{"id":6598,"date":"2025-09-23T09:16:25","date_gmt":"2025-09-23T09:16:25","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=6598"},"modified":"2025-09-23T09:16:25","modified_gmt":"2025-09-23T09:16:25","slug":"ai%e6%98%8e%e7%b4%b0%e4%bb%95%e8%a8%b3%e6%a9%9f%e8%83%bd%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8bcodeagent%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e4%bd%9c","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/6598\/","title":{"rendered":"AI\u660e\u7d30\u4ed5\u8a33\u6a5f\u80fd\u306b\u304a\u3051\u308bCodeAgent\u3092\u7528\u3044\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210 &#8211; LayerX \u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0"},"content":{"rendered":"\n<\/p>\n<div>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/shimacos\/20250922\/20250922232832.png\" width=\"1200\" height=\"630\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u3053\u3093\u306b\u3061\u306f\u3002<br \/>\nLayerX\u306e\u30d0\u30af\u30e9\u30af\u4e8b\u696d\u90e8\u306eAI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u90e8\u3067\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u3092\u52d9\u3081\u3066\u304a\u308a\u307e\u3059\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5cf6\u8d8a\uff08<a target=\"_blank\" href=\"https:\/\/x.com\/nt_4o54\">@nt_4o54<\/a>\uff09\u3067\u3059\u3002<br \/>\u3053\u3061\u3089\u306f<a target=\"_blank\" href=\"https:\/\/layerx.notion.site\/6975c0901ea54ca9b609fafc3e8a35c3?v=268cdd370bae80cc8dfb000c55400a25&amp;source=copy_link\">LayerX AI Agent\u30d6\u30ed\u30b0\u30ea\u30ec\u30fc<\/a>10\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002\u524d\u56de\u306e\u8a18\u4e8b\u306fpon\u3055\u3093\u306b\u3088\u308b<a target=\"_blank\" href=\"https:\/\/tech.layerx.co.jp\/entry\/ai-chrome-extensions\">\u6700\u901f\u3067AI Agent\u6a5f\u80fd\u3092PoC\u3059\u308bChrome Extensions\u306e\u5a01\u529b<\/a>\u3067\u3057\u305f\u3002<\/p>\n<p>\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u306f\u3001\u5148\u65e5\u30ea\u30ea\u30fc\u30b9\u3092\u884c\u3063\u305f<a target=\"_blank\" href=\"https:\/\/bakuraku.jp\/news\/20250822\/\">AI\u660e\u7d30\u4ed5\u8a33<\/a>\u306e\u554f\u984c\u3092\u984c\u6750\u306b\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210\u6642\u306bCodeAgent\u3092\u7528\u3044\u305f\u691c\u8a3c\u306b\u3064\u3044\u3066\u304a\u8a71\u3057\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"AI\u660e\u7d30\u4ed5\u8a33\u3068\u306f\">AI\u660e\u7d30\u4ed5\u8a33\u3068\u306f<\/h2>\n<p>AI\u660e\u7d30\u4ed5\u8a33\u3068\u306f\u3001\u8acb\u6c42\u66f8\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u8868\u304b\u3089\u3001\u52d8\u5b9a\u79d1\u76ee\u306a\u3069\u306e\u30de\u30b9\u30bf\u30c7\u30fc\u30bf\u3084\u904e\u53bb\u306e\u7de8\u96c6\u5c65\u6b74\u3092\u5143\u306b\u4ed5\u8a33\u3092\u81ea\u52d5\u3067\u4f5c\u6210\u3059\u308b\u6a5f\u80fd\u3067\u3059\u3002<br \/>\u4f01\u696d\u306e\u7d4c\u7406\u62c5\u5f53\u8005\u69d8\u306e\u4e2d\u306b\u306f\u3001100\u884c\u8fd1\u3044\u8868\u304b\u3089\u624b\u6253\u3061\u3067\u30a8\u30af\u30bb\u30eb\u306b\u8ee2\u8a18\u3057\u3066\u30de\u30af\u30ed\u3092\u53e9\u3044\u3066\u3044\u305f\u308a\u3001\u4e00\u3064\u305a\u3064\u30b3\u30d4\u30fc\u3057\u3066\u3044\u305f\u308a\u3002\u3002\u3068\u884c\u6570\u306e\u591a\u3044\u8acb\u6c42\u66f8\u306e\u4ed5\u8a33\u4f5c\u696d\u306b\u591a\u5927\u306a\u5de5\u6570\u3092\u304b\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>AI\u660e\u7d30\u4ed5\u8a33\u306f\u305d\u306e\u3088\u3046\u306a\u8ca0\u8377\u306e\u9ad8\u3044\u4ed5\u8a33\u4f5c\u696d\u3092\u52b9\u7387\u5316\u3059\u308b\u305f\u3081\u306b\u958b\u767a\u3057\u305f\u6a5f\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\u5b9f\u969b\u306b\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u9032\u3081\u65b9\u3084\u4f53\u9a13\u9762\u3001\u30c7\u30fc\u30bf\u306e\u8caf\u3081\u65b9\u3001\u51fa\u529b\u306e\u5de5\u592b\u3001\u30de\u30b9\u30bf\u30c7\u30fc\u30bf\u3068\u306e\u30de\u30c3\u30d4\u30f3\u30b0\u65b9\u6cd5\u306a\u3069\u591a\u304f\u306e\u5de5\u592b\u304c\u3042\u308b\u306e\u3067\u3059\u304c\u3001\u4eca\u56de\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u304a\u8a71\u3057\u3057\u307e\u3059\u3002<br \/>\n<span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/shimacos\/20250922\/20250922065953.png\" width=\"1024\" height=\"576\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<h2 id=\"\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210\u306e\u96e3\u3057\u3055\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210\u306e\u96e3\u3057\u3055<\/h2>\n<p>AI\u660e\u7d30\u4ed5\u8a33\u306f\u73fe\u72b6\u751f\u6210AI\u306eAPI\u306a\u3069\u3092\u7528\u3044\u3066\u63d0\u4f9b\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u304c\u3001\u30b3\u30b9\u30c8\u3084\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u7cbe\u5ea6\u306e\u89b3\u70b9\u304b\u3089\u5185\u88fd\u30e2\u30c7\u30eb\u3068\u3057\u3066\u63d0\u4f9b\u3057\u305f\u3044\u3068\u3044\u3046\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\nAI\u660e\u7d30\u4ed5\u8a33\u306e\u3088\u3046\u306a\u6a5f\u80fd\u3092\u6301\u3064\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306b\u306f\u300c\u3069\u306e\u8868\u306e\u300d\u300c\u3069\u306e\u3088\u3046\u306a\u884c\u306e\u5185\u5bb9\u304b\u3089\u300d\u300c\u3069\u306e\u3088\u3046\u306a\u4ed5\u8a33\u3092\u4f5c\u6210\u3059\u308c\u3070\u3044\u3044\u304b\u300d\u3092AI\u306b\u5b66\u7fd2\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\u3057\u304b\u3057\u3001AI\u660e\u7d30\u4ed5\u8a33\u3092\u958b\u767a\u3059\u308b\u4ee5\u524d\u306f\u3001\u8868\u62bd\u51fa\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u3082\u3061\u308d\u3093\u52d5\u3044\u3066\u304a\u3089\u305a\u3001\u30ed\u30b0\u3068\u3057\u3066\u6b8b\u3063\u3066\u3044\u308b\u4ed5\u8a33\u30c7\u30fc\u30bf\u3082\u3001\u5fc5\u305a\u3057\u3082\u8acb\u6c42\u66f8\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u88681\u884c\u306b\u5bfe\u3057\u30661\u884c\u4ed5\u8a33\u304c\u4f5c\u6210\u3055\u308c\u3066\u3044\u308b\u8a33\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<br \/>\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8acb\u6c42\u66f8\u304c\u3042\u3063\u305f\u5834\u5408\u306b\u3001\u5358\u7d14\u306b\u5408\u8a08\u91d1\u984d\u3060\u3051\u30671\u884c\u306e\u4ed5\u8a33\u3092\u5207\u308b\u304a\u5ba2\u69d8\u3082\u3044\u308c\u3070\u3001\u300c\u55b6\u696d\u672c\u90e8\u300d\u306a\u3069\u306e\u90e8\u9580\u3054\u3068\u306b\u4ed5\u8a33\u3092\u5207\u308b\u304a\u5ba2\u69d8\u3001\u30b5\u30fc\u30d0\u30fc\u30ec\u30f3\u30bf\u30eb\u6599\u91d1\u306b\u639b\u304b\u308b\u300c\u901a\u4fe1\u8cbb\u300d\u306e\u3088\u3046\u306a\u52d8\u5b9a\u79d1\u76ee\u5358\u4f4d\u3067\u4ed5\u8a33\u3092\u5207\u308b\u304a\u5ba2\u69d8\u3001\u306f\u305f\u307e\u305f1\u884c\u305a\u3064\u4e01\u5be7\u306b\u4ed5\u8a33\u3092\u5207\u308b\u304a\u5ba2\u69d8\u3082\u3044\u305f\u308a\u3057\u307e\u3059\u3002<br \/>\u66f4\u306b\u8868\u306b\u306f\u7a0e\u629c\u91d1\u984d\u3057\u304b\u66f8\u304b\u308c\u3066\u304a\u3089\u305a\u3001\u305d\u3053\u304b\u3089\u4ed5\u8a33\u3092\u5207\u308b\u969b\u306b\u306f\u7a0e\u8fbc\u91d1\u984d\u306b\u5909\u63db\u3055\u308c\u3066\u3044\u305f\u308a\u3082\u3057\u307e\u3059\u3002<br \/>\n<span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/shimacos\/20250922\/20250922194449.png\" width=\"935\" height=\"1069\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><br \/>\n<span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/shimacos\/20250922\/20250922221954.png\" width=\"1051\" height=\"568\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u3064\u307e\u308a\u73fe\u6642\u70b9\u3067\u306f\u3001\u6211\u3005\u304c\u95a2\u77e5\u3057\u3066\u3044\u306a\u3044\u304a\u5ba2\u69d8\u306b\u3088\u308b\u4f55\u304b\u3057\u3089\u5408\u7b97\u306e\u3088\u3046\u306a\u51e6\u7406\u304c\u884c\u308f\u308c\u305f\u7d50\u679c\u306e\u4ed5\u8a33\u30c7\u30fc\u30bf\u306e\u307f\u304c\u624b\u5143\u306b\u306f\u3042\u308b\u72b6\u614b\u3067\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306fCodeAgent\u3092\u7528\u3044\u3066\u3001\u3053\u306e\u3088\u3046\u306a\u72b6\u614b\u304b\u3089AI\u660e\u7d30\u4ed5\u8a33\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3059\u308b\u306e\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210\u306b\u6311\u6226\u3057\u307e\u3057\u305f\u3002<br \/>\u3053\u308c\u304c\u5b9f\u73fe\u3067\u304d\u308c\u3070\u3001\u624b\u5143\u306b\u3042\u308b\u5927\u91cf\u306e\u4ed5\u8a33\u30c7\u30fc\u30bf\u304b\u3089\u6a5f\u68b0\u7684\u306b\u5927\u91cf\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3067\u304d\u3001\u30e2\u30c7\u30eb\u958b\u767a\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u306b\u8caf\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"\u4f55\u6545CodeAgent\u304b\">\u4f55\u6545CodeAgent\u304b<\/h2>\n<p>\u4e00\u822c\u7684\u306aAgent\u304cJSON\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3084\u69cb\u9020\u5316\u30c6\u30ad\u30b9\u30c8\u306a\u3069\u306e\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f\u30a2\u30af\u30b7\u30e7\u30f3\u5f62\u5f0f\u3067Tool\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u74b0\u5883\u3068\u60c5\u5831\u3092\u3084\u308a\u53d6\u308a\u3059\u308b\u306e\u306b\u5bfe\u3057\u3001CodeAgent\u306f\u57fa\u672c\u7684\u306b\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3057\u3066\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u74b0\u5883\u3068\u60c5\u5831\u3092\u3084\u308a\u53d6\u308a\u3057\u307e\u3059\u3002<br \/>\u3053\u308c\u306b\u3088\u308a\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>1\u3064\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u5185\u3067\u8907\u6570\u306e\u30c4\u30fc\u30eb\u3092\u547c\u3073\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd<\/li>\n<li>\u30eb\u30fc\u30d7\u3084\u6761\u4ef6\u5206\u5c90\u3092\u4f7f\u7528\u3057\u3066\u8907\u96d1\u306a\u5236\u5fa1\u30d5\u30ed\u30fc\u306e\u5b9f\u88c5\u304c\u53ef\u80fd<\/li>\n<li>\u5909\u6570\u3092\u4f7f\u7528\u3057\u3066\u4e2d\u9593\u7d50\u679c\u3092\u4fdd\u5b58\u304a\u3088\u3073\u64cd\u4f5c\u53ef\u80fd<\/li>\n<li>\u65e2\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u5e83\u5927\u306aPython\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3092\u6d3b\u7528\u53ef\u80fd<\/li>\n<\/ul>\n<p>\u4eca\u56de\u6271\u3046\u30c7\u30fc\u30bf\u306f\u4e8c\u3064\u306e\u30c6\u30fc\u30d6\u30eb\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u306e\u7a81\u5408\u3092\u884c\u3046\u3088\u3046\u306a\u554f\u984c\u5f62\u5f0f\u306b\u7f6e\u304d\u63db\u3048\u3089\u308c\u307e\u3059\u3002<br \/>\u5b9f\u969b\u306b\u4eba\u9593\u304c\u3053\u308c\u3089\u306e\u7a81\u5408\u3092\u884c\u3046\u5834\u5408\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u624b\u9806\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u52d8\u5b9a\u79d1\u76ee\u306a\u3069\u306e\u4ed5\u8a33\u306e\u5185\u5bb9\u3068\u305d\u308c\u305e\u308c\u306e\u8868\u3092\u7a81\u304d\u5408\u308f\u305b\u3066\u3001\u660e\u7d30\u3068\u3057\u3066\u4f7f\u3063\u3066\u3044\u305d\u3046\u306a\u8868\u306e\u5185\u5bb9\u3092\u7d5e\u308a\u8fbc\u3080\u3002<\/li>\n<li>\u4ed5\u8a33\u304c\u5207\u3089\u308c\u3066\u3044\u308b\u8868\u306e\u5185\u5bb9\u304b\u3089\u3001\u3069\u306e\u3088\u3046\u306a\u5358\u4f4d (\u90e8\u9580\u3001\u52d8\u5b9a\u79d1\u76ee\u3001\u54c1\u76ee\u306a\u3069)\u3067\u4ed5\u8a33\u3092\u5207\u3063\u3066\u3044\u308b\u304b\u3092\u660e\u3089\u304b\u306b\u3057\u3066\u3001\u7d44\u307f\u5408\u308f\u305b\u306e\u5019\u88dc\u3092\u7d5e\u308b\u3002<\/li>\n<li>\u4ed5\u8a33\u306e\u91d1\u984d\u3092\u898b\u3066\u3001\u8868\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u91d1\u984d\u3092\u624b\u8a08\u7b97\u3067\u7d44\u307f\u5408\u308f\u305b\u3001\u518d\u73fe\u3067\u304d\u305f\u3089\u78ba\u5b9a\u3059\u308b\u3002<\/li>\n<\/ol>\n<p>\u3053\u306e\u3088\u3046\u306a\u30c6\u30fc\u30d6\u30eb\u30c7\u30fc\u30bf\u306e\u64cd\u4f5c\u3068\u81ea\u7136\u8a00\u8a9e\u7684\u306a\u5185\u5bb9\u306e\u7406\u89e3\u3001\u8907\u96d1\u306a\u30ed\u30b8\u30c3\u30af\u3092\u4e00\u3064\u4e00\u3064prompt\u3092\u66f8\u3044\u305f\u308a\u3001tool\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<br \/>\u3057\u304b\u3057\u3001\u30c6\u30fc\u30d6\u30eb\u64cd\u4f5c\u306a\u3069\u306fpolars\u3084pandas\u3092\u4f7f\u3046\u3053\u3068\u306e\u3067\u304d\u308bPython\u3060\u3068\u67d4\u8edf\u306b\u8868\u73fe\u3067\u304d\u3001\u91d1\u984d\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u7dcf\u5f53\u305f\u308a\u3084\u8a08\u7b97\u3001\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u4e00\u3064\u4e00\u3064\u306e\u30ed\u30b8\u30c3\u30af\u306f\u3001\u30b3\u30fc\u30c9\u3067\u8868\u73fe\u3057\u305f\u65b9\u304c\u30b7\u30f3\u30d7\u30eb\u3060\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<br \/>\n\u5b66\u8853\u7684\u306b\u3082\u3001\u8907\u96d1\u306aTool\u3092\u8907\u6570\u4f7f\u3046\u3088\u3046\u306aAgent\u3092\u7528\u3044\u308b\u3088\u308a\u3001Python\u306eCode\u3092\u5b9f\u884c\u3057\u3066\u74b0\u5883\u3068\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u3088\u3046\u306aAgent\u306e\u65b9\u304c\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306720%\u7a0b\u5ea6\u6027\u80fd\u304c\u826f\u304f\u3001\u5e73\u5747\u30672.1\u30bf\u30fc\u30f3\u5c11\u306a\u304f\u554f\u984c\u3092\u89e3\u304f\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u305f\u308a\u3057\u307e\u3059\u3002<a target=\"_blank\" href=\"#f-06ee8a16\" id=\"fn-06ee8a16\" name=\"fn-06ee8a16\" title=\"Xingyao Wang, Yangyi Chen, et al., Executable Code Actions Elicit Better LLM Agents, ICML, 2024, https:\/\/www.alphaxiv.org\/ja\/overview\/2402.01030v4\">*1<\/a><\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"*1\u3088\u308a\u5f15\u7528\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/shimacos\/20250922\/20250922220322.png\" width=\"1200\" height=\"505\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>*1\u3088\u308a\u5f15\u7528<\/figcaption><\/figure>\n<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u4eca\u56de\u306fCodeAgent\u306e\u6027\u80fd\u304c\u672c\u5f53\u306b\u9ad8\u3044\u306e\u304b\u3001\u3068\u3044\u3046\u306e\u3092\u78ba\u304b\u3081\u308b\u610f\u5473\u3067\u3082CodeAgent\u3092\u7528\u3044\u3066\u691c\u8a3c\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"smolagents\">smolagents<\/h2>\n<p>smolagents<a target=\"_blank\" href=\"#f-965e0302\" id=\"fn-965e0302\" name=\"fn-965e0302\" title=\"https:\/\/github.com\/huggingface\/smolagents\">*2<\/a>\u3068\u306fHuggingFace\u88fd\u306eCodeAgent\u306b\u7279\u5316\u3057\u305fAgent Framework\u3067\u3059\u3002<br \/>\u304a\u624b\u8efd\u306bCodeAgent\u3092\u8a66\u3059\u3053\u3068\u304c\u3067\u304d\u3001<code>LocalPythonExecutor<\/code>\u306b\u3088\u308blocal\u3067\u306e\u30b3\u30fc\u30c9\u5b9f\u884c\u3060\u3051\u3067\u306a\u304f\u3001<code>DockerExecutor<\/code>\u306a\u3069\u3092\u7528\u3044\u3066\u30b3\u30f3\u30c6\u30ca\u5206\u96e2\u3057\u3066\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br \/>\u4eca\u56de\u306f\u3001\u624b\u5143\u3067\u306e\u691c\u8a3c\u3068\u3044\u3046\u3053\u3068\u3067<code>LocalPythonExecutor<\/code>\u3092\u7528\u3044\u3066\u5b9f\u884c\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3001\u7c21\u5358\u306bCodeAgent\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">import<\/span> os\n\n<span class=\"synPreProc\">from<\/span> smolagents <span class=\"synPreProc\">import<\/span> AzureOpenAIServerModel, CodeAgent\n\nmodel = AzureOpenAIServerModel(\n    model_id=os.environ.get(<span class=\"synConstant\">\"AZURE_OPENAI_MODEL\"<\/span>),\n    azure_endpoint=os.environ.get(<span class=\"synConstant\">\"AZURE_OPENAI_ENDPOINT\"<\/span>),\n    api_key=os.environ.get(<span class=\"synConstant\">\"AZURE_OPENAI_API_KEY\"<\/span>),\n    api_version=os.environ.get(<span class=\"synConstant\">\"OPENAI_API_VERSION\"<\/span>),\n)\n\nagent = CodeAgent(\n    tools=[],\n    model=model,\n    stream_outputs=<span class=\"synIdentifier\">True<\/span>,\n    additional_authorized_imports=[<span class=\"synConstant\">\"pulp\"<\/span>], \n    executor_type=<span class=\"synConstant\">\"local\"<\/span>, \n)\n\nagent.run(<span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">    ## \u591a\u6b21\u5143\u30ca\u30c3\u30d7\u30b5\u30c3\u30af\u554f\u984c<\/span>\n\n<span class=\"synConstant\">    30\u500b\u306e\u30a2\u30a4\u30c6\u30e0\u304b\u3089\u3001\u91cd\u91cf\u5236\u9650100kg\u3001\u4f53\u7a4d\u5236\u965080L\u4ee5\u5185\u3067\u4fa1\u5024\u306e\u5408\u8a08\u304c\u6700\u5927\u306b\u306a\u308b\u7d44\u307f\u5408\u308f\u305b\u3092\u6c42\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/span>\n\n<span class=\"synConstant\">    items = [<\/span>\n<span class=\"synConstant\">        {'name': 'A1', 'weight': 12, 'volume': 8, 'value': 15000},<\/span>\n<span class=\"synConstant\">        {'name': 'A2', 'weight': 8, 'volume': 11, 'value': 12000},<\/span>\n<span class=\"synConstant\">        {'name': 'A3', 'weight': 15, 'volume': 7, 'value': 18000},<\/span>\n<span class=\"synConstant\">        {'name': 'A4', 'weight': 6, 'volume': 9, 'value': 8000},<\/span>\n<span class=\"synConstant\">        {'name': 'A5', 'weight': 10, 'volume': 12, 'value': 14000},<\/span>\n<span class=\"synConstant\">        {'name': 'B1', 'weight': 9, 'volume': 6, 'value': 11000},<\/span>\n<span class=\"synConstant\">        {'name': 'B2', 'weight': 14, 'volume': 10, 'value': 17000},<\/span>\n<span class=\"synConstant\">        {'name': 'B3', 'weight': 7, 'volume': 8, 'value': 9500},<\/span>\n<span class=\"synConstant\">        {'name': 'B4', 'weight': 11, 'volume': 5, 'value': 13000},<\/span>\n<span class=\"synConstant\">        {'name': 'B5', 'weight': 5, 'volume': 11, 'value': 7000},<\/span>\n<span class=\"synConstant\">        {'name': 'C1', 'weight': 13, 'volume': 9, 'value': 16000},<\/span>\n<span class=\"synConstant\">        {'name': 'C2', 'weight': 8, 'volume': 7, 'value': 10500},<\/span>\n<span class=\"synConstant\">        {'name': 'C3', 'weight': 6, 'volume': 10, 'value': 8500},<\/span>\n<span class=\"synConstant\">        {'name': 'C4', 'weight': 12, 'volume': 6, 'value': 14500},<\/span>\n<span class=\"synConstant\">        {'name': 'C5', 'weight': 9, 'volume': 8, 'value': 11500},<\/span>\n<span class=\"synConstant\">        {'name': 'D1', 'weight': 10, 'volume': 9, 'value': 13500},<\/span>\n<span class=\"synConstant\">        {'name': 'D2', 'weight': 7, 'volume': 12, 'value': 10000},<\/span>\n<span class=\"synConstant\">        {'name': 'D3', 'weight': 15, 'volume': 5, 'value': 17500},<\/span>\n<span class=\"synConstant\">        {'name': 'D4', 'weight': 8, 'volume': 8, 'value': 10800},<\/span>\n<span class=\"synConstant\">        {'name': 'D5', 'weight': 11, 'volume': 7, 'value': 14200},<\/span>\n<span class=\"synConstant\">        {'name': 'E1', 'weight': 6, 'volume': 6, 'value': 7800},<\/span>\n<span class=\"synConstant\">        {'name': 'E2', 'weight': 13, 'volume': 11, 'value': 16500},<\/span>\n<span class=\"synConstant\">        {'name': 'E3', 'weight': 9, 'volume': 10, 'value': 12200},<\/span>\n<span class=\"synConstant\">        {'name': 'E4', 'weight': 14, 'volume': 8, 'value': 17200},<\/span>\n<span class=\"synConstant\">        {'name': 'E5', 'weight': 5, 'volume': 7, 'value': 6500},<\/span>\n<span class=\"synConstant\">        {'name': 'F1', 'weight': 10, 'volume': 5, 'value': 12500},<\/span>\n<span class=\"synConstant\">        {'name': 'F2', 'weight': 12, 'volume': 10, 'value': 15500},<\/span>\n<span class=\"synConstant\">        {'name': 'F3', 'weight': 8, 'volume': 9, 'value': 10200},<\/span>\n<span class=\"synConstant\">        {'name': 'F4', 'weight': 7, 'volume': 6, 'value': 8800},<\/span>\n<span class=\"synConstant\">        {'name': 'F5', 'weight': 11, 'volume': 8, 'value': 13800}<\/span>\n<span class=\"synConstant\">    ]<\/span>\n\n<span class=\"synConstant\">    \u5236\u7d04:<\/span>\n<span class=\"synConstant\">    - \u91cd\u91cf\u306e\u5408\u8a08 \u2264 100kg<\/span>\n<span class=\"synConstant\">    - \u4f53\u7a4d\u306e\u5408\u8a08 \u2264 80L<\/span>\n<span class=\"synConstant\">    - \u5404\u30a2\u30a4\u30c6\u30e0\u306f0\u500b\u307e\u305f\u306f1\u500b\u306e\u307f\u9078\u629e\u53ef\u80fd<\/span>\n\n<span class=\"synConstant\">    \u6700\u9069\u306a\u7d44\u307f\u5408\u308f\u305b\u3068\u5408\u8a08\u4fa1\u5024\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/span>\n<span class=\"synConstant\">\"\"\"<\/span>)\n<\/pre>\n<p><code>CodeAgent<\/code>\u306e\u4e2d\u8eab\u3068\u3057\u3066\u57fa\u672c\u7684\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5185\u5bb9\u3092ReAct\u3067\u884c\u3046\u3088\u3046\u306bprompt\u3067\u5236\u5fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol>\n<li>Thought: \u63a8\u8ad6\u3068\u4f7f\u7528\u30c4\u30fc\u30eb\u306e\u8aac\u660e<\/li>\n<li>Code: Python\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0<\/li>\n<li>Observation: \u5b9f\u884c\u7d50\u679c\u306e\u89b3\u5bdf<\/li>\n<\/ol>\n<p>prompt\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u5185\u5bb9\u3092\u4e00\u90e8\u629c\u7c8b\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5185\u5bb9\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u307e\u305a<code>Thought:<\/code>\u3067\u63a8\u8ad6\u3092\u8aac\u660e<\/li>\n<li>\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af:<code>{{code_block_opening_tag}}<\/code>\u3068<code>{{code_block_closing_tag}}<\/code>\u3067\u56f2\u3080<\/li>\n<li>\u4e2d\u9593\u51fa\u529b: <code>print()<\/code>\u3067\u91cd\u8981\u306a\u60c5\u5831\u3092\u4fdd\u5b58\u3002(\u3053\u308c\u306b\u3088\u308a\u610f\u56f3\u3092\u660e\u78ba\u306b\u3057\u305f\u30b3\u30fc\u30c9\u751f\u6210\u3092\u53ef\u80fd\u306b)<\/li>\n<li>\u6700\u7d42\u56de\u7b54: <code>final_answer()<\/code>\u30c4\u30fc\u30eb\u3067\u6700\u7d42\u51fa\u529b\u3092\u8fd4\u5374\u3057\u3066\u7d42\u4e86<\/li>\n<\/ul>\n<p>\u5b9f\u969b\u306b\u51fa\u529b\u3092\u898b\u308b\u3068\u305d\u306e\u3088\u3046\u306a\u5185\u5bb9\u304c\u89b3\u5bdf\u3067\u304d\u307e\u3059\u3002<\/p>\n<details>\n<summary>\u51fa\u529b\u4f8b<\/summary>\n<\/details>\n<pre class=\"code bash\" data-lang=\"bash\" data-unlink=\"\">Thought:                                                                                                                                                                          \n\u591a\u6b21\u5143\uff08\u91cd\u91cf\u30fb\u4f53\u7a4d\uff090-1\u30ca\u30c3\u30d7\u30b5\u30c3\u30af\u554f\u984c\u306a\u306e\u3067\u3001\u6574\u6570\u8a08\u753b\uff08\u6df7\u5408\u6574\u6570\u6700\u9069\u5316\uff09\u3067\u89e3\u304d\u307e\u3059\u3002pulp\u3092\u4f7f\u3044\u3001\u5404\u30a2\u30a4\u30c6\u30e0\u306b\u5bfe\u3057\u3066\u4e8c\u5024\u5909\u6570\u3092\u4f5c\u308a\u3001\u4fa1\u5024\u306e\u7dcf\u548c\u3092\u6700\u5927\u5316\u3001\u91cd\u91cf\u2264100\u3001\u4f53\u7a4d\u226480\u306e\u5236\u7d04\u3092\u8ab2\n\u3057\u307e\u3059\u3002\u89e3\u306e\u9078\u629e\u30a2\u30a4\u30c6\u30e0\u3068\u5408\u8a08\uff08\u4fa1\u5024\u30fb\u91cd\u91cf\u30fb\u4f53\u7a4d\uff09\u3092\u51fa\u529b\u3057\u3001\u305d\u306e\u7d50\u679c\u3092 final_answer \u306b\u6e21\u3057\u307e\u3059\u3002                                                                                  \n\n\n\n\u250f\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2513\n\u2503                                                                                    \u554f\u984c\u5b9a\u7fa9                                                                                    \u2503\n\u2517\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u251b\nThought:                                                                                                                                                                          \n\u591a\u6b21\u5143\uff08\u91cd\u91cf\u30fb\u4f53\u7a4d\uff090-1\u30ca\u30c3\u30d7\u30b5\u30c3\u30af\u554f\u984c\u306a\u306e\u3067\u3001\u6574\u6570\u8a08\u753b\uff08\u6df7\u5408\u6574\u6570\u6700\u9069\u5316\uff09\u3067\u89e3\u304d\u307e\u3059\u3002pulp\u3092\u4f7f\u3044\u3001\u5404\u30a2\u30a4\u30c6\u30e0\u306b\u5bfe\u3057\u3066\u4e8c\u5024\u5909\u6570\u3092\u4f5c\u308a\u3001\u4fa1\u5024\u306e\u7dcf\u548c\u3092\u6700\u5927\u5316\u3001\u91cd\u91cf\u2264100\u3001\u4f53\u7a4d\u226480\u306e\u5236\u7d04\u3092\u8ab2\n\u3057\u307e\u3059\u3002\u89e3\u306e\u9078\u629e\u30a2\u30a4\u30c6\u30e0\u3068\u5408\u8a08\uff08\u4fa1\u5024\u30fb\u91cd\u91cf\u30fb\u4f53\u7a4d\uff09\u3092\u51fa\u529b\u3057\u3001\u305d\u306e\u7d50\u679c\u3092 final_answer \u306b\u6e21\u3057\u307e\u3059\u3002                                                                                  \n\n\nitems = [ {'name': 'A1', 'weight': 12, 'volume': 8, 'value': 15000}, {'name': 'A2', 'weight': 8, 'volume': 11, 'value': 12000}, {'name': 'A3', 'weight': 15, 'volume': 7, 'value':\n18000}, {'name': 'A4', 'weight': 6, 'volume': 9, 'value': 8000}, {'name': 'A5', 'weight': 10, 'volume': 12, 'value': 14000}, {'name': 'B1', 'weight': 9, 'volume': 6, 'value':    \n11000}, {'name': 'B2', 'weight': 14, 'volume': 10, 'value': 17000}, {'name': 'B3', 'weight': 7, 'volume': 8, 'value': 9500}, {'name': 'B4', 'weight': 11, 'volume': 5, 'value':   \n13000}, {'name': 'B5', 'weight': 5, 'volume': 11, 'value': 7000}, {'name': 'C1', 'weight': 13, 'volume': 9, 'value': 16000}, {'name': 'C2', 'weight': 8, 'volume': 7, 'value':    \n10500}, {'name': 'C3', 'weight': 6, 'volume': 10, 'value': 8500}, {'name': 'C4', 'weight': 12, 'volume': 6, 'value': 14500}, {'name': 'C5', 'weight': 9, 'volume': 8, 'value':    \n11500}, {'name': 'D1', 'weight': 10, 'volume': 9, 'value': 13500}, {'name': 'D2', 'weight': 7, 'volume': 12, 'value': 10000}, {'name': 'D3', 'weight': 15, 'volume': 5, 'value':  \n17500}, {'name': 'D4', 'weight': 8, 'volume': 8, 'value': 10800}, {'name': 'D5', 'weight': 11, 'volume': 7, 'value': 14200}, {'name': 'E1', 'weight': 6, 'volume': 6, 'value':    \n7800}, {'name': 'E2', 'weight': 13, 'volume': 11, 'value': 16500}, {'name': 'E3', 'weight': 9, 'volume': 10, 'value': 12200}, {'name': 'E4', 'weight': 14, 'volume': 8, 'value':  \n17200}, {'name': 'E5', 'weight': 5, 'volume': 7, 'value': 6500}, {'name': 'F1', 'weight': 10, 'volume': 5, 'value': 12500}, {'name': 'F2', 'weight': 12, 'volume': 10, 'value':   \n15500}, {'name': 'F3', 'weight': 8, 'volume': 9, 'value': 10200}, {'name': 'F4', 'weight': 7, 'volume': 6, 'value': 8800}, {'name': 'F5', 'weight': 11, 'volume': 8, 'value':     \n13800} ]                                                                                                                                                                          \n\n\u250f\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2513\n\u2503                                                                                    \u554f\u984c\u5b9a\u7fa9                                                                                    \u2503\n\u2517\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u251b\n\nprob = pulp.LpProblem(\"MultiDim_Knapsack\", pulp.LpMaximize)                                                                                                                       \n\n\u250f\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2513\n\u2503                                                                                      \u5909\u6570                                                                                      \u2503\n\u2517\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u251b\n\nnames = [it['name'] for it in items] x = pulp.LpVariable.dicts('x', names, lowBound=0, upBound=1, cat='Binary')                                                                   \n\n\u250f\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2513\n\u2503                                                                             \u76ee\u7684\u95a2\u6570\uff1a\u4fa1\u5024\u306e\u6700\u5927\u5316                                                                             \u2503\n\u2517\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u251b\n\nprob += pulp.lpSum([it['value'] * x[it['name']] for it in items])                                                                                                                 \n\n\u250f\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2513\n\u2503                                                                                \u5236\u7d04\uff1a\u91cd\u91cf\u3001\u4f53\u7a4d                                                                                \u2503\n\u2517\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u251b\n\nprob += pulp.lpSum([it['weight'] * x[it['name']] for it in items])  0.5: selected.append(it['name']) total_weight += it['weight']     \ntotal_volume += it['volume'] total_value += it['value']                                                                                                                           \n\nprint(\"Selected items:\", selected) print(\"Total value:\", total_value) print(\"Total weight:\", total_weight) print(\"Total volume:\", total_volume)                                   \n\n\u250f\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2513\n\u2503                                                                                   \u8a73\u7d30\u30ea\u30b9\u30c8                                                                                   \u2503\n\u2517\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u251b\n\nprint(\"Details of selected items:\") for it in items: if it['name'] in selected: print(it)                                                                                         \n\n\u250f\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2513\n\u2503                                                                           \u6700\u7d42\u7d50\u679c\u3092\u8fd4\u3059\uff08\u65e5\u672c\u8a9e\u3067\uff09                                                                           \u2503\n\u2517\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u251b\n\n\nresult_text = ( f\"\u6700\u9069\u306a\u7d44\u307f\u5408\u308f\u305b: {selected}\\n\" f\"\u5408\u8a08\u4fa1\u5024: {total_value} (\u5358\u4f4d)\\n\" f\"\u5408\u8a08\u91cd\u91cf: {total_weight} kg (\u5236\u7d04: 100 kg)\\n\" f\"\u5408\u8a08\u4f53\u7a4d: {total_volume} L (\u5236\u7d04: 80 L)\\n\"\n) final_answer(result_text)                                                                                                                                                       \n\u6700\u9069\u306a\u7d44\u307f\u5408\u308f\u305b: ['A2', 'A3', 'A5', 'C2', 'D1', 'D4', 'D5', 'E1', 'E4', 'F1']\n\u5408\u8a08\u4fa1\u5024: 130500 (\u5358\u4f4d)\n\u5408\u8a08\u91cd\u91cf: 100 kg (\u5236\u7d04: 100 kg)\n\u5408\u8a08\u4f53\u7a4d: 80 L (\u5236\u7d04: 80 L)<\/pre>\n<p>\u307e\u305f\u3001<code>planning_interval<\/code>\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8a2d\u5b9a\u3059\u308b\u3068\u4e8b\u524d\u306b\u30bf\u30b9\u30af\u30d7\u30e9\u30f3\u30cb\u30f3\u30b0\u3092\u884c\u3063\u305f\u308a\u3001<code>return_full_result=True<\/code>\u3092\u6e21\u3059\u3068<code>print<\/code>\u3067\u51fa\u529b\u3055\u308c\u308b\u4e2d\u9593\u51fa\u529b\u306a\u3069\u306e\u30ed\u30b0\u306b\u3082\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\u4eca\u56de\u306f\u3001\u3053\u306eCodeAgent\u3092\u691c\u8a3c\u306b\u7528\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"\u5b9f\u9a13\">\u5b9f\u9a13<\/h2>\n<h3 id=\"\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/h3>\n<p>\u4eca\u56de\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u691c\u8a3c\u7528\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002<br \/>\u307e\u305a\u6b63\u89e3\u30c7\u30fc\u30bf\u3067\u3059\u304c\u3001\u8acb\u6c42\u66f8\u304b\u3089\u62bd\u51fa\u3057\u305f\u8868\u3068\u305d\u306e\u8868\u304b\u30891:1\u3067\u4ed5\u8a33\u3092\u5207\u308b\u524d\u63d0\u3067\u3001\u5b9f\u969b\u306b\u4ed5\u8a33\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3057\u3066\u6e96\u5099\u3057\u307e\u3057\u305f\u3002<br \/>\u305f\u3060\u3057\u3001\u65e2\u5b58\u306e\u304a\u5ba2\u69d8\u306f\u8868\u3068\u4ed5\u8a33\u306e\u5bfe\u5fdc\u95a2\u4fc2\u304cN:1\u306b\u306a\u308b\u3053\u3068\u3082\u3042\u308b\u306e\u3067\u3001\u30e9\u30f3\u30c0\u30e0\u3067\u540c\u3058\u52d8\u5b9a\u79d1\u76ee\u3084\u90e8\u9580\u306e\u3082\u306e\u3092\u5408\u7b97\u3055\u305b\u305f\u308a\u3068\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u306b\u3057\u307e\u3057\u305f\u3002<br \/>\u30a4\u30e1\u30fc\u30b8\u3068\u3057\u3066\u306f\u4ed5\u8a33\u4e00\u884c\u306b\u5bfe\u3057\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u304c\u4f5c\u6210\u3055\u308c\u308b\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<code>label<\/code>\u304c\u8907\u6570\u3042\u308b\u5834\u5408\u306f\u3001\u8868\u306e\u8907\u6570\u306e\u884c\u304b\u3089\u305d\u306e\u4ed5\u8a33\u304c\u4f5c\u6210\u3055\u308c\u305f\u3053\u3068\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002<br \/>(\u5b9f\u969b\u306b\u306f\u30011:N\u3067\u8868\u306e\u5185\u5bb9\u3092\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5358\u4f4d\u3067\u6309\u5206\u3059\u308b\u3053\u3068\u3082\u3042\u308b\u306e\u3067\u3059\u304c\u3001\u3053\u306e\u6a5f\u80fd\u3068\u3057\u3066\u306f\u6b63\u78ba\u306b\u8868\u306e\u5929\u6c17\u3092\u3059\u308b\u3053\u3068\u3092\u30b9\u30b3\u30fc\u30d7\u306b\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u5bfe\u8c61\u5916\u3068\u3057\u3066\u3044\u307e\u3059)<\/p>\n<pre class=\"code lang-json\" data-lang=\"json\" data-unlink=\"\"><span class=\"synSpecial\">{<\/span>\n  \"<span class=\"synStatement\">journal_idx<\/span>\": <span class=\"synConstant\">0<\/span>,\n  \"<span class=\"synStatement\">account_item_name<\/span>\": \"<span class=\"synConstant\">\u5e83\u544a\u5ba3\u4f1d\u8cbb<\/span>\",\n  \"<span class=\"synStatement\">section_name<\/span>\": \"<span class=\"synConstant\">\u55b6\u696d\u672c\u90e8<\/span>\",\n  \"<span class=\"synStatement\">amount<\/span>\": <span class=\"synConstant\">6655000<\/span>,\n  \"<span class=\"synStatement\">label<\/span>\": <span class=\"synSpecial\">[<\/span>\n    <span class=\"synSpecial\">{<\/span> \"<span class=\"synStatement\">table_idx<\/span>\": <span class=\"synConstant\">0<\/span>, \"<span class=\"synStatement\">row_idx<\/span>\": <span class=\"synConstant\">1<\/span> <span class=\"synSpecial\">}<\/span>,\n    <span class=\"synSpecial\">{<\/span> \"<span class=\"synStatement\">table_idx<\/span>\": <span class=\"synConstant\">0<\/span>, \"<span class=\"synStatement\">row_idx<\/span>\": <span class=\"synConstant\">2<\/span> <span class=\"synSpecial\">}<\/span>,\n    <span class=\"synSpecial\">{<\/span> \"<span class=\"synStatement\">table_idx<\/span>\": <span class=\"synConstant\">0<\/span>, \"<span class=\"synStatement\">row_idx<\/span>\": <span class=\"synConstant\">3<\/span> <span class=\"synSpecial\">}<\/span>,\n    <span class=\"synSpecial\">{<\/span> \"<span class=\"synStatement\">table_idx<\/span>\": <span class=\"synConstant\">0<\/span>, \"<span class=\"synStatement\">row_idx<\/span>\": <span class=\"synConstant\">4<\/span> <span class=\"synSpecial\">}<\/span>,\n    <span class=\"synSpecial\">{<\/span> \"<span class=\"synStatement\">table_idx<\/span>\": <span class=\"synConstant\">0<\/span>, \"<span class=\"synStatement\">row_idx<\/span>\": <span class=\"synConstant\">6<\/span> <span class=\"synSpecial\">}<\/span>,\n    <span class=\"synSpecial\">{<\/span> \"<span class=\"synStatement\">table_idx<\/span>\": <span class=\"synConstant\">1<\/span>, \"<span class=\"synStatement\">row_idx<\/span>\": <span class=\"synConstant\">0<\/span> <span class=\"synSpecial\">}<\/span>,\n    <span class=\"synSpecial\">{<\/span> \"<span class=\"synStatement\">table_idx<\/span>\": <span class=\"synConstant\">1<\/span>, \"<span class=\"synStatement\">row_idx<\/span>\": <span class=\"synConstant\">1<\/span> <span class=\"synSpecial\">}<\/span>,\n    <span class=\"synSpecial\">{<\/span> \"<span class=\"synStatement\">table_idx<\/span>\": <span class=\"synConstant\">2<\/span>, \"<span class=\"synStatement\">row_idx<\/span>\": <span class=\"synConstant\">0<\/span> <span class=\"synSpecial\">}<\/span>,\n    <span class=\"synSpecial\">{<\/span> \"<span class=\"synStatement\">table_idx<\/span>\": <span class=\"synConstant\">2<\/span>, \"<span class=\"synStatement\">row_idx<\/span>\": <span class=\"synConstant\">1<\/span> <span class=\"synSpecial\">}<\/span>,\n    <span class=\"synSpecial\">{<\/span> \"<span class=\"synStatement\">table_idx<\/span>\": <span class=\"synConstant\">2<\/span>, \"<span class=\"synStatement\">row_idx<\/span>\": <span class=\"synConstant\">2<\/span> <span class=\"synSpecial\">}<\/span>\n  <span class=\"synSpecial\">]<\/span>\n<span class=\"synSpecial\">}<\/span>\n<\/pre>\n<p>\u30c7\u30fc\u30bf\u91cf\u3068\u3057\u3066\u306f\u6570100\u66f8\u985e\u307b\u3069\u306b\u3057\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3067\u6b63\u78ba\u306a\u691c\u8a3c\u3092\u884c\u3046\u3088\u308a\u3082\u3001Agent\u306e\u8a66\u884c\u932f\u8aa4\u3092\u9ad8\u901f\u5316\u3059\u308b\u3053\u3068\u3092\u512a\u5148\u3057\u3066\u691c\u8a3c\u3092\u884c\u3044\u307e\u3057\u305f\u3002<br \/>\u8a55\u4fa1\u3068\u3057\u3066\u306f\u3001\u3069\u308c\u304f\u3089\u3044\u4e88\u6e2c\u3057\u305f\u8868\u3068\u884c\u304c\u4ed5\u8a33\u5358\u4f4d\u3067\u88ab\u3063\u3066\u3044\u305f\u304b\u3092\u8a08\u7b97\u3057\u3001\u5168\u4f53\u306eJaccard\u4fc2\u6570\u3068Precision\u3001Recall\u3067\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"\u7d50\u679c\">\u7d50\u679c<\/h3>\n<p>CodeAgent\u3067\u672c\u5f53\u306b\u7cbe\u5ea6\u304c\u826f\u304f\u306a\u308b\u306e\u304b\u3092\u78ba\u304b\u3081\u308b\u305f\u3081\u306b\u6bd4\u8f03\u3068\u3057\u3066\u3001\u5358\u7d14\u306b\u4e00\u5ea6\u3060\u3051\u63a8\u8ad6\u3092\u884c\u3046LLM\u3068\u6bd4\u8f03\u3055\u305b\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306asystem prompt\u3092\u6301\u3061\u3001user prompt\u306b\u62bd\u51fa\u3057\u305f\u8868\u5168\u3066\u306emarkdown\u3068\u4ed5\u8a33\u7d50\u679c\u306emarkdown\u3092\u4e0e\u3048\u3066\u63a8\u8ad6\u3055\u305b\u305f\u30e2\u30c7\u30eb\u3092\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3068\u3057\u307e\u3057\u305f\u3002\u30d7<\/p>\n<pre class=\"code lang-xml\" data-lang=\"xml\" data-unlink=\"\">        \u3042\u306a\u305f\u306f\u8acb\u6c42\u66f8\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u8868\u304b\u3089\u4ed5\u8a33\u3092\u4f5c\u6210\u3059\u308b\u5c02\u9580\u5bb6\u3067\u3059\u3002\n        \u4ee5\u4e0b\u306e\u3088\u3046\u306a\u624b\u9806\u3067\u4ed5\u8a33\u306b\u5229\u7528\u3057\u305f\u8868\u3068\u3069\u306e\u884c\u304c\u4ed5\u8a33\u306b\u4f7f\u7528\u3055\u308c\u305f\u306e\u304b\u3092\u7a81\u5408\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n        <span class=\"synIdentifier\"><procedure\/><\/span>\n          \u30e6\u30fc\u30b6\u306b\u3088\u3063\u3066\u6700\u7d42\u7684\u306b\u4f5c\u6210\u3055\u308c\u305f\u4ed5\u8a33\u3068\u3001\u8acb\u6c42\u66f8\u304b\u3089\u62bd\u51fa\u3055\u308c\u305f\u8868\u306e\u4e00\u89a7\u304c\u4e0e\u3048\u3089\u308c\u307e\u3059\u3002\n          1. \u5404\u8868\u304b\u3089\u91d1\u984d\u306e\u8a18\u8f09\u90e8\u5206\u304c\u3069\u3053\u306b\u306a\u308b\u306e\u304b\u3092\u7279\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n          2. \u91d1\u984d\u306e\u7d44\u307f\u5408\u308f\u305b\u304b\u3089\u4ed5\u8a33\u306e\u91d1\u984d\u3092\u518d\u73fe\u3067\u304d\u308b\u8868\u3092\u7279\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n          3. \u8907\u6570\u306e\u7a81\u5408\u5019\u88dc\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u52d8\u5b9a\u79d1\u76ee\u306e\u5024\u3084\u90e8\u9580\u306e\u5024\u3092\u53c2\u8003\u306b\u4e00\u81f4\u3059\u308b\u884c\u3092\u7279\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n          4. \u4ed5\u8a33\u306e\u91d1\u984d\u3092\u518d\u73fe\u3067\u304d\u308b\u8868\u3068\u305d\u306e\u884c\u3092\u51fa\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n        <span class=\"synIdentifier\"\/>\n        <span class=\"synIdentifier\"><notification\/><\/span>\n          \u8868\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u91d1\u984d\u304b\u3089\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u4fee\u6b63\u304c\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308b\u306e\u3067\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n          - \u8868\u306b\u306f\u91d1\u984d\u304c\u7a0e\u629c\u304d\u91d1\u984d\u3067\u66f8\u304b\u308c\u3066\u304a\u308a\u3001\u4ed5\u8a33\u3067\u306f1.1\u500d\u30841.08\u500d\u3055\u308c\u305f\u7a0e\u8fbc\u91d1\u984d\u3067\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n          - \u8868\u306e\u8907\u6570\u884c\u3092\u7528\u3044\u3066\u4ed5\u8a331\u884c\u3092\u4f5c\u6210\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n        <span class=\"synIdentifier\"\/>\n        <span class=\"synIdentifier\"><self_reflection\/><\/span>\n        \u307e\u305a\u3001\u81ea\u4fe1\u304c\u6301\u3066\u308b\u307e\u3067\u3069\u306e\u3088\u3046\u306a\u624b\u9806\u3067\u62bd\u51fa\u3059\u308b\u304b\u3092\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n        \u5fc5\u305a\u3001\u4e88\u6e2c\u3057\u305f\u7d50\u679c\u304b\u3089\u4ed5\u8a33\u884c\u5358\u4f4d\u3067\u91d1\u984d\u304c\u518d\u73fe\u3067\u304d\u308b\u304b\u3092\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n        \u8907\u6570\u306e\u7a81\u5408\u5019\u88dc\u304c\u8003\u3048\u3089\u308c\u308b\u5834\u5408\u306f\u3001\u4e00\u500b\u306e\u307f\u3092\u51fa\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n        <span class=\"synIdentifier\"\/>\n<\/pre>\n<p>\u3053\u308c\u306b\u5bfe\u3057\u3001\u540c\u69d8\u306eprompt\u3092\u5165\u529b\u306b\u3042\u305f\u3048\u305fCodeAgent\u3068\u306e\u7cbe\u5ea6\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<br \/>\n\u4ee5\u4e0b\u304c\u7d50\u679c\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th> \u624b\u6cd5                <\/th>\n<th> LLM \u30e2\u30c7\u30eb  <\/th>\n<th> \u30d1\u30e9\u30e1\u30fc\u30bf                          <\/th>\n<th> \u5b9f\u884c\u6642\u9593 (*)   <\/th>\n<th> Jaccard  <\/th>\n<th> Recall   <\/th>\n<th> Precision <\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td> LLM (Responses API) <\/td>\n<td> GPT4.1-mini <\/td>\n<td> &#8211;                                   <\/td>\n<td> 17.01(req \/ s) <\/td>\n<td>  0.28198 <\/td>\n<td> 0.34994  <\/td>\n<td> 0.59217   <\/td>\n<\/tr>\n<tr>\n<td> LLM (Responses API) <\/td>\n<td> GPT5-mini   <\/td>\n<td> {&#8220;reasoning&#8221;: {&#8220;effort&#8221;: &#8220;low&#8221;}}   <\/td>\n<td> 4.55 (req\/s)   <\/td>\n<td> 0.32735  <\/td>\n<td>  0.41264 <\/td>\n<td> 0.61298   <\/td>\n<\/tr>\n<tr>\n<td> LLM (Responses API) <\/td>\n<td> GPT5-mini   <\/td>\n<td> {&#8220;reasoning&#8221;: {&#8220;effort&#8221;: &#8220;medium&#8221;}} <\/td>\n<td> 1.19 (req\/s)   <\/td>\n<td> 0.44092  <\/td>\n<td> 0.50051  <\/td>\n<td> 0.78738   <\/td>\n<\/tr>\n<tr>\n<td> LLM (Responses API) <\/td>\n<td> GPT5-mini   <\/td>\n<td> {&#8220;reasoning&#8221;: {&#8220;effort&#8221;: &#8220;high&#8221;}}   <\/td>\n<td> 0.34 (req\/s)   <\/td>\n<td> 0.44112  <\/td>\n<td> 0.48509  <\/td>\n<td> <strong>0.82952<\/strong>   <\/td>\n<\/tr>\n<tr>\n<td> CodeAgent           <\/td>\n<td> GPT4.1-mini <\/td>\n<td> &#8211;                                   <\/td>\n<td> 1.48 (req \/ s) <\/td>\n<td> 0.37084  <\/td>\n<td> 0.44707  <\/td>\n<td> 0.68503   <\/td>\n<\/tr>\n<tr>\n<td> CodeAgent           <\/td>\n<td> GPT5-mini   <\/td>\n<td> {&#8220;reasoning&#8221;: {&#8220;effort&#8221;: &#8220;low&#8221;}}   <\/td>\n<td>   2.31 (req\/s)             <\/td>\n<td> 0.35098  <\/td>\n<td> 0.41212  <\/td>\n<td> 0.70202   <\/td>\n<\/tr>\n<tr>\n<td> CodeAgent           <\/td>\n<td> GPT5-mini   <\/td>\n<td> {&#8220;reasoning&#8221;: {&#8220;effort&#8221;: &#8220;medium&#8221;}}   <\/td>\n<td>   1.64 (req\/s)             <\/td>\n<td> 0.38990  <\/td>\n<td> 46043  <\/td>\n<td> 0.71680   <\/td>\n<\/tr>\n<tr>\n<td> CodeAgent           <\/td>\n<td> GPT5-mini   <\/td>\n<td> {&#8220;reasoning&#8221;: {&#8220;effort&#8221;: &#8220;high&#8221;}}   <\/td>\n<td>   0.025 (req\/s)             <\/td>\n<td><strong> 0.48297<\/strong> <\/td>\n<td> <strong>0.56834<\/strong>  <\/td>\n<td> 0.74983   <\/td>\n<\/tr>\n<tr>\n<td> CodeAgent           <\/td>\n<td> GPT5-mini   <\/td>\n<td> {&#8220;reasoning&#8221;: {&#8220;effort&#8221;: &#8220;high&#8221;}, &#8220;verbosity&#8221;: &#8220;low&#8221;}   <\/td>\n<td>   0.053 (req\/s)             <\/td>\n<td> 0.46480  <\/td>\n<td> 0.55652  <\/td>\n<td> 0.72824   <\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>(* \u518d\u5927100\u4e26\u5217\u3067API\u3092\u5b9f\u884c\u3057\u3066\u304a\u308a\u3001180sec\u3067\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u308b\u305f\u3081\u53c2\u8003\u5024\u3002\u307e\u305fCodeAgent\u306fLocalRunner\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u305f\u3081GIL\u306e\u5f71\u97ff\u3082\u53d7\u3051\u3066\u3044\u307e\u3059\u3002)<\/p>\n<p>\u7d50\u679c\u3068\u3057\u3066CodeAgent\u3092\u7528\u3044\u305f\u7d50\u679c\u304c\u8ad6\u6587\u306a\u3069\u3067\u5831\u544a\u3055\u308c\u3066\u3044\u308b\u901a\u308a\u7cbe\u5ea6\u304c\u9ad8\u304f\u306a\u308a\u307e\u3057\u305f\u304c\u3001\u610f\u5916\u3068\u5358\u7d14\u306bLLM\u3067\u30dd\u30f3\u3059\u308b\u3060\u3051\u3067\u3082\u7cbe\u5ea6\u304c\u9ad8\u304f\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3082\u4f4e\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002<br \/>\u4eca\u56de\u306e\u3088\u3046\u306a\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u306f\u3001GPT5\u30ec\u30d9\u30eb\u306e\u63a8\u8ad6\u80fd\u529b\u3067\u7279\u306bCodeAgent\u3092\u4f7f\u7528\u3057\u306a\u304f\u3066\u3082\u3001\u5358\u7d14\u306breasnong_effort\u3092\u5927\u304d\u304f\u3059\u308b\u3060\u3051\u3067\u7cbe\u5ea6\u6539\u5584\u304c\u898b\u8fbc\u3081\u308b\u3088\u3046\u3067\u3059\u3002<br \/>\u5b9f\u969b\u3001GPT4.1\u306e\u5834\u5408\u306b\u6bd4\u3079\u3066CodeAgent\u3092\u7528\u3044\u308b\u3053\u3068\u306b\u3088\u308b\u6027\u80fd\u306b\u5bfe\u3059\u308b\u5bc4\u4e0e\u304c\u5c0f\u3055\u304f\u306a\u3063\u3066\u3044\u308b\u69d8\u5b50\u3082\u89b3\u5bdf\u3067\u304d\u307e\u3059\u3002<br \/>\u4eca\u306e\u6642\u4ee3\u3060\u3068\u7d20\u306eGPT5\u3067\u3082CodeAgent\u306b\u5339\u6575\u3059\u308b\u6027\u80fd\u304c\u3001\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3067\u3082\u30b3\u30b9\u30d1\u826f\u304f\u51fa\u305b\u305d\u3046\u306a\u306e\u3067\u3001\u5b9f\u52d9\u3067\u53d6\u308a\u7d44\u3080\u4e0a\u3067\u306f\u307e\u305aGPT5\u3092\u4f7f\u3044\u305d\u3046\u3068\u3044\u3046\u6240\u611f\u3067\u3059\u3002<\/p>\n<p>\u3068\u306f\u3044\u3048\u3001\u4eca\u56de\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u306f\u3001\u5b9f\u7528\u3059\u308b\u306b\u306f\u7cbe\u5ea6\u3068\u3057\u3066\u306f\u307e\u3060\u307e\u3060\u6539\u5584\u306e\u4f59\u5730\u304c\u3042\u308a\u307e\u3059\u3002CodeAgent\u306e\u5834\u5408\u306f\u3001\u5b9f\u969b\u306b\u5b9f\u884c\u3057\u305f\u30b3\u30fc\u30c9\u3082\u30ed\u30b0\u3068\u3057\u3066\u53d6\u5f97\u3067\u304d\u308b\u306e\u3067\u3001\u305d\u306e\u30ed\u30b0\u3092\u7528\u3044\u3066prompt\u3092\u6539\u5584\u3059\u308b\u3068\u3044\u3063\u305f\u30c7\u30d0\u30c3\u30b0\u7528\u9014\u3068\u3057\u3066\u3082\u6709\u7528\u3060\u3068\u611f\u3058\u307e\u3057\u305f\u3002\u666e\u901a\u306eAPI\u5b9f\u884c\u3067\u3082\u601d\u8003\u904e\u7a0b\u3092\u9664\u304f\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u304c\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u7684\u306b\u306f\u898b\u6163\u308c\u305f\u30b3\u30fc\u30c9\u3067\u78ba\u8a8d\u3067\u304d\u308b\u3068\u30c7\u30d0\u30c3\u30b0\u304c\u6357\u308a\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u4eca\u56de\u5931\u6557\u3057\u3066\u3044\u305f\u30b1\u30fc\u30b9\u3060\u3068\u300c\u7a0e\u8fbc\u5909\u63db\u300d\u3068\u3044\u3063\u305f\u51e6\u7406\u6642\u306e\u56db\u6368\u4e94\u5165\u3068\u3044\u3063\u305f\u7aef\u6570\u51e6\u7406\u304c\u4e0a\u624b\u304f\u3044\u3063\u3066\u304a\u3089\u305a\u3001Validation\u304c\u901a\u3089\u306a\u3044\u305f\u3081\u4f55\u3082\u51fa\u529b\u3057\u306a\u3044\u3068\u3044\u3063\u305f\u4e8b\u8c61\u304c\u3042\u308a\u307e\u3057\u305f\u3002<br \/>\u3053\u306e\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3092\u4e00\u3064\u4e00\u3064\u62fe\u3063\u3066prompt\u306e\u6307\u793a\u306b\u7d44\u307f\u8fbc\u3093\u3067\u3044\u304d\u3001\u3088\u308a\u7cbe\u5ea6\u306e\u9ad8\u3044\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u306e\u304c\u4eca\u5f8c\u306e\u8ab2\u984c\u3067\u3059\u3002<\/p>\n<h2 id=\"\u6700\u5f8c\u306b\">\u6700\u5f8c\u306b<\/h2>\n<p>\u4eca\u56de\u306fCodeAgent\u3092\u4f7f\u3063\u305f\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210\u65b9\u6cd5\u306e\u691c\u8a3c\u3092\u884c\u3044\u307e\u3057\u305f\u3002<br 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\/>\n\u3082\u3057\u3001\u5c11\u3057\u3067\u3082LayerX\u3067Agent\u958b\u767a\u3084\u305d\u306e\u57fa\u76e4\u958b\u767a\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u7d44\u307f\u8fbc\u307f\u306a\u3069\u306b\u8208\u5473\u304c\u3042\u308b\u65b9\u3001\u5168\u65b9\u4f4d\u3067\u63a1\u7528\u4e2d\u306a\u306e\u3067\u662f\u975e\u304a\u58f0\u304c\u3051\u304f\u3060\u3055\u3044\uff01<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fjobs.layerx.co.jp%2Ff52b32539b254cffbca6af0713406449\" title=\"Kaggler\u76ee\u7dda\u3067\u306eLayerX\u306e\u9b45\u529b\u306b\u3064\u3044\u3066\u304a\u8a71\u3057\u307e\u3059 \/ LayerX \u63a1\u7528\u60c5\u5831\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/jobs.layerx.co.jp\/f52b32539b254cffbca6af0713406449\">jobs.layerx.co.jp<\/a><\/cite><br \/>\n<iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fjobs.layerx.co.jp%2F\" title=\"\u63a1\u7528\u60c5\u5831 \/ LayerX\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/jobs.layerx.co.jp\/\">jobs.layerx.co.jp<\/a><\/cite><\/p>\n<p>\u660e\u65e5\u306f\u3001SRE\u30c1\u30fc\u30e0\u306e<a target=\"_blank\" href=\"https:\/\/x.com\/taddy_919\">taddy<\/a>\u3055\u3093\u304b\u3089Agent\u306e\u793e\u5185\u6d3b\u7528\u306b\u3064\u3044\u3066\u306e\u8a18\u4e8b\u304c\u516c\u958b\u4e88\u5b9a\u3067\u3059\uff01\u304a\u697d\u3057\u307f\u306b\uff01<\/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 = 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[&hellip;]","protected":false},"author":1,"featured_media":6599,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-6598","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>AI\u660e\u7d30\u4ed5\u8a33\u6a5f\u80fd\u306b\u304a\u3051\u308bCodeAgent\u3092\u7528\u3044\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210 - LayerX \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\" href=\"https:\/\/tech.layerx.co.jp\/entry\/2025\/09\/23\/081316\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI\u660e\u7d30\u4ed5\u8a33\u6a5f\u80fd\u306b\u304a\u3051\u308bCodeAgent\u3092\u7528\u3044\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210 - LayerX \u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0 - \u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"og:description\" content=\"\u3053\u3093\u306b\u3061\u306f\u3002 LayerX\u306e\u30d0\u30af\u30e9\u30af\u4e8b\u696d\u90e8\u306eAI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u90e8\u3067\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u3092\u52d9\u3081\u3066\u304a\u308a\u307e\u3059\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5cf6\u8d8a\uff08@nt_4o54\uff09\u3067\u3059\u3002\u3053\u3061\u3089\u306fLayerX AI Agent\u30d6\u30ed\u30b0\u30ea\u30ec\u30fc10\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002\u524d\u56de\u306e\u8a18\u4e8b [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/tech.layerx.co.jp\/entry\/2025\/09\/23\/081316\" 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