306e\u3067\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3055\u3089\u306b\u7de8\u96c6\u3092\u52a0\u3048\u3088\u3046\u3068\u3057\u305f\u3068\u3053\u308d\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u63a2\u3057\u3066\u3044\u305f\u30c6\u30ad\u30b9\u30c8\u304c\u6d88\u3048\u3066\u3044\u307e\u3057\u305f\u3002\u5148\u884c\u3059\u308b\u7de8\u96c6\u3067\u30c6\u30ad\u30b9\u30c8\u304c\u5909\u66f4\u3055\u308c\u3066\u3057\u307e\u3063\u305f\u305f\u3081\u3067\u3059\u3002<\/p>\n<p>\u30c4\u30fc\u30eb\u306f\u300c\u7de8\u96c6\u5931\u6557\u300d\u3092\u8fd4\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u53d6\u308a\u76f4\u3057\u3001\u518d\u8a66\u884c\u3059\u308b\u3082\u306e\u3060\u3068\u601d\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u4ee3\u308f\u308a\u306b\u4f55\u304c\u8d77\u304d\u305f\u306e\u304b\u5206\u304b\u308a\u307e\u3059\u304b\uff1f<\/p>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u300c\u7de8\u96c6\u5931\u6557\u300d\u3092\u78ba\u8a8d\u3057\u3001\u300c\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u554f\u984c\u304c\u3042\u308b\u3002\u6a29\u9650\u304c\u4e0e\u3048\u3089\u308c\u3066\u3044\u306a\u3044\u306e\u304b\uff1f \u81ea\u5206\u306e\u5909\u66f4\u5185\u5bb9\u3067\u65b0\u3057\u3044\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3066\u3057\u307e\u304a\u3046\uff01\u300d\u3068\u8003\u3048\u3066\u3044\u305f\u306e\u3067\u3059\u3002\u3044\u304d\u306a\u308a\u65b0\u3057\u3044\u30d5\u30a1\u30a4\u30eb\u304c\u3042\u3061\u3053\u3061\u306b\u4f5c\u6210\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002\u7de8\u96c6\u3055\u308c\u308b\u306f\u305a\u3060\u3063\u305f\u30b3\u30fc\u30c9\u304c\u65b0\u3057\u3044\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4f5c\u6210\u3055\u308c\u305f\u306e\u3067\u3059\u3002\u00a0<\/p>\n<p>\u4fee\u6b63\u306f\u7c21\u5358\u3067\u3001 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u5b9f\u969b\u306b\u4f55\u304c\u554f\u984c\u306a\u306e\u304b\u3092\u4f1d\u3048\u308b\u3060\u3051\u3067\u6e08\u307f\u307e\u3057\u305f\u3002\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u300c\u7f6e\u63db\u5bfe\u8c61\u306e\u5143\u306e\u30c6\u30ad\u30b9\u30c8\u304c\u30d5\u30a1\u30a4\u30eb\u306e\u5185\u5bb9\u306b\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u53d6\u308a\u76f4\u3057\u3001\u6700\u5f8c\u306b\u8aad\u307f\u53d6\u3063\u305f\u6642\u70b9\u304b\u3089\u5143\u306e\u30c6\u30ad\u30b9\u30c8\u304c\u5909\u66f4\u3055\u308c\u3066\u3044\u306a\u3044\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u306b\u5909\u66f4\u3057\u305f\u306e\u3067\u3059\u3002\u3053\u306e\u5909\u66f4\u304c\u529f\u3092\u594f\u3057\u3001 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u300c\u30c6\u30ad\u30b9\u30c8\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u5834\u5408\u306f\u8aad\u307f\u53d6\u308a\u76f4\u3057\u3066\u518d\u8a66\u884c\u3059\u3079\u304d\u300d\u3053\u3068\u3092\u5b66\u7fd2\u3057\u3066\u304f\u308c\u307e\u3057\u305f\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u308b<\/strong><\/h2>\n<p>3 \u3064\u306e\u30c4\u30fc\u30eb\u304c\u305d\u308d\u3063\u305f\u306e\u3067\u3001 \u305d\u308c\u3089\u3092 GPT-5-Codex \u306b\u63a5\u7d9a\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u3053\u308c\u3092\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306a\u3057\u3067\u30bc\u30ed\u304b\u3089\u30d3\u30eb\u30c9\u3057\u305f\u5834\u5408\u3001\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u3092 GPT-5-Codex \u306b\u9001\u308b\u3001\u56de\u7b54\u3092\u89e3\u6790\u3059\u308b\u3001\u30c4\u30fc\u30eb\u3092\u547c\u3073\u51fa\u3059\u5fc5\u8981\u6027\u3092\u78ba\u8a8d\u3059\u308b\u3001\u305d\u306e\u30c4\u30fc\u30eb\u3092\u5b9f\u884c\u3059\u308b\u3001\u7d50\u679c\u3092\u9001\u308a\u8fd4\u3059\u3001\u3053\u308c\u3089\u3092\u7e70\u308a\u8fd4\u3059\u300d\u3068\u3044\u3046\u5b9f\u884c\u30eb\u30fc\u30d7\u3092\u66f8\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002API \u30ea\u30af\u30a8\u30b9\u30c8\u3001\u30a8\u30e9\u30fc\u30b1\u30fc\u30b9\u3001\u30c8\u30fc\u30af\u30f3\u5236\u9650\u3001\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u30d7\u30ed\u30c8\u30b3\u30eb\u3092\u51e6\u7406\u3059\u308b\u5fc5\u8981\u6027\u304c\u751f\u3058\u307e\u3059\u3002\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3082\u624b\u9593\u3082\u81a8\u5927\u3067\u3059\u3002<\/p>\n<p>\u3053\u3053\u3067\u306f\u3001Koog \u306e <code>AIAgent<\/code> \u304c\u305d\u306e\u30eb\u30fc\u30d7\u3092\u51e6\u7406\u3057\u307e\u3059\u3002\u3053\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b LLM\u3001\u30c4\u30fc\u30eb\u3001\u6307\u793a\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\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<p>\u3053\u308c\u306b\u3088\u308a\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c GPT-5-Codex \u306b\u63a5\u7d9a\u3055\u308c\u307e\u3059\u3002Koog \u306f promptExecutor \u306b\u3088\u3063\u3066 LLM \u306e\u5bfe\u8a71\u3092\u51e6\u7406\u3057\u307e\u3059\u3002API \u30ad\u30fc\u3068\u30e2\u30c7\u30eb\u3092\u6307\u5b9a\u3059\u308c\u3070\u3001\u6b8b\u308a\u306e\u51e6\u7406\u3092\u4efb\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u6b21\u306b\u3001\u30c4\u30fc\u30eb\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u6307\u5b9a\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\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<p><code>ToolRegistry<\/code> \u3092\u4f7f\u7528\u3057\u3066\u30c4\u30fc\u30eb\u3092\u5217\u6319\u3057\u307e\u3059\u3002Koog \u306f\u5404\u30c4\u30fc\u30eb\u3092\u53d6\u5f97\u3057\u3066 GPT-5-Codex \u304c\u5fc5\u8981\u3068\u3059\u308b JSON \u5f62\u5f0f\u306b\u5909\u63db\u3057\u3001\u305d\u306e\u547c\u3073\u51fa\u3057\u3092 GPT-5-Codex \u304c\u30c4\u30fc\u30eb\u3092\u30ea\u30af\u30a8\u30b9\u30c8\u3059\u308b\u969b\u306b\u51e6\u7406\u3057\u307e\u3059\u3002<\/p>\n<p>\u6b21\u306e\u6307\u793a\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\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<p>\u4e0a\u8a18\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u30b8\u30e7\u30d6\u3092\u6307\u793a\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u3059\u3002\u300cupdating the provided codebase\u300d\uff08\u63d0\u4f9b\u3055\u308c\u305f\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3092\u66f4\u65b0\u3059\u308b\uff09\u306e\u90e8\u5206\u306b\u6ce8\u76ee\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u306e\u6307\u793a\u306b\u3088\u308a\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u5358\u306b\u5909\u66f4\u3059\u3079\u304d\u5185\u5bb9\u3092\u8aac\u660e\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5b9f\u969b\u306b\u30d5\u30a1\u30a4\u30eb\u3092\u5909\u66f4\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u5b9f\u884c\u65b9\u6cd5\u3092\u6307\u793a\u3057\u307e\u3059\u3002<\/p>\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<p>\u6226\u7565\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30eb\u30fc\u30d7\u3067\u3059\u3002<a href=\"https:\/\/api.koog.ai\/agents\/agents-core\/ai.koog.agents.core.agent\/single-run-strategy.html\" target=\"_blank\" rel=\"noopener\">singleRunStrategy()<\/a> \u306f Koog \u7d44\u307f\u8fbc\u307f\u306e\u57fa\u672c\u7684\u306a\u30eb\u30fc\u30d7\u3067\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u30bf\u30b9\u30af\u304c\u5b8c\u4e86\u3057\u305f\u3068\u5224\u65ad\u3059\u308b\u307e\u3067\u30c4\u30fc\u30eb\u3092\u547c\u3073\u51fa\u3057\u307e\u3059\u3002\u8907\u96d1\u306a\u72ec\u81ea\u306e\u6226\u7565\u306e\u63cf\u304d\u65b9\u306b\u3064\u3044\u3066\u306f\u4eca\u5f8c\u306e\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3059\u304c\u3001\u307b\u3068\u3093\u3069\u306e\u30bf\u30b9\u30af\u3067\u306f\u3053\u306e\u6226\u7565\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u7121\u9650\u30eb\u30fc\u30d7\u306b\u306a\u3063\u305f\u5834\u5408\u306f\u3069\u3046\u306a\u308b\u3067\u3057\u3087\u3046\u304b\uff1f \u3042\u308b\u6642\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c 7,000 \u884c\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u53d6\u308a\u3001\u30c8\u30fc\u30af\u30f3\u5236\u9650\u306b\u9054\u3057\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u5931\u308f\u308c\u3001\u540c\u3058\u30d5\u30a1\u30a4\u30eb\u3092\u4f55\u5ea6\u3082\u8aad\u307f\u53d6\u3063\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u5e78\u3044\u306b\u3082 <code>maxIterations = 200<\/code> \u306b\u3088\u308a\u3001API \u306e\u4e88\u7b97\u304c\u5b8c\u5168\u306b\u6d88\u8cbb\u3055\u308c\u308b\u524d\u306b\u505c\u6b62\u3057\u307e\u3057\u305f\u3002200 \u30b9\u30c6\u30c3\u30d7\u5f8c\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u51e6\u7406\u3092\u6b62\u3081\u305f\u306e\u3067\u3059\u3002\u5404\u30c4\u30fc\u30eb\u306e\u547c\u3073\u51fa\u3057\u306f 2 \u30b9\u30c6\u30c3\u30d7\uff08\u547c\u3073\u51fa\u3057\u3068\u5fdc\u7b54\uff09\u3067\u884c\u308f\u308c\u308b\u305f\u3081\u3001\u547c\u3073\u51fa\u3057\u306f\u6700\u5927\u3067 100 \u4ef6\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u5834\u5408\u306b\u3088\u3063\u3066\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5c11\u3057\u3060\u3051\u5b9f\u884c\u3055\u308c\u3001\u52d5\u4f5c\u3057\u3066\u3044\u308b\u306e\u304b\u6b62\u307e\u3063\u3066\u3044\u308b\u306e\u304b\u5206\u304b\u3089\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u52d5\u4f5c\u3092\u660e\u78ba\u5316\u3057\u3001\u51e6\u7406\u5185\u5bb9\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002Koog \u3067\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b\u5185\u5bb9\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u3001<code>handleEvents<\/code> \u30d6\u30ed\u30c3\u30af\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\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 -&gt; println(\"Tool '${ctx.tool.name}' called with args:\" +\n                \" ${ctx.toolArgs.toString().take(100)}\")\n        }\n    }\n}<\/pre>\n<p>Koog \u306b\u306f <code>onToolCallStarting<\/code>\u3001<code>onToolCallFinished<\/code>\u3001<code>onAgentFinished<\/code> <a href=\"https:\/\/docs.koog.ai\/agent-events\/\" target=\"_blank\" rel=\"noopener\">\u306a\u3069<\/a>\u3001\u30d5\u30c3\u30af\u3067\u304d\u308b\u5404\u7a2e\u306e\u30a4\u30d9\u30f3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u767a\u751f\u3059\u308b\u30a4\u30d9\u30f3\u30c8\u3092\u30ed\u30b0\u306b\u8a18\u9332\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u3001\u5404\u30c4\u30fc\u30eb\u306e\u5b9f\u884c\u76f4\u524d\u306b\u5b9f\u884c\u3055\u308c\u308b <code>onToolCallStarting<\/code> \u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u00a0<\/p>\n<p>\u305f\u3060\u3057\u3001\u30ed\u30b0\u306e\u8a18\u9332\u5185\u5bb9\u306f\u8abf\u6574\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u79c1\u305f\u3061\u304c\u6700\u521d\u306b\u5b9f\u88c5\u3057\u305f\u969b\u306b\u306f\u3059\u3079\u3066\u3092\u51fa\u529b\u3057\u3066\u3044\u305f\u305f\u3081\u3001 <code>EditFileTool<\/code> \u3067\u306f\u4f55\u767e\u884c\u3082\u30b9\u30af\u30ed\u30fc\u30eb\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u305d\u306e\u5f8c\u3001\u30c4\u30fc\u30eb\u540d\u306e\u307f\u3092\u8a66\u3057\u307e\u3057\u305f\u3002<code>EditFileTool<\/code> \u306f 3 \u56de\u5b9f\u884c\u3055\u308c\u307e\u3057\u305f\u304c\u3001\u4f55\u304c\u7de8\u96c6\u3055\u308c\u305f\u306e\u304b\u5206\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u4eca\u3067\u306f 100 \u6587\u5b57\u3092\u51fa\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u898b\u306a\u304f\u3066\u3082\u3001\u4f55\u304c\u8d77\u304d\u3066\u3044\u308b\u306e\u304b\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5b9f\u884c\u3059\u308b<\/strong><\/h2>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u30d3\u30eb\u30c9\u3057\u305f\u3089\u3001 \u4eca\u5ea6\u306f\u5b9f\u969b\u306b\u305d\u308c\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\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<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u306f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u5b58\u5728\u3059\u308b\u5834\u6240\u3068\u5b9f\u884c\u5185\u5bb9\u306e 2 \u3064\u306e\u60c5\u5831\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u306e\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u3067\u306f\u3001\u4e21\u65b9\u306e\u60c5\u5831\u3092\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u306e\u5f15\u6570\u304b\u3089\u53d6\u5f97\u3057\u3066\u3044\u307e\u3059\u3002\u60c5\u5831\u304c\u306a\u3044\u5834\u5408\u306f\u30a8\u30e9\u30fc\u3092\u8868\u793a\u3057\u307e\u3059\u304c\u3001 \u305d\u3046\u3067\u306a\u3044\u5834\u5408\u306f 2 \u3064\u306e\u60c5\u5831\u3092 1 \u3064\u306e\u5165\u529b\u6587\u5b57\u5217\u306b\u307e\u3068\u3081\u3066 <code>agent.run()<\/code> \u3092\u547c\u3073\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u304b\u3089\u5148\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u51e6\u7406\u3057\u307e\u3059\u3002\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u63a2\u7d22\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u53d6\u308a\u3001\u5909\u66f4\u3092\u9069\u7528\u3057\u3001\u5b8c\u4e86\u3059\u308b\u307e\u3067\u30eb\u30fc\u30d7\u3057\u307e\u3059\u3002\u30eb\u30fc\u30d7\u304c\u7d42\u4e86\u3057\u305f\u3089\u3001\u7d50\u679c\u3092\u51fa\u529b\u3057\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u306f\u5b9f\u969b\u306e\u52d5\u4f5c\u3067\u3059\u3002<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"wp-image-657876\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/11\/output.gif\" alt=\"\" width=\"800\" \/><\/figure>\n<h2 class=\"wp-block-heading\"><strong>\u691c\u8a3c<\/strong><\/h2>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5b9f\u884c\u3067\u304d\u305f\u306e\u3067\u3001\u3053\u308c\u3089 3 \u3064\u306e\u30c4\u30fc\u30eb\u304c\u5b9f\u969b\u306b\u4f55\u3092\u9054\u6210\u3067\u304d\u308b\u306e\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u691c\u8a3c\u306b\u306f\u3001GitHub \u306e\u8ab2\u984c\u306b\u3042\u308b 500 \u4ef6\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30bf\u30b9\u30af\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u3057\u3066\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b SWE-bench Verified \u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002\u00a0<\/p>\n<p>\u305d\u308c\u3089\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30bf\u30b9\u30af\u306e\u7d04 50% \u3092\u5b8c\u4e86\u3057\u307e\u3057\u305f\u300250 \u884c\u306e\u30b3\u30fc\u30c9\u306b\u3057\u3066\u306f\u4e0a\u51fa\u6765\u3067\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u4f55\u3082\u691c\u8a3c\u3057\u307e\u305b\u3093\u3002\u30b3\u30f3\u30d1\u30a4\u30eb\u3092\u3059\u308b\u3053\u3068\u3082\u3001 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u305b\u3093\u3002\u30b3\u30fc\u30c9\u3092\u8aad\u307f\u53d6\u308a\u3001\u305d\u306e\u5185\u5bb9\u306b\u5fdc\u3058\u3066\u5909\u66f4\u3092\u9069\u7528\u3057\u307e\u3059\u304c\u3001\u305d\u306e\u5909\u66f4\u304c\u5b9f\u969b\u306b\u6a5f\u80fd\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u77e5\u308b\u3059\u3079\u3092\u6301\u3061\u307e\u305b\u3093\u3002<\/p>\n<p>\u307e\u305f\u3001\u3053\u3053\u3067\u306f\u3053\u308c\u3089 3 \u3064\u306e\u30c4\u30fc\u30eb\u3092\u30d3\u30eb\u30c9\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3059\u3053\u3068\u306a\u304f\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u304c\u4f55\u3092\u3059\u308b\u304b\u306f\u5206\u304b\u3063\u3066\u3044\u3066\u3082\u3001\u305d\u306e\u52d5\u4f5c\u3084\u72ec\u81ea\u30c4\u30fc\u30eb\u306e\u4f5c\u6210\u65b9\u6cd5\u306f\u307e\u3060\u5206\u304b\u3089\u306a\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u3053\u306e\u9023\u8f09\u306e\u6b21\u306e\u8a18\u4e8b\u3067\u306f\u3001\u79c1\u306e\u540c\u50da\u306e Bruno \u304c\u305d\u308c\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/strong> Bruno \u306f\u30b7\u30a7\u30eb\u5b9f\u884c\u30c4\u30fc\u30eb\u3092\u30bc\u30ed\u304b\u3089\u30d3\u30eb\u30c9\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3001\u51fa\u529b\u3092\u78ba\u8a8d\u3057\u3066\u5931\u6557\u304b\u3089\u5b66\u3079\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u307e\u305f\u3001Koog \u30c4\u30fc\u30eb\u306e\u4ed5\u7d44\u307f\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u300250 \u884c\u306e\u30b3\u30fc\u30c9\u3092\u7406\u89e3\u3057\u3066\u3053\u305d\u3001\u7279\u5b9a\u306e\u554f\u984c\u306b\u5bfe\u5fdc\u3059\u308b\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u62e1\u5f35\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\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\">\u3053\u306e\u30b3\u30fc\u30c9\u306f GitHub \u306b\u3042\u308a\u307e\u3059<\/a>\u3002\u305c\u3072\u304a\u8a66\u3057\u306b\u306a\u308a\u3001\u3054\u611f\u60f3\u3092\u304a\u805e\u304b\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<p><strong>\u30aa\u30ea\u30b8\u30ca\u30eb\uff08\u82f1\u8a9e\uff09\u30d6\u30ed\u30b0\u6295\u7a3f\u8a18\u4e8b\u306e\u4f5c\u8005\uff1a<\/strong><\/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":1394,"featured_media":677959,"comment_status":"closed","ping_status":"closed","template":"","categories":[2347],"tags":[6847,8724],"cross-post-tag":[6355],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/ai\/677955"}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/ai"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/types\/ai"}],"author":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/users\/1394"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/comments?post=677955"}],"version-history":[{"count":5,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/ai\/677955\/revisions"}],"predecessor-version":[{"id":677983,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/ai\/677955\/revisions\/677983"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/media\/677959"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/media?parent=677955"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/categories?post=677955"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/tags?post=677955"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/cross-post-tag?post=677955"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}