{"id":7992,"date":"2025-10-03T14:19:27","date_gmt":"2025-10-03T14:19:27","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=7992"},"modified":"2025-10-03T14:19:27","modified_gmt":"2025-10-03T14:19:27","slug":"ai4-2025-%e3%83%a9%e3%82%b9%e3%83%99%e3%82%ac%e3%82%b9%e5%8f%82%e5%8a%a0%e3%83%ac%e3%83%9d%e3%83%bc%e3%83%88%ef%bc%9aai%e9%a7%86%e5%8b%95%e9%96%8b%e7%99%ba%e3%80%81%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/7992\/","title":{"rendered":"Ai4 2025 \u30e9\u30b9\u30d9\u30ac\u30b9\u53c2\u52a0\u30ec\u30dd\u30fc\u30c8\uff1aAI\u99c6\u52d5\u958b\u767a\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3064\u3044\u3066 &#8211; MONEX ENGINEER BLOG \u2502\u30de\u30cd\u30c3\u30af\u30b9 \u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0"},"content":{"rendered":"\n<\/p>\n<div>\n<p>\u3053\u3093\u306b\u3061\u306f\u3001\u30de\u30cd\u30c3\u30af\u30b9\u8a3c\u5238\u3067AI\u95a2\u9023\u306e\u958b\u767a\u3092\u62c5\u5f53\u3057\u3066\u3044\u308b\u5009\u7530\u3067\u3059\u3002<\/p>\n<div style=\"text-align:center;\">\n<figure class=\"figure-image figure-image-fotolife\" title=\"Ai4 2025\uff08\u30e9\u30b9\u30d9\u30ac\u30b9\uff09\u4f1a\u5834\u5165\u53e3\u3002MGM Grand\u306b\u3066\u3002\" style=\"display:inline-block; width:66%;\">\n  <span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/k\/ken_kurata\/20250919\/20250919230734.jpg\" width=\"1200\" height=\"964\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><br \/>\n<\/figure>\n<\/div>\n<p>\u5148\u65e5\u3001\u30e9\u30b9\u30d9\u30ac\u30b9\u3067\u958b\u50ac\u3055\u308c\u305f <a target=\"_blank\" href=\"https:\/\/ai4.io\/vegas\/\">Ai4<\/a> 2025\uff088\u670811\u301c13\u65e5\uff09\u306b\u53c2\u52a0\u3057\u3066\u304d\u307e\u3057\u305f\u3002<br \/>\n\u81ea\u5206\u306e\u3088\u3046\u306a\u6280\u8853\u8005\u5411\u3051\u306b\u6df1\u3044\u6280\u8853\u89e3\u8aac\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3082\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u5c64\u3092\u610f\u8b58\u3057\u305fAI\u5c0e\u5165\u306e\u4e8b\u4f8b\u3084\u8ab2\u984c\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u30bb\u30c3\u30b7\u30e7\u30f3\u304c\u591a\u304f\u3092\u5360\u3081\u3066\u3044\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001\u73fe\u5728\u9032\u884c\u4e2d\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u76f4\u7d50\u3059\u308b\u30d2\u30f3\u30c8\u3082\u5f97\u3089\u308c\u3001\u3068\u3066\u3082\u6709\u610f\u7fa9\u306a\u53c2\u52a0\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Ai4\u3092\u901a\u3058\u3066\u5f97\u3089\u308c\u305f\u6c17\u3065\u304d\u3084\u3001\u5b9f\u969b\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306e\u7d4c\u9a13\u3068\u91cd\u306a\u3063\u305f\u90e8\u5206\u3092\u7686\u3055\u3093\u3068\u30b7\u30a7\u30a2\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u95a2\u9023\u3057\u305f\u591a\u304f\u306e\u5185\u5bb9\u3092\u76db\u308a\u8fbc\u3093\u3060\u305f\u3081\u5c11\u3005\u9577\u3081\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u304a\u4ed8\u304d\u5408\u3044\u3044\u305f\u3060\u3051\u308c\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\n<h3 id=\"\u4eca\u5e74\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\">\u4eca\u5e74\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u306f\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d<\/h3>\n<p>\u4eca\u3001AI\u754c\u9688\u3067\u6700\u3082\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u3067\u3059\u3002<br \/>\nAi4\u306eKeynote\u3067\u3082\u300c\u4eca\u5e74\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u300d\u3068\u3057\u3066\u5927\u304d\u304f\u53d6\u308a\u4e0a\u3052\u3089\u308c\u3001\u591a\u304f\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u304c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u30c6\u30fc\u30de\u306b\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3067\u3059\u306e\u3067\u3001\u3053\u3053\u3067\u306f\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\uff08\u76ee\u6a19\u9054\u6210\u306e\u305f\u3081\u306b\u601d\u8003 \u2192 \u30c4\u30fc\u30eb\u5b9f\u884c \u2192 \u89b3\u5bdf\u3092\u81ea\u7acb\u7684\u306b\u7e70\u308a\u8fd4\u3057\u3001\u8a08\u753b\u3092\u7acb\u3066\u3066\u30bf\u30b9\u30af\u304c\u5b8c\u4e86\u3059\u308b\u307e\u3067\u9042\u884c\u3059\u308b\u4ed5\u7d44\u307f\uff09\u306b\u3064\u3044\u3066\u30d5\u30a9\u30fc\u30ab\u30b9\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u6700\u521d\u306b\u300cAI\u99c6\u52d5\u958b\u767a\u300d\uff08\u65e2\u88fd\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u5927\u90e8\u5206\u3092\u4efb\u305b\u308b\u958b\u767a\u624b\u6cd5\uff09\u3092\u53d6\u308a\u4e0a\u3052\u305f\u5f8c\u3001\u81ea\u793e\u3067\u69cb\u7bc9\u3059\u308b\u72ec\u81ea\u306e\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u306b\u3064\u3044\u3066\u53d6\u308a\u4e0a\u3052\u307e\u3059\u3002<\/p>\n<h3 id=\"AI\u99c6\u52d5\u958b\u767a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u30b7\u30d5\u30c8\">AI\u99c6\u52d5\u958b\u767a\uff08\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff09\u3078\u306e\u30b7\u30d5\u30c8<\/h3>\n<p>Amazon\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\uff08Rufus\uff09\u3068\u3001\u73fe\u5728\u306fMeta\u3067\u30d7\u30ed\u30c0\u30af\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3092\u3057\u3066\u3044\u308b\u65b9\u3068\u8a71\u3059\u6a5f\u4f1a\u304c\u3042\u308a\u3001<br \/>\n\u300cLLM\u306b\u3088\u308b\u751f\u6210\u306b\u5bfe\u3059\u308b\u4f01\u696d\u306e\u614e\u91cd\u306a\u59ff\u52e2\u300d\u3084\u300cMeta\u306b\u3088\u308b\u9ad8\u984d\u306a\u7814\u7a76\u8005\u5f15\u304d\u629c\u304d\u306b\u73fe\u5834\u304c\u611f\u3058\u305f\u7591\u554f\u300d\u306a\u3069\u3001\u65e5\u672c\u3067\u306f\u8033\u306b\u3057\u3065\u3089\u3044\u73fe\u5834\u306e\u8a71\u304c\u3067\u304d\u305f\u306e\u306f\u8cb4\u91cd\u306a\u4f53\u9a13\u3067\u3057\u305f\u3002<br \/>\n\u4e2d\u3067\u3082\u7279\u306b\u3088\u304f\u8a71\u3057\u305f\u300cAI\u99c6\u52d5\u958b\u767a\u300d\u306b\u3064\u3044\u3066\u307e\u3068\u3081\u307e\u3059\u3002<\/p>\n<p>\u5f93\u6765\u4f7f\u3063\u3066\u3044\u305fCopilot\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30e2\u30fc\u30c9\u306f\u3001\u79c1\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u306f\u5b9f\u7528\u6027\u306b\u4e4f\u3057\u304f\u3001\u6d3b\u7528\u306b\u306f\u81f3\u3063\u3066\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u3002<br \/>\n\u3057\u304b\u3057\u3001Sonnet 4\uff08AI\u306e\u30e2\u30c7\u30eb\uff09\u306e\u767b\u5834\u3068AI\u30b3\u30fc\u30c9\u30a2\u30b7\u30b9\u30c8\u30c4\u30fc\u30eb\u306e\u767a\u5c55\u304c\u91cd\u306a\u308a\u3001\u300c\u4eba\u9593\u304c\u4e3b\u4f53\u3068\u306a\u308aAI\u3092\u88dc\u52a9\u7684\u306b\u4f7f\u3046\u300d\u3088\u308a\u3082\u3001\u300c\u958b\u767a\u305d\u306e\u3082\u306e\u3092\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u4efb\u305b\u308b\u300d\u65b9\u304c\u5408\u7406\u7684\u306b\u306a\u308b\u307b\u3069\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u6027\u80fd\u304c\u4e0a\u304c\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u5f7c\u304b\u3089\u306e\u7b2c\u4e00\u58f0\u3082\u300cSonnet 4\u3001\u4f7f\u3063\u305f\uff1f\u300d\u3067\u3057\u305f\u3002\u305d\u308c\u3060\u3051\u3053\u306e\u30e2\u30c7\u30eb\u306e\u5411\u4e0a\u3092\u307f\u3093\u306a\u304c\u4f53\u611f\u3057\u3066\u3044\u308b\u306e\u3060\u306a\u3068\u601d\u3044\u307e\u3057\u305f\u3002Sonnet 4\u3092\u521d\u3081\u3066QChat\uff08\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff09\u3067\u8a66\u3057\u305f\u3068\u304d\u306f\u3001\u521d\u3081\u3066GPT\u3092\u89e6\u3063\u305f\u3068\u304d\u306e\u3088\u3046\u306b\u5927\u3044\u306b\u611f\u5fc3\u3055\u305b\u3089\u308c\u3001\u305d\u306e\u7d4c\u9a13\u3092\u304d\u3063\u304b\u3051\u306b\u6280\u8853\u30b9\u30bf\u30c3\u30af\uff08\u958b\u767a\u306b\u4f7f\u3046\u8a00\u8a9e\u30fb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u30fb\u30e9\u30a4\u30d6\u30e9\u30ea\u306a\u3069\u306e\u69cb\u6210\uff09\u3092AI\u99c6\u52d5\u958b\u767a\u524d\u63d0\u306b\u898b\u76f4\u3057\u307e\u3057\u305f\u3002\u4e92\u3044\u306b\u300cSonnet 4\u306f\u958b\u767a\u306e\u3084\u308a\u65b9\u3092\u5909\u3048\u308b\u8ee2\u63db\u70b9\u3060\u300d\u3068\u3044\u3046\u8a8d\u8b58\u3067\u4e00\u81f4\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u4f1a\u8a71\u306f\u81ea\u5206\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u30bf\u30a4\u30e0\u30ea\u30fc\u3067\u3057\u305f\u3002\u3068\u3044\u3046\u306e\u3082\u3001\u4eca\u958b\u767a\u4e2d\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067<u>monorepo<\/u>\u3084<u>tRPC<\/u>\u7b49\u3092\u63a1\u7528\u3057\u305f\u76f4\u5f8c\u3060\u3063\u305f\u306e\u3067\u3001\u540c\u3058\u3088\u3046\u306b\u8003\u3048\u308b\u4eba\u304c\u3044\u305f\u3053\u3068\u3067\u3001\u4eca\u5f8c\u306f\u3053\u3046\u3057\u305fAI\u99c6\u52d5\u958b\u767a\u3068\u76f8\u6027\u306e\u826f\u3044\u6280\u8853\u30b9\u30bf\u30c3\u30af\u304c\u3001\u3088\u308a\u4e00\u822c\u7684\u306b\u4f7f\u308f\u308c\u3066\u3044\u304f\u3068\u611f\u3058\u307e\u3057\u305f\u3002<\/p>\n<blockquote>\n<p><strong>monorepo<\/strong><br \/>\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u30fb\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30fbIaC\uff08Infrastructure as Code\uff09\u30fb\u5171\u901a\u30e9\u30a4\u30d6\u30e9\u30ea\u306a\u3069\u3092\u4e00\u3064\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u52b9\u7387\u7684\u306b\u958b\u767a\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001LLM\u306b\u300c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5168\u4f53\u306e\u6587\u8108\u300d\u3092\u5bb9\u6613\u306b\u4e0e\u3048\u3089\u308c\u308b\u3053\u3068\u3067\u5b9f\u88c5\u306e\u7cbe\u5ea6\u304c\u4e0a\u304c\u308a\u307e\u3059\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3072\u3068\u3064\u3067\u8907\u6570\u30ec\u30a4\u30e4\u30fc\uff08\u30d5\u30ed\u30f3\u30c8\u30fb\u30d0\u30c3\u30af\u30fb\u30a4\u30f3\u30d5\u30e9\uff09\u3092\u4e00\u5ea6\u306b\u958b\u767a\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u70b9\u304c\u975e\u5e38\u306b\u9769\u65b0\u7684\u3067\u3059\u3002<\/p>\n<p><strong>tRPC<\/strong><br \/>\u5f93\u6765\u306f\u30d5\u30ed\u30f3\u30c8\u3068\u30d0\u30c3\u30af\u3067\u540c\u3058\u578b\u3092\u4e8c\u91cd\u306b\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3001tRPC\u306a\u3089\u30b5\u30fc\u30d0\u30fc\u5074\u3067\u4e00\u5ea6\u5b9a\u7fa9\u3059\u308b\u3060\u3051\u3067\u30d5\u30ed\u30f3\u30c8\u5074\u3067\u3082\u578b\u5b89\u5168\u304c\u4fdd\u8a3c\u3055\u308c\u3001\u4e0d\u6574\u5408\u306f\u30a8\u30c7\u30a3\u30bf\u3084\u30d3\u30eb\u30c9\u6642\u306b\u5373\u691c\u51fa\u3067\u304d\u307e\u3059\u3002<br \/>\u307e\u305f\u3001AWS Lambda\u306e\u5834\u5408\u306f\u300c\u3072\u3068\u3064\u306e\u5165\u308a\u53e3\u300d\u3067\u307e\u3068\u3081\u3066\u6271\u3048\u308b\u305f\u3081\u3001API\u3054\u3068\u306b\u500b\u5225\u306e\u8a2d\u5b9a\u304c\u4e0d\u8981\u306b\u306a\u308a\u3001IaC\u306e\u30b3\u30fc\u30c9\u91cf\u3082\u6e1b\u3089\u305b\u308b\u306e\u304c\u5927\u304d\u306a\u5229\u70b9\u3067\u3059\u3002<br \/>\u3053\u308c\u306b\u3088\u308aAI\u99c6\u52d5\u958b\u767a\u306b\u304a\u3044\u3066\u3082\u3001\u81ea\u52d5\u88dc\u5b8c\u304c\u5f37\u5316\u3055\u308c\u8aa4\u5b9f\u88c5\u304c\u6e1b\u5c11\u3057\u3001\u30b3\u30fc\u30c9\u91cf\u304c\u6e1b\u308b\u3053\u3068\u3067LLM\u304c\u51e6\u7406\u3059\u308b\u969b\u306e\u30c8\u30fc\u30af\u30f3\u3084\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u6d88\u8cbb\u3082\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<\/blockquote>\n<p>\u4ed6\u306b\u3082AI\u99c6\u52d5\u958b\u767a\u3068\u76f8\u6027\u304c\u826f\u3044\u3068\u611f\u3058\u305f\u6280\u8853\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u3002<br \/>\n\u6280\u8853\u5bc4\u308a\u306e\u5185\u5bb9\u306b\u306a\u308b\u306e\u3067\u3001\u672c\u8a18\u4e8b\u306e\u6700\u5f8c\u306e\u300c<a target=\"_blank\" href=\"#AI%E9%A7%86%E5%8B%95%E9%96%8B%E7%99%BA%E3%82%92%E5%89%8D%E6%8F%90%E3%81%A8%E3%81%97%E3%81%9F%E6%8A%80%E8%A1%93%E3%82%B9%E3%82%BF%E3%83%83%E3%82%AF\">AI\u99c6\u52d5\u958b\u767a\u3092\u524d\u63d0\u3068\u3057\u305f\u6280\u8853\u30b9\u30bf\u30c3\u30af<\/a>\u300d\u306b\u307e\u3068\u3081\u307e\u3057\u305f\u3002<br \/>\n\u8208\u5473\u306e\u3042\u308b\u65b9\u306f\u305c\u3072\u53c2\u8003\u306b\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3 id=\"AI\u99c6\u52d5\u958b\u767a\u306e\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u5c11\u4eba\u6570\u3067\u30b9\u30d4\u30fc\u30c9\u958b\u767a\u3067\u304d\u308b\u3053\u3068\">AI\u99c6\u52d5\u958b\u767a\u306e\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u300c\u5c11\u4eba\u6570\u3067\u30b9\u30d4\u30fc\u30c9\u958b\u767a\u3067\u304d\u308b\u3053\u3068\u300d<\/h3>\n<p>\u53c2\u52a0\u3057\u305f\u300cAi4\u300d\u306e\u30bb\u30c3\u30b7\u30e7\u30f3<br \/>\n\u201cBuilding Scalable, Enterprise AI Systems Solo with LLMs, AWS Bedrock &amp; Serverless Architecture\u201d<br \/>\n\u3067\u306f\u3001\u767b\u58c7\u8005\uff08Yahoo\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\uff09\u304c\u4e00\u4eba\u3067\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ec\u30d9\u30eb\u306e\u30a2\u30d7\u30ea\u3092\u69cb\u7bc9\u3057\u3001AWS Well-Architected Framework\u306e\u89b3\u70b9\u3067\u8a55\u4fa1\u3055\u308c\u3001\u5e73\u5747\u30b9\u30b3\u30a29\/10\u3092\u7372\u5f97\u3057\u305f\u3068\u3044\u3046\u4e8b\u4f8b\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u53ef\u7528\u6027\u3001\u904b\u7528\u3001\u30b3\u30b9\u30c8\u6700\u9069\u5316\u306a\u3069\u3001\u4f01\u696d\u30b7\u30b9\u30c6\u30e0\u306b\u5fc5\u8981\u306a\u8981\u4ef6\u3092\u30b5\u30fc\u30d0\u30ec\u30b9\u3067\u304d\u3061\u3093\u3068\u6e80\u305f\u305b\u308b\u3068\u3044\u3046\u70b9\u304c\u5f37\u8abf\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002<br \/>\n\u30b7\u30b9\u30c6\u30e0\u69cb\u6210\u3084\u8003\u3048\u65b9\u306a\u3069\u3001\u5b9f\u52d9\u3067\u91cd\u306a\u308b\u90e8\u5206\u304c\u591a\u304f\u3001\u7279\u306b\u6bd4\u8f03\u7684\u65b0\u3057\u3044S3 Vector\u304c\u3068\u3066\u3082\u53c2\u8003\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u4ed6\u306b\u3082\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u89e6\u308c\u3089\u308c\u3066\u3044\u305f SonarLint\uff08\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u306e\u7cbe\u5ea6\u5411\u4e0a\uff09\u3084LangSmith\uff08LLM\u6319\u52d5\u306e\u8a55\u4fa1\uff09\u3092\u4eca\u5f8c\u8a66\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u30bf\u30a4\u30c8\u30eb\u304c\u793a\u3059\u901a\u308a\u3001\u300c1\u4eba\u3067\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ec\u30d9\u30eb\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u300d\u3068\u3044\u3046\u8003\u3048\u65b9\u304c\u3001\u4eca\u5f8c\u3055\u3089\u306b\u6d78\u900f\u3057\u3066\u3044\u304f\u3088\u3046\u306b\u611f\u3058\u307e\u3057\u305f\u3002AI\u99c6\u52d5\u958b\u767a\u3084\u30b5\u30fc\u30d0\u30ec\u30b9\u74b0\u5883\u3092\u524d\u63d0\u306b\u3059\u308c\u3070\u3001\u5c11\u4eba\u6570\u3067\u3082\u77ed\u671f\u9593\u3067\u30a2\u30d7\u30ea\u3092\u69cb\u7bc9\u30fb\u904b\u7528\u3067\u304d\u308b\u73fe\u5b9f\u5473\u304c\u5897\u3057\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3001\u305d\u306e\u305f\u3081\u306b\u306f\u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u4e00\u4eba\u3072\u3068\u308a\u304c\u5e45\u5e83\u3044\u9818\u57df\u306b\u89e6\u308c\u3089\u308c\u308b\u3088\u3046\u306a\u67d4\u8edf\u3055\u304c\u6c42\u3081\u3089\u308c\u308b\u5834\u9762\u3082\u5897\u3048\u3066\u3044\u304d\u305d\u3046\u3067\u3059\u3002<\/p>\n<div style=\"text-align:center;\">\n<figure class=\"figure-image figure-image-fotolife\" title=\"Building Big with a Team of One\u30b9\u30e9\u30a4\u30c9\" style=\"display:inline-block; width:66%;\">\n  <span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/k\/ken_kurata\/20250919\/20250919231654.jpg\" width=\"1200\" height=\"900\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><br \/>\n<\/figure>\n<\/div>\n<p>\u591a\u304f\u306e\u4e8b\u4f8b\u3067\u5f37\u8abf\u3055\u308c\u3066\u3044\u305f\u306e\u306f\u3001AI\u99c6\u52d5\u958b\u767a\u306b\u3088\u308a\u958b\u767a\u30b9\u30d4\u30fc\u30c9\u304c\u5287\u7684\u306b\u5909\u308f\u308b\u70b9\u3067\u3059\u3002\u3053\u308c\u307e\u3067\u6570\u9031\u9593\u301c\u6570\u30f6\u6708\u304b\u304b\u3063\u3066\u3044\u305f\u30a2\u30d7\u30ea\u304c\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u6570\u65e5\u301c\u6570\u9031\u9593\u3067\u5f62\u306b\u306a\u308b\u30b1\u30fc\u30b9\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002<br \/>\n\u30d5\u30ed\u30f3\u30c8\u304b\u3089\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3001\u30a4\u30f3\u30d5\u30e9\u307e\u3067\u4e00\u6c17\u306b\u9032\u3081\u3089\u308c\u308b\u70b9\u304c\u3001\u958b\u767a\u52b9\u7387\u3092\u9ad8\u3081\u308b\u5927\u304d\u306a\u8981\u56e0\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u5b9f\u969b\u3001\u30b0\u30eb\u30fc\u30d7\u4f1a\u793e\u306e\u30c8\u30ec\u30fc\u30c9\u30b9\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u958b\u767a\u8005\u3072\u3068\u308a\u3067\u9867\u5ba2\u5411\u3051LLM\u30a2\u30d7\u30ea\u3092\u958b\u767a\u304b\u3089\u30ea\u30ea\u30fc\u30b9\u307e\u3067\u62c5\u5f53\u3057\u305f\u4e8b\u4f8b\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u53d6\u308a\u7d44\u307f\u306f\u3001\u3059\u3067\u306b\u300c\u5c11\u4eba\u6570\u3067\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ec\u30d9\u30eb\u306e\u30a2\u30d7\u30ea\u3092\u69cb\u7bc9\u3067\u304d\u308b\u6587\u5316\u300d\u304c\u5e83\u304c\u308a\u3064\u3064\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u7279\u5316\u3057\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u300c\u958b\u767a\u300d\u306e\u3042\u308a\u65b9\u3092\u5909\u3048\u3064\u3064\u3042\u308b\u3088\u3046\u306b\u3001\u3069\u306e\u696d\u754c\u306b\u304a\u3044\u3066\u3082\u5909\u9769\u3092\u3082\u305f\u3089\u3057\u5f97\u308b\u306e\u304c\u3001\u6b21\u306b\u53d6\u308a\u4e0a\u3052\u308b\u81ea\u793e\u72ec\u81ea\u306e\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u3067\u3059\u3002<\/p>\n<h3 id=\"\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u30b3\u30a2\u30d3\u30b8\u30cd\u30b9\u3067\u65b0\u305f\u306a\u4fa1\u5024\u3092\u5275\u51fa\u3059\u308b\u3053\u3068\u304c\u9375\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u30b3\u30a2\u30d3\u30b8\u30cd\u30b9\u3067\u65b0\u305f\u306a\u4fa1\u5024\u3092\u5275\u51fa\u3059\u308b\u3053\u3068\u304c\u9375<\/h3>\n<p>Ai4\u3067\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u53ef\u80fd\u6027\u3068\u300c\u4f01\u696d\u304c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u3069\u306e\u3088\u3046\u306b\u5b9f\u7528\u5316\u3059\u308b\u304b\u300d\u306b\u7126\u70b9\u304c\u5f53\u3066\u3089\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30c6\u30fc\u30de\u3060\u3063\u305fKeynote\u3067\u3082\u89e6\u308c\u3089\u308c\u3066\u3044\u307e\u3057\u305f\u304c\u3001<a target=\"_blank\" href=\"https:\/\/mlq.ai\/media\/quarterly_decks\/v0.1_State_of_AI_in_Business_2025_Report.pdf\">MIT\u306e\u6700\u65b0\u30ec\u30dd\u30fc\u30c8<\/a>\u306b\u3088\u308b\u3068\u3001300\u4ef6\u4ee5\u4e0a\u306e\u4f01\u696dAI\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5206\u6790\u3057\u305f\u7d50\u679c\u3001\u306a\u3093\u306895\uff05\u304c\u53ce\u76ca\u3084\u5b9f\u8cea\u7684\u306a\u6210\u679c\u3092\u751f\u307f\u51fa\u305b\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u308f\u304b\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305d\u306e\u8981\u56e0\u306e\u4e00\u3064\u3068\u3057\u3066\u3001AI\u6295\u8cc7\u3092\u300c\u5358\u306a\u308b\u52b9\u7387\u5316\u306e\u305f\u3081\u306e\u5c0e\u5165\u300d\u306b\u3068\u3069\u3081\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u70b9\u306b\u3042\u308b\u3001\u3068\u3044\u3046\u8da3\u65e8\u306e\u8a71\u3067\u3057\u305f\u3002<br \/>\n\u305f\u3068\u3048\u3070\u3001\u3069\u3093\u306a\u306b\u9ad8\u6027\u80fd\u306a\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5c0e\u5165\u3057\u3066\u3082\u3001\u305d\u308c\u306f\u300c\u7af6\u5408\u4ed6\u793e\u3088\u308a\u554f\u3044\u5408\u308f\u305b\u304c\u3057\u3084\u3059\u3044\u300d\u7a0b\u5ea6\u306e\u5dee\u306b\u3059\u304e\u305a\u3001\u4f01\u696d\u306e\u512a\u4f4d\u6027\u306b\u3064\u306a\u304c\u308a\u306b\u304f\u3044\u3067\u3059\u3002<\/p>\n<p>\u767b\u58c7\u8005\u306f\u3001AI\u6295\u8cc7\u3092\u65e2\u5b58\u696d\u52d9\u306e\u52b9\u7387\u5316\u306b\u3068\u3069\u3081\u305a\u3001\u30b3\u30a2\u30d3\u30b8\u30cd\u30b9\u3067\u65b0\u305f\u306a\u4fa1\u5024\u3092\u5275\u51fa\u3057\u9ad8\u3044ROI\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u304c\u8ce2\u660e\u306a\u6226\u7565\u3060\u3068\u5f37\u8abf\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u4f8b\u3048\u3070\u8a3c\u5238\u4f1a\u793e\u306a\u3089\u3001\u30b3\u30a2\u3067\u3042\u308b\u300c\u6295\u8cc7\u300d\u306b\u95a2\u308f\u308b\u5b66\u7fd2\u30fb\u60c5\u5831\u53ce\u96c6\u30fb\u8cc7\u7523\u628a\u63e1\u30fb\u5206\u6790\u30fb\u58f2\u8cb7\u3092\u3001\u5f93\u6765\u306b\u306a\u3044\u5f62\u3067\u3088\u308a\u4fbf\u5229\u306b\u63d0\u4f9b\u3067\u304d\u308c\u3070\u3001\u81ea\u793e\u306e\u5f37\u307f\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>AI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306e\u5206\u91ce\u3067\u3001Cursor\u304c\u65e9\u304f\u304b\u3089\u9ad8\u3044\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u6027\u80fd\u3092\u767a\u63ee\u3057\u3001\u308f\u305a\u304b\u6570\u5e74\u3067<a target=\"_blank\" href=\"https:\/\/xenospectrum.com\/cursor-raises-massive-900-million-financing-at-9-9-billion-valuation\/\">\u8a55\u4fa1\u984d\u304c99\u5104\u30c9\u30eb<\/a>\u306b\u5230\u9054\u3057\u3001\u591a\u304f\u306e\u958b\u767a\u8005\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u65b9\u6cd5\u3092\u5909\u3048\u308b\u3088\u3046\u306a\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u4ed6\u5206\u91ce\u3067\u3082\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u540c\u69d8\u306e\u5909\u9769\u3092\u8d77\u3053\u3057\u5f97\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"\u5404\u4f01\u696d\u3067\u306e\u5b9f\u7528\u7684\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5b9f\u73fe\u3059\u308b\u306b\u306f\">\u5404\u4f01\u696d\u3067\u306e\u5b9f\u7528\u7684\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5b9f\u73fe\u3059\u308b\u306b\u306f<\/h3>\n<p>\u73fe\u72b6\u306eLLM\u6027\u80fd\u3092\u524d\u63d0\u306b\u3059\u308b\u3068\u3001\u5b9f\u7528\u7684\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5f62\u306b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u4ee5\u4e0b\u306e3\u8981\u7d20\u3092\u3069\u3046\u8a2d\u8a08\u30fb\u7d44\u307f\u5408\u308f\u305b\u308b\u304b\u304c\u9375\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u7cbe\u7dfb\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n<p>  \u76ee\u7684\u3084\u5229\u7528\u30b7\u30fc\u30f3\u306b\u5408\u308f\u305b\u3066\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u884c\u52d5\u3092\u5236\u5fa1\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u76ee\u7684\u306b\u6cbf\u3063\u305f\u30c4\u30fc\u30eb\u7fa4\u306e\u7d71\u5408<\/strong><\/p>\n<p> API\u3084\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u3001\u4ed6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u9023\u643a\u3057\u3001\u5b9f\u969b\u306e\u696d\u52d9\u30d5\u30ed\u30fc\u306b\u7d44\u307f\u8fbc\u3080\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8cea\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\uff08RAG\uff09<\/strong><\/p>\n<p> \u793e\u5185\u77e5\u8b58\u3084\u30c9\u30e1\u30a4\u30f3\u7279\u6709\u306e\u60c5\u5831\u3092\u6d3b\u7528\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u56de\u7b54\u3092\u5f37\u5316\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u3092\u5de7\u307f\u306b\u8a2d\u8a08\u30fb\u7d71\u5408\u30fb\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u5404\u4f01\u696d\u306f\u300c\u72ec\u81ea\u306e\u5b9f\u7528\u7684\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u3092\u751f\u307f\u51fa\u305b\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u3002\u6210\u679c\u306f\u3059\u3050\u306b\u306f\u73fe\u308c\u307e\u305b\u3093\u304c\u3001\u8a66\u884c\u932f\u8aa4\u3092\u91cd\u306d\u308b\u4e2d\u3067\u5f90\u3005\u306b\u5f62\u306b\u306a\u308a\u3001\u3082\u3057\u30cf\u30de\u308c\u3070\u4f01\u696d\u306e\u7af6\u4e89\u512a\u4f4d\u3092\u4e00\u5909\u3055\u305b\u308b\u529b\u3092\u6301\u3063\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u8abf\u6574\u3092\u7e70\u308a\u8fd4\u3059\u4e2d\u3067\u305d\u306e\u52b9\u679c\u3092\u6b63\u3057\u304f\u5224\u65ad\u3059\u308b\u306b\u306f\u3001\u5168\u4f53\u306e\u5f71\u97ff\u3092\u628a\u63e1\u3067\u304d\u308b\u8a55\u4fa1\u30fb\u30c6\u30b9\u30c8\u306e\u4ed5\u7d44\u307f\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u306f\u3001\u7279\u306b\u300cGolden Dataset\u300d\u3092\u5b9a\u7fa9\u3057\u3001\u300cLLM as Judge\u300d\u3068\u300cHuman-in-the-Loop\u300d\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u81ea\u52d5\u30c6\u30b9\u30c8\u30b9\u30a4\u30fc\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306e\u91cd\u8981\u6027\u304c\u5f37\u8abf\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\n<p><strong>Golden Dataset<\/strong><\/p>\n<p>AI\u30e2\u30c7\u30eb\u3084\u5b9f\u88c5\u3057\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u57fa\u6e96\u3068\u306a\u308b\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002\u5165\u529b\u3068\u7406\u60f3\u7684\u306a\u51fa\u529b\u306e\u30da\u30a2\u3092\u7528\u610f\u3057\u3001\u305d\u308c\u306b\u57fa\u3065\u3044\u3066\u51fa\u529b\u3092\u8a55\u4fa1\u3059\u308b\u3002<\/p>\n<\/li>\n<li>\n<p><strong>LLM as Judge<\/strong><\/p>\n<p>GPT-5\u306a\u3069\u306e\u3001\u3088\u308a\u5927\u898f\u6a21\u3067\u8ce2\u3044LLM\u306b\u4ed6\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u3092\u63a1\u70b9\u3057\u3066\u3082\u3089\u3046\u624b\u6cd5\u3002<\/p>\n<\/li>\n<li>\n<p><strong>Human-in-the-Loop<\/strong><\/p>\n<p>\u8a55\u4fa1\u3084\u904b\u7528\u306a\u3069\u306e\u5404\u6bb5\u968e\u3067\u4eba\u304c\u4ecb\u5165\u3057\u3001\u54c1\u8cea\u3084\u5b89\u5168\u6027\u3092\u78ba\u4fdd\u3059\u308b\u624b\u6cd5\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4f7f\u3044\u5206\u3051\u3068\u5de5\u592b\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4f7f\u3044\u5206\u3051\u3068\u5de5\u592b<\/h3>\n<p>\u3068\u306f\u3044\u3048\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u4e07\u80fd\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u81ea\u7acb\u7684\u306b\u8907\u96d1\u306a\u51e6\u7406\u3092\u62c5\u3048\u308b\u4e00\u65b9\u3067\u3001\u305d\u306e\u5206\u3060\u3051\u5f93\u6765\u578b\u306e\u5b9f\u88c5\u306b\u6bd4\u3079\u3066\u5b9f\u884c\u6642\u9593\u3084\u30b3\u30b9\u30c8\u304c\u5897\u52a0\u3059\u308b\u3068\u3044\u3046\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u3057\u305f\u304c\u3063\u3066\u300c\u3059\u3079\u3066\u3092\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u89e3\u6c7a\u3059\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u3001LLM\u306e\u5f37\u307f\u3092\u6d3b\u304b\u3059\u9818\u57df\u3068\u5f93\u6765\u578b\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u65b9\u304c\u5408\u7406\u7684\u306a\u9818\u57df\u3092\u898b\u6975\u3081\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u4e92\u3044\u306b\u95a2\u9023\u6027\u306e\u306a\u3044\u30bf\u30b9\u30af\u3067\u306f\u3001\u7121\u7406\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5316\u3059\u308b\u3088\u308a\u3001\u76f4\u5217\u3084\u4e26\u5217\u306e\u30b7\u30f3\u30d7\u30eb\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u51e6\u7406\u3057\u305f\u65b9\u304c\u52b9\u7387\u7684\u3067\u3059\u3002\u9006\u306b\u3001\u7121\u6570\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u5b58\u5728\u3057\u3001\u6587\u8108\u7406\u89e3\u304c\u6b20\u304b\u305b\u306a\u3044\u5834\u9762\u3067\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u672c\u6765\u306e\u529b\u3092\u767a\u63ee\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u30c4\u30fc\u30eb\u8a2d\u8a08\u306b\u3082\u5de5\u592b\u304c\u5fc5\u8981\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u3042\u308b\u30c4\u30fc\u30eb\u306e\u51fa\u529b\u3092\u5fc5\u305a\u5225\u306e\u30c4\u30fc\u30eb\u306b\u6e21\u3059\u5834\u5408\u306f\u3001\u305d\u306e\u4e8c\u3064\u306e\u500b\u5225\u306e\u30c4\u30fc\u30eb\u3092\u4e00\u3064\u306b\u307e\u3068\u3081\u3066\u5b9f\u88c5\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u3067\u3001\u7121\u99c4\u306a\u601d\u8003\u3092\u7701\u304d\u3001\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u3092\u6291\u3048\u306a\u304c\u3089\u5b89\u5b9a\u3057\u305f\u6319\u52d5\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u8981\u3059\u308b\u306b\u3001\u5b9f\u7528\u5316\u306e\u9375\u306f\u300c\u3069\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u9069\u3057\u3066\u3044\u308b\u304b\u300d\u3092\u898b\u6975\u3081\u308b\u3053\u3068\u3067\u3059\u3002\u624b\u6bb5\u3042\u308a\u304d\u3067\u306f\u306a\u304f\u3001\u76ee\u7684\u304b\u3089\u9006\u7b97\u3057\u3066\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u9078\u3076\u3053\u3068\u3002\u307e\u305f\u3001\u300c\u3044\u304b\u306b\u30b3\u30b9\u30c8\u3092\u4e0b\u3052\u3066\u5b89\u5b9a\u7684\u306b\u5b9f\u88c5\u3067\u304d\u308b\u304b\u300d\u3092\u5f53\u4e8b\u8005\u304c\u5de5\u592b\u3057\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<blockquote>\n<p>\u3053\u306e\u70b9\u306b\u3064\u3044\u3066\u306f\u3001Anthropic\u516c\u5f0f\u30d6\u30ed\u30b0\u300c<a target=\"_blank\" href=\"https:\/\/www.anthropic.com\/engineering\/writing-tools-for-agents\">Writing Tools for Agents<\/a>\u300d\u3067\u3082\u30c4\u30fc\u30eb\u5b9a\u7fa9\u306e\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u304c\u793a\u3055\u308c\u3066\u304a\u308a\u3001\u5b9f\u8df5\u7684\u306a\u77e5\u898b\u304c\u6574\u7406\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/blockquote>\n<p>\u305d\u3057\u3066\u3001\u3053\u3046\u3057\u305f\u30c4\u30fc\u30eb\u3092\u72ec\u81ea\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3084\u5916\u90e8\u30a2\u30d7\u30ea\u9593\u3067\u5171\u901a\u5316\u3059\u308b\u4ed5\u7d44\u307f\u304c\u3001\u6b21\u306b\u3054\u7d39\u4ecb\u3059\u308b\u300cMCP\u300d\u3067\u3059\u3002<\/p>\n<h3 id=\"MCP\u5c0e\u5165\u3092\u3069\u3046\u8003\u3048\u308b\u304b\u307e\u305a\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u3079\u304d\">MCP\u5c0e\u5165\u3092\u3069\u3046\u8003\u3048\u308b\u304b\u2796\u307e\u305a\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u3079\u304d<\/h3>\n<p>LLM\u3068\u5916\u90e8\u30b7\u30b9\u30c6\u30e0\u3092\u3064\u306a\u3050\u6a19\u6e96\u4ed5\u69d8\u3067\u3042\u308b Model Context Protocol (MCP) \u306f\u3001\u4eca\u5f8c\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u958b\u767a\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u4f4d\u7f6e\u3092\u5360\u3081\u308b\u3053\u3068\u306f\u9593\u9055\u3044\u3042\u308a\u307e\u305b\u3093\u3002<br \/>\nAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3084 Claude Desktop \u306a\u3069\u3067\u6d3b\u7528\u304c\u9032\u3093\u3067\u304a\u308a\u3001\u5916\u90e8\u30a2\u30d7\u30ea\u3084\u30c4\u30fc\u30eb\u3068\u306e\u9023\u643a\u3092\u7c21\u5358\u306b\u3057\u3066\u304f\u308c\u308b\u70b9\u304c\u975e\u5e38\u306b\u9b45\u529b\u7684\u3067\u3059\u3002<br \/>\n\u79c1\u3082\u958b\u767a\u306e\u4e2d\u3067\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u6d3b\u7528\u3057\u305f\u5b9f\u88c5\u3067\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u3068\u304d\u306f\u3001Context7\u3084AWS\u306eMCP\u3092\u4f7f\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001\u81ea\u793eMCP\u3092\u69cb\u7bc9\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30c4\u30fc\u30eb\u306e\u5171\u901a\u5316<\/strong><br \/>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f7f\u3063\u305f\u30a2\u30d7\u30ea\u958b\u767a\u306b\u304a\u3044\u3066\u3001\u500b\u5225\u306b\u30c4\u30fc\u30eb\u5b9a\u7fa9\u3084\u51e6\u7406\u306e\u5b9f\u88c5\u3092\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u3001\u5de5\u6570\u3092\u304b\u306a\u308a\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u591a\u69d8\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306e\u7d71\u5408<\/strong><br \/>\u81ea\u793e\u306e\u30b5\u30fc\u30d3\u30b9\u3092Claude Desktop\u3084VS Code\u306a\u3069\u3001MCP\u5bfe\u5fdc\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u5bb9\u6613\u306b\u7d71\u5408\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u65b0\u898f\u7372\u5f97\u306b\u3082\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h4 id=\"MCP\u5c0e\u5165\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\"><strong>MCP\u5c0e\u5165\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5<\/strong><\/h4>\n<p>\u305f\u3060\u3057\u3001\u5b9f\u969b\u306b\u5c0e\u5165\u3059\u308b\u3068\u306a\u308b\u3068\u8ca0\u62c5\u3082\u7121\u8996\u3067\u304d\u307e\u305b\u3093\u3002\u30b5\u30fc\u30d0\u30fc\u3084\u8a8d\u8a3c\u306e\u4ed5\u7d44\u307f\u3092\u6574\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3057\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u904b\u7528\u30b3\u30b9\u30c8\u3082\u3064\u3044\u3066\u56de\u308a\u307e\u3059\u3002<br \/>\n\u7279\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u958b\u767a\u3059\u308b\u521d\u671f\u306e\u6bb5\u968e\u3067\u306f\u3001\u30c4\u30fc\u30eb\u306e\u4ed5\u69d8\u3084\u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u8a66\u884c\u932f\u8aa4\u3057\u306a\u304c\u3089\u8abf\u6574\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u304c\u591a\u304f\u3001MCP\u3068\u3057\u3066\u5206\u96e2\u3057\u3066\u5b9f\u88c5\u3059\u308b\u3068\u958b\u767a\u30b9\u30d4\u30fc\u30c9\u304c\u843d\u3061\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u8907\u6570\u30c1\u30fc\u30e0\u3067MCP\u3092\u5171\u901a\u5229\u7528\u3059\u308b\u3068\u300c1\u3064\u306eMCP\u306b\u5bfe\u3057\u3066\u8907\u6570\u304c\u4f9d\u5b58\u3059\u308b\u300d\u69cb\u9020\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001MCP\u3092\u8abf\u6574\u3059\u308b\u305f\u3073\u306b\u4ed6\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u5f71\u97ff\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u7279\u5b9a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u8981\u4ef6\u3060\u3051\u3067\u67d4\u8edf\u306b\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"\u3069\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u5c0e\u5165\u3059\u308b\u304b\"><strong>\u3069\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u5c0e\u5165\u3059\u308b\u304b<\/strong><\/h4>\n<p>\u3053\u3046\u3057\u305f\u70b9\u3092\u8e0f\u307e\u3048\u308b\u3068\u3001\u30a2\u30d7\u30ea\u3092\u958b\u767a\u3059\u308b\u5074\u306e\u610f\u898b\u3068\u3057\u3066\u306f\u3001\u521d\u671f\u6bb5\u968e\u3067\u7a4d\u6975\u7684\u306bMCP\u3092\u53d6\u308a\u5165\u308c\u308b\u3088\u308a\u3082\u3001\u307e\u305a\u306f\u30a2\u30d7\u30ea\u5074\u3067\u76f4\u63a5\u30c4\u30fc\u30eb\u3092\u5b9f\u88c5\u3057\u3001\u8abf\u6574\u3057\u3084\u3059\u3044\u5f62\u3067\u9032\u3081\u308b\u65b9\u304c\u5408\u7406\u7684\u3060\u3068\u8003\u3048\u307e\u3059\u3002<br \/>\n\u69cb\u7bc9\u3057\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5341\u5206\u306a\u7cbe\u5ea6\u3067\u516c\u958b\u3067\u304d\u308b\u6c34\u6e96\u306b\u9054\u3057\u3001\u304b\u3064\u8907\u6570\u30c1\u30fc\u30e0\u3067\u306e\u5229\u7528\u30cb\u30fc\u30ba\u304c\u660e\u78ba\u306b\u306a\u3063\u305f\u6bb5\u968e\u3067MCP\u3078\u79fb\u884c\u3057\u3066\u3082\u9045\u304f\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u9803\u306b\u306f\u5c0e\u5165\u4e8b\u4f8b\u3082\u5897\u3048\u3001\u69cb\u7bc9\u3092\u652f\u63f4\u3059\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3082\u6574\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h4 id=\"\u305d\u308c\u3067\u3082\u5148\u884c\u5c0e\u5165\u306e\u4fa1\u5024\u306f\u3042\u308b\"><strong>\u305d\u308c\u3067\u3082\u300c\u5148\u884c\u5c0e\u5165\u300d\u306e\u4fa1\u5024\u306f\u3042\u308b<\/strong><\/h4>\n<p>\u4e00\u65b9\u3067\u3001\u6226\u7565\u7684\u306b\u65e9\u3044\u6bb5\u968e\u304b\u3089MCP\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3082\u3001\u6709\u52b9\u306a\u9078\u629e\u80a2\u3067\u3059\u3002\u7279\u306bMCP\u5bfe\u5fdc\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306e\u9023\u643a\u306f\u3001AI\u6d3b\u7528\u306b\u524d\u5411\u304d\u306a\u30e6\u30fc\u30b6\u30fc\u5c64\u306b\u97ff\u304d\u3084\u3059\u3044\u3067\u3059\u3057\u3001AI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306e\u3088\u3046\u306b\u4e00\u6c17\u306b\u5e83\u304c\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002<br \/>\n\u3082\u3057\u5148\u884c\u3057\u3066\u6574\u5099\u3067\u304d\u308c\u3070\u3001\u8a3c\u5238\u696d\u754c\u306b\u304a\u3051\u308bMCP\u6d3b\u7528\u306e\u4e8b\u4f8b\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002<br \/>\n\u305f\u3068\u3048\u793e\u5916\u516c\u958b\u3092\u3057\u306a\u304f\u3066\u3082\u3001\u793e\u5185\u3067MCP\u304c\u666e\u53ca\u3059\u308b\u3053\u3068\u3067\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3082LLM\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4ed5\u7d44\u307f\u304c\u7406\u89e3\u3055\u308c\u3084\u3059\u304f\u306a\u308a\u3001\u65b0\u3057\u3044\u30a2\u30a4\u30c7\u30a2\u304c\u751f\u307e\u308c\u308b\u304d\u3063\u304b\u3051\u306b\u3082\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<h3 id=\"Ai4\u306b\u53c2\u52a0\u3057\u305f\u3053\u3068\u306b\u3088\u3063\u3066\u5927\u3044\u306b\u611f\u3058\u305f\u3053\u3068\">Ai4\u306b\u53c2\u52a0\u3057\u305f\u3053\u3068\u306b\u3088\u3063\u3066\u5927\u3044\u306b\u611f\u3058\u305f\u3053\u3068<\/h3>\n<p>Ai4 \u3067\u306f\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u304c\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u4e00\u6642\u7684\u306a\u30d6\u30fc\u30e0\u3067\u306f\u306a\u304f\u78ba\u304b\u306a\u4fa1\u5024\u3092\u6301\u3064\u4e00\u65b9\u3001MIT\u306e\u8abf\u67fb\u304c\u793a\u3059\u901a\u308a\u591a\u304f\u306eAI\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u6210\u679c\u306b\u7d50\u3073\u3064\u3044\u3066\u3044\u307e\u305b\u3093\u3002<br \/>\n\u305d\u3053\u3067\u3001\u5b9f\u7528\u5316\u306b\u5411\u3051\u3066\u7279\u306b\u91cd\u8981\u3060\u3068\u8003\u3048\u3089\u308c\u308b\u70b9\u306f\u3001\u6b21\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<h4 id=\"\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u30b3\u30a2\u30d3\u30b8\u30cd\u30b9\u3067\u6d3b\u7528\u3057\u65b0\u305f\u306a\u4fa1\u5024\u3092\u5275\u51fa\u3059\u308b\"><strong>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u30b3\u30a2\u30d3\u30b8\u30cd\u30b9\u3067\u6d3b\u7528\u3057\u3001\u65b0\u305f\u306a\u4fa1\u5024\u3092\u5275\u51fa\u3059\u308b<\/strong><\/h4>\n<ul>\n<li>\u5358\u306a\u308b\u696d\u52d9\u52b9\u7387\u5316\u3067\u306f\u306a\u304f\u3001\u30b3\u30a2\u30d3\u30b8\u30cd\u30b9\u305d\u306e\u3082\u306e\u3067\u65b0\u3057\u3044\u4fa1\u5024\u3092\u751f\u307f\u51fa\u3059\u8996\u70b9\u304c\u91cd\u8981<\/li>\n<li>\u5f93\u6765\u306e\u624b\u6cd5\u3092\u8d85\u3048\u308b\u5229\u4fbf\u6027\u3092\u63d0\u4f9b\u3059\u308b<\/li>\n<\/ul>\n<h4 id=\"\u9ad8\u54c1\u8cea\u306a\u793e\u5185\u30c7\u30fc\u30bf\u3092\u6574\u5099\u3057\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u74b0\u5883\u3092\u6574\u3048\u308b\"><strong>\u9ad8\u54c1\u8cea\u306a\u793e\u5185\u30c7\u30fc\u30bf\u3092\u6574\u5099\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u74b0\u5883\u3092\u6574\u3048\u308b<\/strong><\/h4>\n<ul>\n<li>LLM\u304c\u7406\u89e3\u3057\u3084\u3059\u3044\u5f62\u5f0f\u3067\u30c7\u30fc\u30bf\u3092\u6574\u7406\u30fb\u8abf\u6574\u3059\u308b<\/li>\n<li>\u5f53\u4e8b\u8005\u304c\u30c7\u30fc\u30bf\u306e\u8abf\u6574\u3084\u3001\u4e0d\u8db3\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092\u88dc\u5b8c\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3092\u4f5c\u308b<\/li>\n<\/ul>\n<h4 id=\"LLM-\u306e\u51fa\u529b\u8abf\u6574\u3068\u8a55\u4fa1\u30c6\u30b9\u30c8\u3092\u884c\u3046\u305f\u3081\u306e\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3059\u308b\"><strong>LLM \u306e\u51fa\u529b\u8abf\u6574\u3068\u8a55\u4fa1\u30fb\u30c6\u30b9\u30c8\u3092\u884c\u3046\u305f\u3081\u306e\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3059\u308b<\/strong><\/h4>\n<ul>\n<li>LLM\u306e\u51fa\u529b\u306b\u7279\u5316\u3057\u305f\u8a55\u4fa1\/\u30c6\u30b9\u30c8\u624b\u6cd5\u3092\u5c0e\u5165\u3059\u308b<\/li>\n<li>\u73fe\u5834\u306e\u5c02\u9580\u5bb6\u304c\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30c4\u30fc\u30eb\u5b9a\u7fa9\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u7b49\u3092\u76f4\u63a5\u8abf\u6574\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3092\u4f5c\u308b<\/li>\n<li>LLM\u306e\u51fa\u529b\u3092\u53ef\u8996\u5316\u3057\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u30eb\u30fc\u30d7\u3092\u69cb\u7bc9\u3057\u3066\u7d99\u7d9a\u7684\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b<\/li>\n<li>\u7279\u5b9a\u306e\u30e2\u30c7\u30eb\u306b\u4f9d\u5b58\u3057\u306a\u3044\u3001\u67d4\u8edf\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u8a2d\u8a08\u3059\u308b<\/li>\n<\/ul>\n<p>\u4f1a\u793e\u72ec\u81ea\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u306b\u306f\u3001\u5f93\u6765\u3068\u306f\u7570\u306a\u308b\u8996\u70b9\u3068\u5730\u9053\u306a\u53d6\u308a\u7d44\u307f\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002Ai4\u3092\u901a\u3058\u3066AI\u3092\u4fef\u77b0\u7684\u306b\u6349\u3048\u3001\u81ea\u793e\u306b\u304a\u3051\u308bAI\u6d3b\u7528\u306e\u65b9\u5411\u6027\u3068\u3001\u5b9f\u52d9\u306b\u751f\u304b\u305b\u308b\u5177\u4f53\u7684\u306a\u77e5\u898b\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u7279\u306b\u3001\u4e00\u4eba\u3067\u3082\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ec\u30d9\u30eb\u306e\u958b\u767a\u3092\u5b9f\u73fe\u3067\u304d\u308b\u4e8b\u4f8b\u306b\u89e6\u308c\u3001\u4f01\u696d\u3067\u306eAI\u99c6\u52d5\u958b\u767a\u306e\u53ef\u80fd\u6027\u3092\u6539\u3081\u3066\u5b9f\u611f\u3057\u307e\u3057\u305f\u3002<br \/>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u95a2\u9023\u3057\u305f\u5185\u5bb9\u3092\u591a\u304f\u53d6\u308a\u4e0a\u3052\u307e\u3057\u305f\u304c\u3001\u305d\u308c\u3060\u3051\u3001\u672a\u6765\u306b\u5411\u3051\u3066\u5927\u304d\u306a\u53ef\u80fd\u6027\u3092\u611f\u3058\u308b\u30c6\u30fc\u30de\u3067\u3057\u305f\u3002\u4eca\u56de\u306e\u53c2\u52a0\u3067\u5f97\u305f\u591a\u304f\u306e\u6c17\u3065\u304d\u3084\u5b66\u3073\u3092\u3001\u71b1\u91cf\u305d\u306e\u307e\u307e\u306b\u30d6\u30ed\u30b0\u3068\u3057\u3066\u5171\u6709\u3067\u304d\u308b\u3053\u3068\u3092\u5b09\u3057\u304f\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u6700\u5f8c\u306b\u3001\u3053\u308c\u304b\u3089AI\u99c6\u52d5\u958b\u767a\u306b\u53d6\u308a\u7d44\u3080\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u65b9\u306b\u5411\u3051\u3066\u3001\u53c2\u8003\u306b\u306a\u308c\u3070\u3068\u6280\u8853\u30b9\u30bf\u30c3\u30af\u3092\u6574\u7406\u3057\u3066\u307f\u307e\u3057\u305f\u3002\u305c\u3072\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3 id=\"AI\u99c6\u52d5\u958b\u767a\u3092\u524d\u63d0\u3068\u3057\u305f\u6280\u8853\u30b9\u30bf\u30c3\u30af\">AI\u99c6\u52d5\u958b\u767a\u3092\u524d\u63d0\u3068\u3057\u305f\u6280\u8853\u30b9\u30bf\u30c3\u30af<\/h3>\n<h4 id=\"\u6280\u8853\u30b9\u30bf\u30c3\u30af\u63a1\u7528\u306e\u8a55\u4fa1\u8ef8\"><strong>\u6280\u8853\u30b9\u30bf\u30c3\u30af\u63a1\u7528\u306e\u8a55\u4fa1\u8ef8<\/strong><\/h4>\n<h4 id=\"\u30ec\u30a4\u30e4\u30fc\u8a00\u8a9e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u30c4\u30fc\u30eb\u305d\u306e\u4ed6\"><strong>\u30ec\u30a4\u30e4\u30fc\uff1a\u8a00\u8a9e\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001\u30c4\u30fc\u30eb\u3001\u305d\u306e\u4ed6<\/strong><\/h4>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th> \u63a1\u7528\u6280\u8853                         <\/th>\n<th> \u6587\u8108\u63d0\u4f9b\u6027  <\/th>\n<th> \u578b\u5b89\u5168\u6027  <\/th>\n<th> \u30b3\u30fc\u30c9\u91cf\u7bc0\u7d04 <\/th>\n<th> \u203b\u666e\u53ca\u5ea6     <\/th>\n<th> \u5f79\u5272                          <\/th>\n<th> \u4e00\u8a00\u307e\u3068\u3081 <\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td> TypeScript (JavaScript)       <\/td>\n<td> \u2b50\ufe0f      <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f   <\/td>\n<td>                <\/td>\n<td> 87,424,890  <\/td>\n<td> \u8a00\u8a9e\uff08\u30d5\u30ed\u30f3\u30c8\u30fb\u30d0\u30c3\u30af\u30fb\u30a4\u30f3\u30d5\u30e9\uff09 <\/td>\n<td> \u578b\u304c\u6587\u8108\u3068\u306a\u308a\u3001\u8aa4\u5b9f\u88c5\u3092\u9632\u3050<\/td>\n<\/tr>\n<tr>\n<td> Next.js (React)               <\/td>\n<td> \u2b50\ufe0f        <\/td>\n<td>           <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f           <\/td>\n<td> 14,709,562  <\/td>\n<td> \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af (\u201cnext.js\u201d)     <\/td>\n<td> Web\u30a2\u30d7\u30ea\u958b\u767a\u3067\u5b9a\u756a\u3001\u69cb\u6210\u7406\u89e3\u3057\u3084\u3059\u304f\u5b9f\u88c5\u3082\u5b89\u5b9a <\/td>\n<\/tr>\n<tr>\n<td> Tailwind + Radix UI (shadcn)  <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f    <\/td>\n<td>           <\/td>\n<td> \u2b50\ufe0f             <\/td>\n<td> 21,689,390  <\/td>\n<td> \u30b9\u30bf\u30a4\u30ea\u30f3\u30b0 \/ UI\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8 <\/td>\n<td> UI\u3068CSS\u3092\u4e00\u4f53\u5316\u3001\u52b9\u7387\u3088\u304f\u9ad8\u54c1\u8cea\u306a\u753b\u9762\u3092\u69cb\u7bc9 <\/td>\n<\/tr>\n<tr>\n<td> AWS CDK (IaC)                 <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f      <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f   <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f           <\/td>\n<td> 2,248,583   <\/td>\n<td> IaC\u7528\u30c4\u30fc\u30eb \/ \u30e9\u30a4\u30d6\u30e9\u30ea        <\/td>\n<td> \u578b\u4ed8\u304dIaC\u3067\u5b9f\u88c5\u306e\u7cbe\u5ea6\u3068\u4e00\u8cab\u6027\u3092\u78ba\u4fdd <\/td>\n<\/tr>\n<tr>\n<td> Monorepo (turborepo) + pnpm   <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f    <\/td>\n<td>  \u2b50\ufe0f         <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f           <\/td>\n<td> 4,868,436   <\/td>\n<td> \u30e2\u30ce\u30ec\u30dd\u7ba1\u7406 \/ \u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3 <\/td>\n<td> \u5168\u30ec\u30a4\u30e4\u30fc\u3092\u4e00\u5143\u7ba1\u7406\u3057\u3001\u6587\u8108\u3092\u5171\u6709\u3067\u304d\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h4 id=\"\u30ec\u30a4\u30e4\u30fc\u30a2\u30d7\u30ea\"><strong>\u30ec\u30a4\u30e4\u30fc\uff1a\u30a2\u30d7\u30ea<\/strong><\/h4>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th> \u63a1\u7528\u6280\u8853            <\/th>\n<th> \u6587\u8108\u63d0\u4f9b\u6027 <\/th>\n<th> \u578b\u5b89\u5168\u6027 <\/th>\n<th> \u30b3\u30fc\u30c9\u91cf\u306e\u7bc0\u7d04 <\/th>\n<th> \u666e\u53ca\u5ea6\u203b    <\/th>\n<th> \u5f79\u5272                                <\/th>\n<th> \u4e00\u8a00\u307e\u3068\u3081                                                   <\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td> zustand         <\/td>\n<td> \u2b50\ufe0f       <\/td>\n<td> \u2b50\ufe0f   <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f         <\/td>\n<td> 10,104,450 <\/td>\n<td> \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u30b9\u30c6\u30fc\u30c8\u7ba1\u7406             <\/td>\n<td> \u30b7\u30f3\u30d7\u30eb\u3067\u8efd\u91cf\u3001\u30dc\u30a4\u30e9\u30fc\u30d7\u30ec\u30fc\u30c8\u304c\u5c11\u306a\u3044\u72b6\u614b\u7ba1\u7406       <\/td>\n<\/tr>\n<tr>\n<td> tRPC            <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f   <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f   <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f         <\/td>\n<td> 1,238,212  <\/td>\n<td> \u578b\u5b89\u5168\u306aAPI \/ \u30eb\u30fc\u30c6\u30a3\u30f3\u30b0           <\/td>\n<td> \u30d5\u30ed\u30f3\u30c8\u3068\u30d0\u30c3\u30af\u3092\u578b\u3067\u76f4\u7d50\u3001\u8aa4\u5b9f\u88c5\u3092\u9632\u304e\u88dc\u5b8c\u3082\u4fbf\u5229              <\/td>\n<\/tr>\n<tr>\n<td> Tanstack Query  <\/td>\n<td> \u2b50\ufe0f       <\/td>\n<td> \u2b50\ufe0f   <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f         <\/td>\n<td> 12,882,600 <\/td>\n<td> \u30b5\u30fc\u30d0\u30fc\u30b9\u30c6\u30fc\u30c8\u7ba1\u7406 \/ \u30c7\u30fc\u30bf\u30d5\u30a7\u30c3\u30c1 <\/td>\n<td> \u30b5\u30fc\u30d0\u30fc\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u3068\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u81ea\u52d5\u7ba1\u7406            <\/td>\n<\/tr>\n<tr>\n<td> zod             <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f   <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f   <\/td>\n<td> \u2b50\ufe0f             <\/td>\n<td> 39,312,978 <\/td>\n<td> \u30b9\u30ad\u30fc\u30de\u5b9a\u7fa9 \/ \u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3        <\/td>\n<td> \u578b\u3068\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u4e00\u5143\u5316\u3057\u3001\u77db\u76fe\u3092\u9632\u3050 <\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u203b\u666e\u53ca\u5ea6\uff1anpm \u9031\u9593\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u6570\uff082025\/8\/14 ~20\uff09<\/p>\n<h4 id=\"\u88dc\u8db3\"><strong>\u88dc\u8db3<\/strong><\/h4>\n<ul>\n<li><strong>\u30e2\u30c7\u30eb<\/strong>\n<ul>\n<li>\u4e3b\u306b Sonnet 4 \u3092\u5229\u7528<\/li>\n<li>GPT-5-Codex\u3082\u6025\u901f\u306b\u8ffd\u3044\u3064\u3044\u3066\u304d\u3066\u304a\u308a\u3001\u9078\u629e\u80a2\u304c\u5e83\u304c\u3063\u3066\u3044\u308b\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08\u30bf\u30fc\u30df\u30ca\u30eb\/IDE\u578b\uff09<\/strong>\n<ul>\n<li>QChat\u3084Kiro\u306a\u3069\u3082\u8a66\u3057\u305f\u304c\u3001\u6839\u672c\u7684\u306a\u4f53\u9a13\u306f\u5927\u304d\u304f\u5909\u308f\u3089\u306a\u3044<\/li>\n<li>\u73fe\u5728\u306f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u306e\u9ad8\u3044Claude Code\u3092\u5229\u7528\u4e2d\uff08\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u6027\u80fd\u9762\u3067\u306e\u512a\u52a3\u306f\u5165\u308c\u66ff\u308f\u308b\u305f\u3081\u3001\u4eca\u5f8c\u5207\u308a\u66ff\u3048\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\uff09\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30ec\u30d9\u30eb\u3067\u306e Vibe Coding\uff08\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u3092\u4e00\u5207\u628a\u63e1\u305b\u305a\u306b\u9032\u3081\u308b\u30b9\u30bf\u30a4\u30eb\uff09\u306f\u307e\u3060\u96e3\u3057\u3044<\/strong>\n<ul>\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u8907\u96d1\u306b\u306a\u308b\u307b\u3069\u3001\u7684\u78ba\u306b\u6307\u793a\u3092\u3057\u306a\u3044\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u6027\u306e\u306a\u3044\u30b9\u30d1\u30b2\u30c3\u30c6\u30a3\u30b3\u30fc\u30c9\u5316\u3057\u3084\u3059\u3044<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr\/>\n<p><em>\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u4e8c\u90e8\u3000\u7b2c\u4e8c\u30d7\u30ed\u30c0\u30af\u30c8\u30b0\u30eb\u30fc\u30d7\u3000\u5009\u7530 \u8ce2<\/em><\/p>\n<\/div>\n<p><script>(function(d, s, id) {\n  var js, fjs = d.getElementsByTagName(s)[0];\n  if (d.getElementById(id)) return;\n  js = d.createElement(s); js.id = id;\n  js.src = \"\/\/connect.facebook.net\/ja_JP\/sdk.js#xfbml=1&appId=719729204785177&version=v17.0\";\n  fjs.parentNode.insertBefore(js, fjs);\n}(document, 'script', 'facebook-jssdk'));<\/script><br \/>\n<br \/>\n<br \/><a href=\"https:\/\/blog.tech-monex.com\/entry\/2025\/10\/03\/182204\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u3053\u3093\u306b\u3061\u306f\u3001\u30de\u30cd\u30c3\u30af\u30b9\u8a3c\u5238\u3067AI\u95a2\u9023\u306e\u958b\u767a\u3092\u62c5\u5f53\u3057\u3066\u3044\u308b\u5009\u7530\u3067\u3059\u3002 \u5148\u65e5\u3001\u30e9\u30b9\u30d9\u30ac\u30b9\u3067\u958b\u50ac\u3055\u308c\u305f Ai4 2025\uff088\u670811\u301c13\u65e5\uff09\u306b\u53c2\u52a0\u3057\u3066\u304d\u307e\u3057\u305f\u3002 \u81ea\u5206\u306e\u3088\u3046\u306a\u6280\u8853\u8005\u5411\u3051\u306b\u6df1\u3044\u6280\u8853\u89e3\u8aac\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3082\u3042\u308a\u307e\u3057\u305f\u304c\u3001 [&hellip;]","protected":false},"author":1,"featured_media":7993,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-7992","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Ai4 2025 \u30e9\u30b9\u30d9\u30ac\u30b9\u53c2\u52a0\u30ec\u30dd\u30fc\u30c8\uff1aAI\u99c6\u52d5\u958b\u767a\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3064\u3044\u3066 - MONEX ENGINEER BLOG \u2502\u30de\u30cd\u30c3\u30af\u30b9 \u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0 - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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\u81ea\u5206\u306e\u3088\u3046\u306a\u6280\u8853\u8005\u5411\u3051\u306b\u6df1\u3044\u6280\u8853\u89e3\u8aac\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3082\u3042\u308a\u307e\u3057\u305f\u304c\u3001 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/blog.tech-monex.com\/entry\/2025\/10\/03\/182204\" \/>\n<meta property=\"og:site_name\" content=\"\u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"article:published_time\" content=\"2025-10-03T14:19:27+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/pokecon.jp\/job\/wp-content\/uploads\/2025\/10\/https3A2F2Fcdn-ak.f.st-hatena.com2Fimages2Ffotolife2Fk2Fken_kurata2F202509192F2025091923073.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"1300\" \/>\n\t<meta property=\"og:image:height\" content=\"1044\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"info@pokecon.jp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta 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