{"id":18468,"date":"2025-10-23T15:40:12","date_gmt":"2025-10-23T15:40:12","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=18468"},"modified":"2025-10-23T15:40:12","modified_gmt":"2025-10-23T15:40:12","slug":"ai-agent%e6%99%82%e4%bb%a3%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%80%8c%e4%bd%bf%e3%81%88%e3%81%b0%e4%bd%bf%e3%81%86%e3%81%bb%e3%81%a9%e8%b3%a2%e3%81%8f%e3%81%aa%e3%82%8bai%e6%a9%9f%e8%83%bd%e3%80%8d","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/18468\/","title":{"rendered":"AI Agent\u6642\u4ee3\u306b\u304a\u3051\u308b\u300c\u4f7f\u3048\u3070\u4f7f\u3046\u307b\u3069\u8ce2\u304f\u306a\u308bAI\u6a5f\u80fd\u300d\u306e\u958b\u767a &#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\/20251023\/20251023181728.png\" width=\"1200\" height=\"630\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><br \/>\nLayerX \u306e\u30d0\u30af\u30e9\u30af\u4e8b\u696d\u90e8\u306e AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u90e8\u3067\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u3057\u3066\u3044\u308b\u5cf6\u8d8a\uff08<a target=\"_blank\" href=\"https:\/\/x.com\/nt_4o54\">@nt_4o54<\/a>\uff09\u3067\u3059\u3002\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> 31 \u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002 \u6628\u65e5\u306f\u677e\u6751 (<a target=\"_blank\" href=\"https:\/\/x.com\/yu__ya4\">@yu__ya4<\/a>)\u306b\u3088\u308b\u300c<a target=\"_blank\" href=\"https:\/\/tech.layerx.co.jp\/entry\/2025\/10\/22\/133654\">Langfuse \u306e Experiment Runner SDK \u3092\u5229\u7528\u3057\u305f AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6a5f\u80fd\u306e\u6027\u80fd\u8a55\u4fa1\u3068\u5b9f\u9a13\u7ba1\u7406<\/a>\u300d\u3067\u3057\u305f\u3002<br \/>\n\u7121\u4e8b\u306b\u3053\u306e\u30d6\u30ed\u30b0\u30ea\u30ec\u30fc\u3082\u65e5\u4ed8\u63db\u7b97\u3067\u4e00\u30f6\u6708\u3092\u7a81\u7834\u3057\u307e\u3057\u305f\u3002\u904e\u53bb\u306e\u30d6\u30ed\u30b0\u8a18\u4e8b\u3082\u77e5\u898b\u304c\u6ea2\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u662f\u975e\u3054\u89a7\u304f\u3060\u3055\u3044\uff01<\/p>\n<h2 id=\"\u306f\u3058\u3081\u306b\">\u306f\u3058\u3081\u306b<\/h2>\n<p>\u4eca\u56de\u306f\u3001AI \u6a5f\u80fd\u3092\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u7d44\u307f\u8fbc\u3080\u4e0a\u3067\u91cd\u8981\u306a\u89b3\u70b9\u3067\u3042\u308b\u300c\u4f7f\u3048\u3070\u4f7f\u3046\u307b\u3069\u8ce2\u304f\u306a\u308b AI \u6a5f\u80fd\u300d\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u3053\u3068\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<br \/>\n\u300c\u4f7f\u3048\u3070\u4f7f\u3046\u307b\u3069\u8ce2\u304f\u306a\u308b AI \u6a5f\u80fd\u300d\u306b\u304a\u3044\u3066\u5927\u4e8b\u306a\u8981\u7d20\u306f\u3001\u6211\u3005\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308b SaaS \u306e\u3088\u3046\u306a\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u304a\u3044\u3066\u306f\u300c\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u300d\u3060\u3068\u8003\u3048\u307e\u3059\u3002<br \/>\n\u500b\u3005\u306e\u304a\u5ba2\u69d8\u306e\u904b\u7528\u30eb\u30fc\u30eb\u3084\u696d\u52d9\u306b\u5408\u308f\u305b\u3066\u3001\u6700\u521d\u306f\u9593\u9055\u3048\u305f\u3068\u3057\u3066\u3082\u9069\u5fdc\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u8fd1\u5e74\u306e AI \u6280\u8853\u3001\u7279\u306b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306e\u9032\u5316\u306f\u76ee\u899a\u307e\u3057\u304f\u3001LLM \u3092\u7d44\u307f\u8fbc\u3093\u3060\u30d7\u30ed\u30c0\u30af\u30c8\u3082\u5897\u3048\u3066\u304d\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305d\u308c\u306b\u4f34\u3044<strong>\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u304a\u3051\u308b\u300cAI \u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u300d\u3068\u3044\u3046\u6982\u5ff5\u3082\u8ee2\u63db\u671f\u3092\u8fce\u3048\u3066\u3044\u308b<\/strong>\u3088\u3046\u306b\u611f\u3058\u307e\u3059\u3002<br \/>LLM \u4ee5\u524d\u306e\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3068\u306f\u3001\u500b\u5225\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u5b9a\u671f\u7684\u306b\u518d\u5b66\u7fd2\u3055\u305b\u305f\u308a\u3001\u7279\u5fb4\u91cf\u3092\u66f4\u65b0\u3057\u305f\u308a\u3059\u308b\u30e2\u30c7\u30eb\u4e2d\u5fc3\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u4e3b\u6d41\u3067\u3057\u305f\u3002<br \/>\n\u3057\u304b\u3057\u3001LLM \u3092\u57fa\u76e4\u3068\u3057\u305f AI Agent \u304c\u30d7\u30ed\u30c0\u30af\u30c8\u306e\u4e3b\u6d41\u3068\u306a\u308b\u73fe\u5728\u306b\u304a\u3044\u3066\u306f\u3001\u30e2\u30c7\u30eb\u3092\u9ad8\u983b\u5ea6\u306b\u66f4\u65b0\u3055\u305b\u308b\u3053\u3068\u306f\u8a08\u7b97\u30b3\u30b9\u30c8\u3084\u904b\u7528\u8ca0\u8377\u306e\u89b3\u70b9\u304b\u3089(\u4e00\u90e8\u306e\u4f01\u696d\u3092\u9664\u3044\u3066)\u73fe\u5b9f\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u305d\u3053\u3067\u4eca\u56de\u306f\u3001AI Agent \u6a5f\u80fd\u958b\u767a\u3067\u3069\u306e\u3088\u3046\u306b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u304b\u3001\u5177\u4f53\u7684\u306a\u624b\u6cd5\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u3001\u6700\u5f8c\u306b DSPy \u3092\u7528\u3044\u305f\u5177\u4f53\u7684\u306a\u5b9f\u88c5\u306b\u3064\u3044\u3066\u3082\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"LLM-\u4ee5\u524d\u306e\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\">LLM \u4ee5\u524d\u306e\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3<\/h2>\n<p>LayerX \u3067\u306f\u3001LLM \u304c\u767b\u5834\u3059\u308b\u4ee5\u524d\u304b\u3089 AI-OCR \u306b\u4ee3\u8868\u3055\u308c\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u5185\u88fd\u3057\u3066\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u3093\u3067\u3044\u307e\u3059\u3002<br \/>\n\u53bb\u5e74\u306b\u306f\u300c\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u30c9 AI-OCR\u300d\u3068\u3044\u3046\u304a\u5ba2\u69d8\u306e\u904b\u7528\u306b\u5408\u308f\u305b\u3066\u5fc5\u8981\u306a\u5024\u3092\u63a8\u85a6\u3059\u308b\u3068\u3044\u3046\u6a5f\u80fd\u3092\u30ea\u30ea\u30fc\u30b9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fbakuraku.jp%2Fnews%2F20241126%2F\" title=\"\u30d0\u30af\u30e9\u30af\u3001AI-OCR\u3092\u5927\u5e45\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3002\u300c\u7a0e\u629c\u304d\/\u7a0e\u8fbc\u307f\u300d\u300c\u767a\u884c\u65e5\/\u53d6\u5f15\u65e5\u300d\u306a\u3069\u4f01\u696d\u306e\u904b\u7528\u306b\u5408\u308f\u305b\u305f\u81ea\u52d5\u8aad\u307f\u53d6\u308a\u30fb\u63a8\u85a6\u3092\u5b9f\u73fe - \u30d0\u30af\u30e9\u30af\" 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:\/\/bakuraku.jp\/news\/20241126\/\">bakuraku.jp<\/a><\/cite><\/p>\n<p>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u30c9 AI-OCR \u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u304a\u5ba2\u69d8\u304c\u9078\u629e\u3057\u5f97\u308b\u3042\u3089\u3086\u308b\u5019\u88dc\u3092\u62bd\u51fa\u3059\u308b\u300c\u5019\u88dc\u62bd\u51fa\u30e2\u30c7\u30eb\u300d\u3068\u305d\u306e\u4e2d\u304b\u3089\u304a\u5ba2\u69d8\u306b\u5408\u308f\u305b\u3066\u5019\u88dc\u3092\u4e26\u3073\u66ff\u3048\u308b\u300c\u63a8\u85a6\u30e2\u30c7\u30eb\u300d\u306e\u4e8c\u3064\u306e\u30e2\u30c7\u30eb\u3067\u6210\u308a\u7acb\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3053\u306e\u6a5f\u80fd\u306b\u304a\u3044\u3066\u306f\u3001\u5f8c\u6bb5\u306e\u63a8\u85a6\u30e2\u30c7\u30eb\u3092\u304a\u5ba2\u69d8\u306e\u904e\u53bb\u306e\u9078\u629e\u5c65\u6b74\u306a\u3069\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u305b\u3001\u307e\u305f\u5b9a\u671f\u7684\u306b\u7279\u5fb4\u91cf\u3092\u66f4\u65b0\u3059\u308b\u3053\u3068\u3067\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe class=\"speakerdeck-iframe\" frameborder=\"0\" src=\"https:\/\/speakerdeck.com\/player\/ddae2a0795604ceda429486770554c18?slide=18\" title=\"LayerX\u306b\u304a\u3051\u308b\u696d\u52d9\u306e\u5b8c\u5168\u81ea\u52d5\u904b\u8ee2\u5316\u306b\u5411\u3051\u305fAI\u6280\u8853\u6d3b\u7528\u4e8b\u4f8b \/ layerx-ai-jsai2025\" allowfullscreen=\"true\" style=\"border: 0px; background: padding-box padding-box rgba(0, 0, 0, 0.1); margin: 0px; padding: 0px; border-radius: 6px; box-shadow: rgba(0, 0, 0, 0.2) 0px 5px 40px; width: 100%; height: auto; aspect-ratio: 560 \/ 315;\" data-ratio=\"1.7777777777777777\"><\/iframe><\/p>\n<p>\u3053\u306e\u3088\u3046\u306a\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u306f\u3001\u300c\u3069\u306e\u3088\u3046\u306b\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u304b\u300d\u3068\u300c\u30e2\u30c7\u30eb\u304c\u8a8d\u8b58\u3067\u304d\u308b\u5f62\u3067\u30e6\u30fc\u30b6\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u3069\u3046\u96c6\u3081\u308b\u304b\u300d\u3068\u3044\u3046\u90e8\u5206\u304c\u91cd\u8981\u3067\u3057\u305f\u3002<br \/>\n\u524d\u8005\u306b\u304a\u3044\u3066\u306f\u63a8\u85a6\u30e2\u30c7\u30eb\u306e\u3088\u3046\u306a\u5f62\u3067\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u305f\u308a\u3001(\u904b\u7528\u304c\u8907\u96d1\u306b\u306f\u306a\u308a\u307e\u3059\u304c)\u3042\u308b\u7a0b\u5ea6\u306e\u30b0\u30eb\u30fc\u30d7\u3054\u3068\u306b\u30e2\u30c7\u30eb\u3092\u500b\u5225\u306b\u4f5c\u6210\u3059\u308b\u3068\u3044\u3063\u305f\u3053\u3068\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u5f8c\u8005\u306b\u304a\u3044\u3066\u306f\u30d7\u30ed\u30c0\u30af\u30c8\u306e UI\/UX \u306a\u3069\u3092\u610f\u8b58\u3057\u305f\u4e0a\u3067\u3001\u30e6\u30fc\u30b6\u306e\u8ca0\u62c5\u306b\u306a\u3089\u306a\u3044\u5f62\u3067\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u5f0a\u793e\u306e AI-OCR \u306b\u304a\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30d7\u30eb\u30c0\u30a6\u30f3\u3067\u5019\u88dc\u3092\u8868\u793a\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u304c\u8ca0\u62c5\u306b\u306a\u3089\u306a\u3044\u5f62\u3067\u30c7\u30fc\u30bf\u3092\u4fee\u6b63\u3067\u304d\u308b\u3088\u3046\u306a\u5de5\u592b\u304b\u3064\u69cb\u9020\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe class=\"speakerdeck-iframe\" frameborder=\"0\" src=\"https:\/\/speakerdeck.com\/player\/af8c6476b98a4c97ac869b1d6d7139b6?slide=7\" title=\"\u30d0\u30af\u30e9\u30af\u306b\u304a\u3051\u308bAI-UX\u306a\u53d6\u308a\u7d44\u307f 2024\u5e748\u6708 ver. \/ layerx-bakuraku-ai-ux-202408\" allowfullscreen=\"true\" style=\"border: 0px; background: padding-box padding-box rgba(0, 0, 0, 0.1); margin: 0px; padding: 0px; border-radius: 6px; box-shadow: rgba(0, 0, 0, 0.2) 0px 5px 40px; width: 100%; height: auto; aspect-ratio: 560 \/ 315;\" data-ratio=\"1.7777777777777777\"><\/iframe><\/p>\n<p>\u66f4\u306b\u3001\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066 Vertex AI Pipelines \u306b\u3088\u3063\u3066\u5b9a\u671f\u7684\u306a\u66f4\u65b0\u3059\u308b\u3053\u3068\u3067\u300c\u4f7f\u3048\u3070\u4f7f\u3046\u307b\u3069\u8ce2\u304f\u306a\u308b\u300d\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Ffindy-tools.io%2Fproducts%2Fvertexai%2F396%2F414\" title=\"LayerX\u306b\u304a\u3051\u308bVertex AI Pipelines\u306e\u5c0e\u5165\u3068\u6d3b\u7528\" 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:\/\/findy-tools.io\/products\/vertexai\/396\/414\">findy-tools.io<\/a><\/cite><\/p>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u5f93\u6765\u306f\u3001\u30e6\u30fc\u30b6\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u3069\u306e\u3088\u3046\u306b\u53d6\u308b\u304b\u3092\u8003\u616e\u3057\u305f\u4e0a\u3067\u306e\u30e2\u30c7\u30eb\u8a2d\u8a08\u3084\u7279\u5fb4\u8a2d\u8a08\u3092\u8003\u3048\u3001\u66f4\u306b\u305d\u308c\u3089\u3092\u5b9a\u671f\u7684\u306b\u66f4\u65b0\u3059\u308b\u30e2\u30c7\u30eb\u4e2d\u5fc3\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u4e3b\u6d41\u3067\u3057\u305f\u3002<br \/>\n\u3067\u306f\u3001\u3053\u308c\u304c LLM \u304c\u767b\u5834\u3057\u305f\u3053\u3068\u306b\u3088\u3063\u3066\u3069\u3046\u5909\u5316\u3057\u3066\u3044\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<h2 id=\"LLM-\u3092\u7528\u3044\u305f\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\">LLM \u3092\u7528\u3044\u305f\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3<\/h2>\n<p>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u30c9 AI-OCR \u306e\u3088\u3046\u306a\u300c\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u57fa\u3065\u304f\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u300d\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u3092 LLM \u306b\u304a\u3044\u3066\u53d6\u308d\u3046\u3068\u3059\u308b\u3068\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u3084\u904b\u7528\u8ca0\u8377\u304c\u975e\u5e38\u306b\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\n\u305d\u3082\u305d\u3082\u3001LLM \u3068\u3044\u3046\u306e\u306f\u6c4e\u7528\u7684\u306a\u77e5\u8b58\u304c\u65e2\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u5185\u5305\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u308f\u3056\u308f\u3056\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u8ffd\u52a0\u3067\u884c\u308f\u306a\u304f\u3066\u3082\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u4e0a\u624b\u306b\u6307\u793a\u3057\u3066\u3042\u3052\u308b\u3060\u3051\u3067\u5927\u4f53\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u4e0a\u624b\u304f\u3044\u304d\u307e\u3059\u3002<br \/>\n\u305d\u306e\u305f\u3081\u3001\u6700\u8fd1\u3067\u306f\u300cContext Engineering\u300d\u3068\u8a00\u308f\u308c\u308b\u624b\u6cd5\u3067 LLM \u306b\u6e21\u3059\u60c5\u5831\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u6027\u80fd\u6539\u5584\u3092\u884c\u3046\u306e\u304c\u4e3b\u6d41\u3067\u3059\u3002<br \/>\nContext Engineering \u306b\u3064\u3044\u3066\u306f\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3067\u3082\u8a73\u7d30\u306b\u8aac\u660e\u304c\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u7d30\u304b\u3044\u8aac\u660e\u306f\u7701\u304d\u307e\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Ftech.layerx.co.jp%2Fentry%2F2025%2F09%2F09%2F200738\" title=\"\u624b\u89e6\u308a\u611f\u306e\u3042\u308bContext Engineering - LayerX \u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0\" class=\"embed-card embed-blogcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 190px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/tech.layerx.co.jp\/entry\/2025\/09\/09\/200738\">tech.layerx.co.jp<\/a><\/cite><\/p>\n<p>\u8981\u3059\u308b\u306b\u3001\u5f93\u6765\u306f\u300c\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5b66\u7fd2\u306b\u3088\u3063\u3066\u8abf\u6574\u3057\u3066\u6700\u9069\u5316\u300d\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001LLM \u306e\u767b\u5834\u306b\u3088\u308a\u300c\u30e2\u30c7\u30eb\u81ea\u4f53\u306f\u56fa\u5b9a\u3057\u305f\u4e0a\u3067\u3001\u5165\u529b\u3055\u308c\u308b\u60c5\u5831(\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8)\u3092\u3069\u3046\u8a2d\u8a08\u3059\u308b\u304b\u306b\u3088\u3063\u3066\u6700\u9069\u5316\u300d\u3059\u308b\u65b9\u5411\u306b\u30b7\u30d5\u30c8\u3057\u307e\u3057\u305f\u3002\u4f8b\u3048\u3070\u3001\u9867\u5ba2\u3054\u3068\u306e\u696d\u52d9\u30eb\u30fc\u30eb\u3084\u904e\u53bb\u306e\u627f\u8a8d\u5c65\u6b74\u306a\u3069\u3092\u52d5\u7684\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u542b\u3081\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u305b\u305a\u3068\u3082\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002(Data Centric AI \u3068\u8a00\u3046\u3053\u3068\u3082\u3042\u308a\u307e\u3059)<br \/>\n\u5b66\u7fd2\u3055\u305b\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u3063\u305f\u305f\u3081\u697d\u306b\u306a\u3063\u305f\u3068\u611f\u3058\u308b\u4eba\u3082\u3044\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3067\u3059\u304c\u3001\u5b9f\u969b\u306b\u306f\u305d\u3093\u306a\u3053\u3068\u306f\u5168\u7136\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>Context Engineering \u306b\u304a\u3044\u3066\u3001Prompt \u3092\u3069\u3046\u7ba1\u7406\u30fb\u6700\u9069\u5316\u3059\u308b\u304b\u3084\u3001\u500b\u5225\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5bfe\u3057\u3066 Context \u3092\u3069\u3046\u8abf\u6574\u3057\u3066\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u304b\u3001\u306a\u3069\u8003\u3048\u308b\u3079\u304d\u8ab2\u984c\u306f\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3059\u3002<br \/>\n\u66f4\u306b\u3001\u5b9f\u969b\u306e\u696d\u52d9\u306b\u304a\u3044\u3066\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u3088\u3046\u3068\u3059\u308b\u5834\u5408\u3001\u5358\u4e00\u306e LLM \u3067\u89e3\u6c7a\u3059\u308b\u3053\u3068\u306f\u5c11\u306a\u304f\u3001\u30bf\u30b9\u30af\u3092\u5206\u89e3\u3057\u3001\u305d\u308c\u305e\u308c\u306b\u5c02\u9580\u306e LLM \u3092\u7528\u3044\u308b\u3053\u3068\u3067\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3053\u3068\u3082\u591a\u3044\u306e\u3067\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u7684\u306a\u8981\u7d20\u3082\u52a0\u5473\u3057\u305f\u4e0a\u3067\u8003\u3048\u308b\u5fc5\u8981\u3082\u51fa\u3066\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e LLM \u306e\u7279\u6027\u3092\u8003\u616e\u3057\u306a\u304c\u3089\u300c\u4f7f\u3048\u3070\u4f7f\u3046\u307b\u3069\u8ce2\u304f\u306a\u308b\u300dAI \u6a5f\u80fd\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3069\u3046\u3057\u305f\u3089\u3044\u3044\u3067\u3057\u3087\u3046\u304b\u3002<br \/>\n\u4ee5\u4e0b\u3067\u4ee3\u8868\u7684\u306a\u4f8b\u306b\u3064\u3044\u3066\u3001\u8ad6\u6587\u306a\u3069\u3092\u53c2\u8003\u306b\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"In-Context-Learning-ICL-Prompt-\u306b\u3088\u308b\u52d5\u7684\u9069\u5fdc\">In-Context Learning (ICL): Prompt \u306b\u3088\u308b\u52d5\u7684\u9069\u5fdc<\/h3>\n<p>ICL \u306f\u3001 LLM \u304c\u767b\u5834\u3057\u305f\u5f53\u521d\u304b\u3089\u4f7f\u308f\u308c\u3066\u3044\u308b\u57fa\u672c\u7684\u3067\u3042\u308a\u306a\u304c\u3089\u5f37\u529b\u306a\u624b\u6cd5\u306e\u4e00\u3064\u3067\u3059\u3002<br \/>\n\u3053\u308c\u306f\u3001Prompt \u5185\u306b\u3044\u304f\u3064\u304b\u306e\u5177\u4f53\u4f8b\uff08Few-shot Example\uff09\u3092\u63d0\u793a\u3059\u308b\u3060\u3051\u3067\u3001\u30e2\u30c7\u30eb\u304c\u305d\u306e\u30bf\u30b9\u30af\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u8003\u616e\u3057\u305f\u4e0a\u3067\u51fa\u529b\u3092\u8abf\u6574\u3057\u307e\u3059\u3002<br \/>\n\u5b9f\u52d9\u3067\u3042\u308c\u3070\u3001\u307e\u305a\u3053\u308c\u3092\u8a66\u3059\u65b9\u304c\u591a\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u5f37\u529b\u3067\u3042\u308b\u4e00\u65b9\u3067\u3001ICL \u306f\u30e6\u30fc\u30b6\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u30c7\u30fc\u30bf\u3092\u3069\u306e\u3088\u3046\u306b\u5165\u529b\u3059\u308c\u3070\u3044\u3044\u306e\u304b\u3001\u3069\u306e\u3088\u3046\u306b Prompt \u3092\u8a18\u8ff0\u3059\u308c\u3070\u3044\u3044\u306e\u304b\u306f\u624b\u4f5c\u696d\u3067\u8a66\u884c\u932f\u8aa4\u3057\u306a\u3051\u308c\u3070\u3044\u3051\u307e\u305b\u3093\u3002<br \/>\n\u307e\u305f\u3001\u8ce2\u304f\u3055\u305b\u308b\u305f\u3081\u306e\u8981\u7d20\u304c Few-shot Example \u3060\u3051\u306b\u306a\u308b\u306e\u3067\u3001\u6700\u9069\u5316\u3067\u304d\u308b\u90e8\u5206\u306f\u9650\u5b9a\u7684\u3067\u3059\u3002<br \/>\n\u5b9f\u969b\u306b\u306f\u3001\u304a\u5ba2\u69d8\u3054\u3068\u306b\u696d\u52d9\u306f\u7570\u306a\u308b\u305f\u3081\u3001\u9069\u7528\u3057\u305f\u3044\u6307\u793a\u3084\u30eb\u30fc\u30eb\u306a\u3069\u306e\u8981\u7d20\u3082\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3057\u305f\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\n\u305d\u306e\u305f\u3081\u3001\u3088\u308a\u52b9\u7387\u7684\u306b\u30c7\u30fc\u30bf\u304b\u3089\u4f53\u7cfb\u7684\u306b Prompt \u3092\u6700\u9069\u5316\u3059\u308b\u3088\u3046\u306a\u624b\u6cd5\u304c\u767b\u5834\u3057\u3066\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"Prompt-\u306e\u81ea\u52d5\u6700\u9069\u5316\">Prompt \u306e\u81ea\u52d5\u6700\u9069\u5316<\/h3>\n<p>Prompt \u306e\u81ea\u52d5\u6700\u9069\u5316\u306e\u7814\u7a76\u306f\u8272\u3005\u306a\u65b9\u5411\u6027\u3067\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\nA Systematic Survey of Automatic Prompt Optimization Techniques<a target=\"_blank\" href=\"#f-f9a280fa\" id=\"fn-f9a280fa\" name=\"fn-f9a280fa\" title=\"A Systematic Survey of Automatic Prompt Optimization Techniques, https:\/\/arxiv.org\/abs\/2502.16923\">*1<\/a>\u306b\u3088\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u7814\u7a76\u306f\u4f53\u7cfb\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u81ea\u52d5\u30d7\u30ed\u30f3\u30d7\u30c8\u6700\u9069\u5316\u306e\u7cfb\u8b5c\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/shimacos\/20251023\/20251023100117.png\" width=\"1179\" height=\"1200\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u81ea\u52d5\u30d7\u30ed\u30f3\u30d7\u30c8\u6700\u9069\u5316\u306e\u7cfb\u8b5c(*1\u304b\u3089\u5f15\u7528)<\/figcaption><\/figure>\n<\/p>\n<p>\u3053\u308c\u3089\u306e\u7814\u7a76\u306f\u3001\u305d\u308c\u305e\u308c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5185\u5bb9\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>Seed Prompts: \u6539\u5584\u3059\u308b\u521d\u671f\u30d7\u30ed\u30f3\u30d7\u30c8\u751f\u6210\u6226\u7565<\/li>\n<li>Inference evaluation and feedback: \u3069\u306e\u3088\u3046\u306b\u4e88\u6e2c\u3092\u8a55\u4fa1\u3059\u308b\u304b\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u5f97\u308b\u304b<\/li>\n<li>Candidate prompt generation: \u3069\u306e\u3088\u3046\u306b\u3057\u3066\u6539\u5584\u3057\u305f prompt \u3092\u751f\u6210\u3059\u308b\u304b<\/li>\n<li>Filter and retain promising candidates: \u63a2\u7d22\u30fb\u6d3b\u7528\u6280\u8853\u3092\u7528\u3044\u305f\u9ad8\u6027\u80fd\u306a Prompt \u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306e\u9078\u629e\u6226\u7565<\/li>\n<li>Iteration depth: \u6700\u9069\u5316\u671f\u9593\u3092\u6c7a\u5b9a\u3059\u308b\u7d42\u4e86\u57fa\u6e96\u3092\u3069\u306e\u3088\u3046\u306b\u7279\u5b9a\u3059\u308b\u304b<\/li>\n<\/ol>\n<p>\u3053\u308c\u3089\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u4ee5\u4e0b\u306e\u56f3\u306e\u3088\u3046\u306b Prompt \u306e\u6700\u9069\u5316\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"Prompt\u81ea\u52d5\u4f5c\u6210\u306e\u4f53\u7cfb\u5316(*1\u304b\u3089\u5f15\u7528)\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/shimacos\/20251023\/20251023111746.png\" width=\"1200\" height=\"298\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>Prompt\u81ea\u52d5\u4f5c\u6210\u306e\u4f53\u7cfb\u5316(*1\u304b\u3089\u5f15\u7528)<\/figcaption><\/figure>\n<\/p>\n<p>\u7279\u306b\u5b9f\u52d9\u306b\u304a\u3044\u3066\u91cd\u8981\u306b\u306a\u308b\u306e\u306f\u30012 \u306e\u8981\u7d20\u306b\u306a\u308b\u3068\u8003\u3048\u307e\u3059\u3002<\/p>\n<p>\u5b9f\u969b\u306b\u6700\u9069\u5316\u3067\u304d\u308b\u3088\u3046\u306b\u305d\u3082\u305d\u3082\u3069\u3046\u3084\u3063\u3066\u8a55\u4fa1\u3059\u308b\u306e\u304b\u3001\u30e6\u30fc\u30b6\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u3069\u306e\u3088\u3046\u306b\u53ce\u96c6\u3059\u308b\u306e\u304b\u3092\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u7d44\u307f\u8fbc\u3080\u6bb5\u968e\u3067\u8003\u3048\u306a\u3051\u308c\u3070\u6539\u5584\u306f\u56de\u305b\u307e\u305b\u3093\u3002<br \/>\n\u3067\u306f\u3001\u3069\u306e\u3088\u3046\u306b\u8a55\u4fa1\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u3092\u884c\u3048\u3070\u3044\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u65e2\u5b58\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u306f\u3001\u5b9a\u91cf\u5316\u3057\u305f\u6570\u5024\u306a\u3069\u5fae\u5206\u53ef\u80fd\u306a\u95a2\u6570\u3067\u3057\u304b\u5b66\u7fd2\u3092\u56de\u305b\u307e\u305b\u3093\u3067\u3057\u305f\u3002<br \/>\n\u3057\u304b\u3057\u3001\u6700\u8fd1\u3067\u306f\u8a55\u4fa1\u306b LLM \u3092\u7528\u3044\u308b LLM-as-a-Judge \u3084\u305d\u308c\u3092\u5fdc\u7528\u3057\u305f TextGrad<a target=\"_blank\" href=\"#f-e11fab40\" id=\"fn-e11fab40\" name=\"fn-e11fab40\" title=\"TextGrad: Automatic &quot;Differentiation&quot; via Text, https:\/\/arxiv.org\/abs\/2406.07496\">*2<\/a>\u3068\u3044\u3063\u305f\u624b\u6cd5\u3082\u767b\u5834\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305d\u306e\u305f\u3081\u3001\u5b9a\u91cf\u5316\u3067\u304d\u306a\u3044\u3088\u3046\u306a\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u3082\u300c\u6587\u7ae0\u306e\u7c21\u6f54\u3055\u300d\u300c\u6b63\u78ba\u3055\u300d\u306a\u3069\u3092\u5b9a\u7fa9\u3057\u3066\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\n\u306a\u306e\u3067\u3001\u30e6\u30fc\u30b6\u306e\u4f53\u9a13\u3068\u3057\u3066\u5b9a\u7fa9\u3067\u304d\u308b\u6307\u6a19\u3092\u6e96\u5099\u3057\u3001\u305d\u308c\u306b\u3088\u3063\u3066\u8a55\u4fa1\u3092\u56de\u3059\u3053\u3068\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30e6\u30fc\u30b6\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306f\u3001\u6a5f\u80fd\u306b\u3088\u3063\u3066\u5343\u5dee\u4e07\u5225\u3060\u3068\u601d\u3044\u307e\u3059\u304c\u3001<strong>\u6700\u4f4e\u9650\u30e6\u30fc\u30b6\u304c\u305d\u306e\u51fa\u529b\u3092\u53d7\u3051\u5165\u308c\u305f\u306e\u304b\u306a\u3069\u3092\u53ce\u96c6\u3067\u304d\u308b\u4ed5\u7d44\u307f\u306f\u5fc5\u9808<\/strong>\u3067\u3059\u3002\u3082\u3061\u308d\u3093\u30c6\u30ad\u30b9\u30c8\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u304c\u3042\u308c\u3070\u3001\u76f4\u63a5\u7684\u306a\u6539\u5584\u306e\u6307\u793a\u306b\u306a\u308b\u306e\u3067\u91cd\u8981\u306a\u306e\u3067\u3059\u304c\u3001\u30e6\u30fc\u30b6\u306b\u8ca0\u62c5\u304c\u304b\u304b\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u8ca0\u62c5\u3092\u304b\u3051\u306a\u3044\u3088\u3046\u306b\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u6700\u4f4e\u9650\u306e\u4ed5\u7d44\u307f\u3092\u4f5c\u3063\u3066\u304a\u3044\u3066\u3001\u305d\u306e\u30c7\u30fc\u30bf\u304b\u3089\u6697\u9ed9\u7684\u306b\u6539\u5584\u306e\u6307\u793a\u3092 LLM \u306b\u8003\u3048\u3055\u305b\u308b\u3001\u3068\u3044\u3063\u305f TextGrad \u7684\u306a\u624b\u6cd5\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u3002(\u4f59\u8ac7\u3067\u3059\u304c\u3001\u30c6\u30ad\u30b9\u30c8\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306f\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3068\u3044\u3046\u89b3\u70b9\u3067\u306f\u6271\u3044\u306b\u304f\u3044\u30c7\u30fc\u30bf\u3060\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u3053\u306e\u8fba\u308a\u3082\u6642\u4ee3\u306e\u79fb\u308a\u5909\u308f\u308a\u3092\u611f\u3058\u307e\u3059\u3002)<\/p>\n<p>\u5f0a\u793e\u3067\u3082\u4f7f\u3063\u3066\u3044\u308b Greptile<a target=\"_blank\" href=\"#f-d9962213\" id=\"fn-d9962213\" name=\"fn-d9962213\" title=\"https:\/\/www.greptile.com\/\">*3<\/a> \u3068\u8a00\u3046 AI Code Review \u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3001\u7d75\u6587\u5b57\u306b\u3088\u308b\u30ea\u30a2\u30af\u30b7\u30e7\u30f3\u3084 PR \u3078\u306e\u30b3\u30e1\u30f3\u30c8\u306a\u3069\u304b\u3089\u8907\u5408\u7684\u306b\u5b66\u7fd2\u3092\u884c\u3063\u3066\u3044\u308b\u3068\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<a target=\"_blank\" href=\"#f-33d4d66b\" id=\"fn-33d4d66b\" name=\"fn-33d4d66b\" title=\"https:\/\/www.greptile.com\/docs\/how-greptile-works\/memory-and-learning\">*4<\/a>\u306b\u66f8\u3044\u3066\u304a\u308a\u3001\u4e0a\u624b\u304f\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u60c5\u5831\u3092\u5229\u7528\u3057\u3066\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u30b5\u30fc\u30d3\u30b9\u306e\u4e00\u3064\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u3068\u3081\u308b\u3068\u3001<strong>Prompt \u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306b\u30e6\u30fc\u30b6\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u96c6\u3081\u3001\u305d\u308c\u3092\u8a55\u4fa1\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3092\u4f5c\u308b\u3053\u3068\u3067\u3088\u308a\u6027\u80fd\u306e\u9ad8\u3044 Prompt \u3092\u751f\u6210\u3067\u304d\u308b\u3053\u3068\u304c\u69d8\u3005\u306a\u7814\u7a76\u306b\u3088\u3063\u3066\u660e\u3089\u304b\u306b\u306a\u3063\u3066\u3044\u307e\u3059<\/strong>\u3002<br \/>\n\u3053\u308c\u3089\u306e\u30b5\u30a4\u30af\u30eb\u3092\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001<strong>\u30e6\u30fc\u30b6\u5225\u306b Prompt \u3092\u6700\u9069\u5316\u3055\u305b\u308b\u3053\u3068\u3082\u5922\u3067\u306f\u306a\u3044<\/strong>\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\n\u3082\u3061\u308d\u3093\u5b66\u7fd2\u30b3\u30b9\u30c8\u306f\u3042\u308b\u306e\u3067\u3059\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u30e6\u30fc\u30b6\u3054\u3068\u306b\u4f5c\u308b\u306e\u306b\u6bd4\u3079\u308b\u3068\u4fdd\u6301\u3059\u308b\u306e\u306f\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u306a\u306e\u3067\u904b\u7528\u30b3\u30b9\u30c8\u3092\u5c0f\u3055\u304f\u3057\u305f\u4e0a\u3067\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u5e45\u304c\u5e83\u304c\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"\u305d\u306e\u4ed6\u306e\u6700\u9069\u5316\u624b\u6cd5\">\u305d\u306e\u4ed6\u306e\u6700\u9069\u5316\u624b\u6cd5<\/h3>\n<p>\u524d\u7bc0\u3067\u306f\u3001Prompt \u306e\u6700\u9069\u5316\u306b\u7126\u70b9\u3092\u304a\u3044\u3066\u8aac\u660e\u3057\u307e\u3057\u305f\u304c\u3001\u4e0a\u8ff0\u3057\u305f\u3088\u3046\u306b\u5358\u4e00\u306e LLM \u30e2\u30c7\u30eb\u306e Prompt \u3092\u3044\u304f\u3089\u6700\u9069\u5316\u3057\u305f\u3068\u3057\u3066\u3082\u5b9f\u884c\u3067\u304d\u308b\u30bf\u30b9\u30af\u306e\u8907\u96d1\u3055\u306b\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30bf\u30b9\u30af\u3092\u5206\u89e3\u3057\u305f\u4e0a\u3067\u500b\u5225\u306e LLM \u30e2\u30c7\u30eb\u3092\u7e4b\u3052\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5f62\u5f0f\u3067\u554f\u984c\u89e3\u6c7a\u3092\u884c\u3046\u3053\u3068\u304c\u5b9f\u969b\u306b\u306f\u591a\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u751f\u6210\u3092\u81ea\u5f8b\u7684\u306b\u884c\u3046 AFlow<a target=\"_blank\" href=\"#f-e30f414b\" id=\"fn-e30f414b\" name=\"fn-e30f414b\" title=\"AFlow: Automating Agentic Workflow Generation, https:\/\/arxiv.org\/abs\/2410.10762\">*5<\/a>\u3068\u3044\u3063\u305f\u624b\u6cd5\u3082\u5b58\u5728\u3057\u307e\u3059\u3002\u8a73\u7d30\u306f\u7701\u304d\u307e\u3059\u304c\u3001\u5358\u4e00\u306ePrompt\u6700\u9069\u5316\u3068\u540c\u3058\u3088\u3046\u306b\u8a55\u4fa1\u30c7\u30fc\u30bf\u3092\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b9f\u884c\u3059\u308b\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3055\u305b\u307e\u3059\u3002\u4ee5\u4e0b\u304c\u6982\u7565\u56f3\u3067\u3059\u304c\u3001\u5404\u30ce\u30fc\u30c9\u306ePrompt (\u306e\u4e00\u90e8\u306e\u5909\u6570)\u306b\u52a0\u3048\u3001\u305d\u306e Node \u3092\u3069\u306e\u3088\u3046\u306b\u7e4b\u3052\u308b\u306e\u304b\u306e\u30b3\u30fc\u30c9\u3082\u540c\u6642\u306b\u751f\u6210\u3057\u3066\u8a55\u4fa1\u3092\u7e70\u308a\u8fd4\u3057\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"AFlow\u306e\u6982\u7565\u56f3 (*5\u304b\u3089\u5f15\u7528)\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/s\/shimacos\/20251023\/20251023142616.png\" width=\"1117\" height=\"688\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>AFlow\u306e\u6982\u7565\u56f3 (*5\u304b\u3089\u5f15\u7528)<\/figcaption><\/figure>\n<\/p>\n<p>\u56fd\u5185\u3060\u3068 Sakana AI \u3055\u3093\u304c\u6700\u8fd1\u767a\u8868\u3057\u305f ShinkaEvolve<a target=\"_blank\" href=\"#f-b95035c6\" id=\"fn-b95035c6\" name=\"fn-b95035c6\" title=\"ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution, https:\/\/arxiv.org\/abs\/2509.19349\">*6<\/a>\u306a\u3069\u3001\u4e8b\u524d\u306b\u6e96\u5099\u3057\u3066\u304a\u3044\u305fPrompt\u3092\u7528\u3044\u3066\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u6700\u9069\u5316\u3057\u3066\u3044\u304f\u3068\u3044\u3063\u305f\u624b\u6cd5\u3082\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u69d8\u3005\u306a\u554f\u984c\u89e3\u6c7a\u3092\u81ea\u52d5\u5316\u3059\u308b\u624b\u6cd5\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u3092\u30bf\u30b9\u30af\u306b\u5408\u308f\u305b\u3066\u691c\u8a3c\u3057\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3055\u308c\u305f\u4f53\u9a13\u3092\u5c4a\u3051\u3066\u3044\u304f\u3053\u3068\u304c AI Agent \u6642\u4ee3\u306b\u304a\u3051\u308b\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u306b\u304a\u3044\u3066\u91cd\u8981\u306b\u306a\u308b\u3068\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002<\/p>\n<h2 id=\"DSPy-\u306b\u3088\u308b-Prompt-\u6700\u9069\u5316\u5b9f\u8df5\">DSPy \u306b\u3088\u308b Prompt \u6700\u9069\u5316\u5b9f\u8df5<\/h2>\n<p>\u3053\u3053\u304b\u3089\u306f\u3001\u5b9f\u969b\u306b DSPy<a target=\"_blank\" href=\"#f-8633983a\" id=\"fn-8633983a\" name=\"fn-8633983a\" title=\"https:\/\/dspy.ai\/\">*7<\/a>\u3068\u3044\u3046\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u7528\u3044\u3066Prompt\u6700\u9069\u5316\u306e\u5b9f\u88c5\u3092\u884c\u3044\u307e\u3059\u3002<br \/>\nDSPy \u306f\u3001Databricks \u306e\u30ea\u30b5\u30fc\u30c1\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u958b\u767a\u3057\u305f Prompt \u3092\u610f\u8b58\u305b\u305a\u306b LLM \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3067\u304d\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<br \/>\n\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u30b9\u30e9\u30a4\u30c9\u306a\u3069\u304c\u5206\u304b\u308a\u3084\u3059\u3044\u3067\u3059\u304c\u3001\u691c\u8a3c\u3082\u624b\u8efd\u306b\u5b9f\u884c\u3067\u304d\u975e\u5e38\u306b\u4fbf\u5229\u3067\u3059\u3002<\/p>\n<p><iframe loading=\"lazy\" id=\"talk_frame_1452271\" class=\"speakerdeck-iframe\" src=\"https:\/\/speakerdeck.com\/player\/4d12e80ccefb4f7982d73f3818a17dc7\" width=\"710\" height=\"399\" style=\"aspect-ratio:710\/399; border:0; padding:0; margin:0; background:transparent;\" frameborder=\"0\" allowtransparency=\"true\" allowfullscreen=\"allowfullscreen\"><\/iframe> <cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/speakerdeck.com\/masahiro_nishimi\/hazimetenodspy-yan-yu-moderuwo-puronputo-dehanaku-puroguramingu-surutamenoshi-zu-mi\">speakerdeck.com<\/a><\/cite><\/p>\n<p>\u4eca\u56de\u306f\u3001\u7d4c\u8cbb\u7cbe\u7b97\u306e\u627f\u8a8d\u4f5c\u696d\u3092\u884c\u3046 Agent \u3092\u4f5c\u6210\u3059\u308b\u3068\u3044\u3046\u30bf\u30b9\u30af\u3067 Prompt \u6700\u9069\u5316\u306e\u52b9\u529b\u3092\u691c\u8a3c\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/h3>\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306a Prompt \u3092\u4f7f\u3044\u3001\u64ec\u4f3c\u7684\u306b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092 1000 \u4ef6\u4f5c\u308a\u307e\u3057\u305f\u3002\u3053\u306e Seed Prompts \u81ea\u4f53\u3082 Claude Code \u306b\u3084\u3063\u3066\u3082\u3089\u3044\u307e\u3057\u305f\u304c\u3001\u3042\u308b\u7a0b\u5ea6 Pydantic \u3067\u578b\u3092\u4f5c\u3063\u305f\u4e0a\u3067\u6307\u793a\u3059\u308c\u3070\u5927\u5206\u307e\u3068\u3082\u306a\u3082\u306e\u3092\u4f5c\u3063\u3066\u304f\u308c\u307e\u3057\u305f\u3002<\/p>\n<details>\n<summary>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210Prompt<\/summary>\n<\/details>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\">\nvariations_list = [\n    <span class=\"synConstant\">\"\u51fa\u5f35\u7d4c\u8cbb\uff08\u65b0\u5e79\u7dda\u3001\u5bbf\u6cca\u3001\u98df\u4e8b\uff09\"<\/span>,\n    <span class=\"synConstant\">\"\u63a5\u5f85\u4ea4\u969b\u8cbb\uff08\u4f1a\u98df\u3001\u624b\u571f\u7523\uff09\"<\/span>,\n    <span class=\"synConstant\">\"\u30aa\u30d5\u30a3\u30b9\u6d88\u8017\u54c1\u8cfc\u5165\"<\/span>,\n    <span class=\"synConstant\">\"\u30aa\u30f3\u30e9\u30a4\u30f3\u5e83\u544a\u8cbb\u7528\"<\/span>,\n    <span class=\"synConstant\">\"\u30bb\u30df\u30ca\u30fc\u30fb\u7814\u4fee\u53c2\u52a0\u8cbb\"<\/span>,\n    <span class=\"synConstant\">\"\u30bf\u30af\u30b7\u30fc\u4ee3\"<\/span>,\n    <span class=\"synConstant\">\"\u4e0d\u9069\u5207: \u500b\u4eba\u7684\u306a\u652f\u51fa\u304c\u6df7\u5728\"<\/span>,\n    <span class=\"synConstant\">\"\u4e0d\u9069\u5207: \u91d1\u984d\u304c\u7570\u5e38\u306b\u9ad8\u3044\"<\/span>,\n    <span class=\"synConstant\">\"\u4e0d\u9069\u5207: \u65e5\u4ed8\u304c\u672a\u6765\u307e\u305f\u306f\u6975\u7aef\u306b\u53e4\u3044\"<\/span>,\n    <span class=\"synConstant\">\"\u4e0d\u9069\u5207: \u52d8\u5b9a\u79d1\u76ee\u3068\u5185\u5bb9\u306e\u4e0d\u4e00\u81f4\"<\/span>,\n    <span class=\"synConstant\">\"\u4e0d\u9069\u5207: \u90e8\u9580\u3068\u5185\u5bb9\u306e\u4e0d\u4e00\u81f4\"<\/span>,\n    <span class=\"synConstant\">\"\u4e0d\u9069\u5207: \u4f7f\u7528\u7528\u9014\u304cdesciption\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\"<\/span>,\n    <span class=\"synConstant\">\"\u4e0d\u9069\u5207: \u9818\u53ce\u66f8\u5fc5\u9808\u306e\u7533\u8acb\u3067\u9818\u53ce\u66f8\u304c\u6dfb\u4ed8\u3055\u308c\u3066\u3044\u306a\u3044\"<\/span>,\n]\n\nSYSTEMP_PROMPT = <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">\u3042\u306a\u305f\u306f\u3001\u7d4c\u8cbb\u7cbe\u7b97\u30d5\u30a9\u30fc\u30e0\u306e\u7533\u8acb\u30c7\u30fc\u30bf\u3092\u64ec\u4f3c\u7684\u306b\u4f5c\u6210\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3059\u3002<\/span>\n\n<span class=\"synConstant\"><purpose\/><\/span>\n<span class=\"synConstant\">\u30ea\u30a2\u30eb\u3067\u591a\u69d8\u6027\u306e\u3042\u308b\u7d4c\u8cbb\u7cbe\u7b97\u7533\u8acb\u30c7\u30fc\u30bf\u3092\u751f\u6210\u3057\u3001\u9069\u5207\u306a\u3082\u306e\u30fb\u4e0d\u9069\u5207\u306a\u3082\u306e\u3092\u6df7\u5728\u3055\u305b\u308b\u3002<\/span>\n<span class=\"synConstant\"\/>\n\n<span class=\"synConstant\"><generation_criteria\/><\/span>\n\n<span class=\"synConstant\"><diversity\/><\/span>\n<span class=\"synConstant\">\u30c7\u30fc\u30bf\u306e\u591a\u69d8\u6027\u3092\u4ee5\u4e0b\u306e\u89b3\u70b9\u3067\u78ba\u4fdd\u3057\u3066\u304f\u3060\u3055\u3044\uff1a<\/span>\n\n<span class=\"synConstant\"><input_types\/><\/span>\n\n<span class=\"synConstant\">- transportation: \u4ea4\u901a\u8cbb\uff08\u96fb\u8eca\u3001\u30bf\u30af\u30b7\u30fc\u3001\u98db\u884c\u6a5f\u306a\u3069\uff09<\/span>\n<span class=\"synConstant\">- card: \u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u6c7a\u6e08<\/span>\n<span class=\"synConstant\">- upload_file: \u9818\u53ce\u66f8\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/span>\n<span class=\"synConstant\">- allowance: \u624b\u5f53\u30fb\u65e5\u5f53<\/span>\n<span class=\"synConstant\">  <\/span>\n\n<span class=\"synConstant\"><account_items\/><\/span>\n<span class=\"synConstant\">\u4ea4\u901a\u8cbb\u3001\u63a5\u5f85\u4ea4\u969b\u8cbb\u3001\u4f1a\u8b70\u8cbb\u3001\u6d88\u8017\u54c1\u8cbb\u3001\u901a\u4fe1\u8cbb\u3001\u65c5\u8cbb\u4ea4\u901a\u8cbb\u3001<\/span>\n<span class=\"synConstant\">\u6c34\u9053\u5149\u71b1\u8cbb\u3001\u7814\u7a76\u958b\u767a\u8cbb\u3001\u5e83\u544a\u5ba3\u4f1d\u8cbb\u3001\u798f\u5229\u539a\u751f\u8cbb\u306a\u3069<\/span>\n<span class=\"synConstant\"\/>\n\n<span class=\"synConstant\"><amount_ranges\/><\/span>\n\n<span class=\"synConstant\">- \u5c0f\u984d: 100 \u5186\u301c5,000 \u5186\uff08\u30b3\u30fc\u30d2\u30fc\u4ee3\u3001\u6587\u623f\u5177\u306a\u3069\uff09<\/span>\n<span class=\"synConstant\">- \u4e2d\u984d: 5,001 \u5186\u301c50,000 \u5186\uff08\u4f1a\u98df\u3001\u5099\u54c1\u8cfc\u5165\u306a\u3069\uff09<\/span>\n<span class=\"synConstant\">- \u9ad8\u984d: 50,001 \u5186\u301c500,000 \u5186\uff08\u51fa\u5f35\u8cbb\u3001\u5927\u578b\u5099\u54c1\u306a\u3069\uff09<\/span>\n<span class=\"synConstant\">- \u8d85\u9ad8\u984d: 500,001 \u5186\u4ee5\u4e0a\uff08\u30a4\u30d9\u30f3\u30c8\u8cbb\u7528\u3001\u8a2d\u5099\u6295\u8cc7\u306a\u3069\uff09<\/span>\n<span class=\"synConstant\">  <\/span>\n\n<span class=\"synConstant\"><detail_counts\/><\/span>\n\n<span class=\"synConstant\">- \u5c11\u91cf: 1-3 \u4ef6<\/span>\n<span class=\"synConstant\">- \u4e2d\u91cf: 4-10 \u4ef6<\/span>\n<span class=\"synConstant\">- \u5927\u91cf: 11-30 \u4ef6<\/span>\n<span class=\"synConstant\">  <\/span>\n\n<span class=\"synConstant\"\/>\n\n<span class=\"synConstant\"><inappropriate_patterns ratio=\"&quot;0.3-0.4&quot;\"\/><\/span>\n<span class=\"synConstant\">\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u4e0d\u9069\u5207\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u542b\u3081\u3066\u304f\u3060\u3055\u3044\uff1a<\/span>\n\n<span class=\"synConstant\"><amount_issues\/><\/span>\n\n<span class=\"synConstant\">- \u7570\u5e38\u306b\u9ad8\u984d\u306a\u652f\u51fa\uff08\u4f8b: \u30b3\u30fc\u30d2\u30fc\u4ee3 50,000 \u5186\uff09<\/span>\n<span class=\"synConstant\">- \u5c0f\u6570\u70b9\u306e\u8aa4\u308a\uff08\u4f8b: 1000.555 \u5186\uff09<\/span>\n<span class=\"synConstant\">- \u8ca0\u306e\u91d1\u984d<\/span>\n<span class=\"synConstant\">- \u5408\u8a08\u91d1\u984d\u3068\u660e\u7d30\u306e\u4e0d\u4e00\u81f4<\/span>\n<span class=\"synConstant\">  <\/span>\n\n<span class=\"synConstant\"><date_issues\/><\/span>\n\n<span class=\"synConstant\">- \u672a\u6765\u306e\u65e5\u4ed8<\/span>\n<span class=\"synConstant\">- \u6975\u7aef\u306b\u53e4\u3044\u65e5\u4ed8\uff085 \u5e74\u4ee5\u4e0a\u524d\u306a\u3069\uff09<\/span>\n<span class=\"synConstant\">- \u7533\u8acb\u30bf\u30a4\u30c8\u30eb\u3068\u660e\u7d30\u65e5\u4ed8\u306e\u6574\u5408\u6027\u304c\u306a\u3044<\/span>\n<span class=\"synConstant\">- \u9023\u7d9a\u3057\u305f\u65e5\u4ed8\u3067\u4e0d\u81ea\u7136\u306a\u51fa\u5f35\u7d4c\u8def<\/span>\n<span class=\"synConstant\">  <\/span>\n\n<span class=\"synConstant\"><content_inconsistency\/><\/span>\n\n<span class=\"synConstant\">- \u52d8\u5b9a\u79d1\u76ee\u3068\u53d6\u5f15\u5148\u540d\u304c\u4e0d\u4e00\u81f4\uff08\u4f8b: \u4ea4\u901a\u8cbb\u306a\u306e\u306b\u98f2\u98df\u5e97\u540d\uff09<\/span>\n<span class=\"synConstant\">- \u52d8\u5b9a\u79d1\u76ee\u3068\u91d1\u984d\u304c\u4e0d\u81ea\u7136\uff08\u4f8b: \u6d88\u8017\u54c1\u8cbb\u3067 50 \u4e07\u5186\u306e MacBook\uff09<\/span>\n<span class=\"synConstant\">- input_type \u3068\u52d8\u5b9a\u79d1\u76ee\u306e\u4e0d\u4e00\u81f4\uff08\u4f8b: transportation \u306a\u306e\u306b\u63a5\u5f85\u4ea4\u969b\u8cbb\uff09<\/span>\n<span class=\"synConstant\">- \u90e8\u9580\u540d\u3068\u7d4c\u8cbb\u306e\u95a2\u9023\u6027\u304c\u8584\u3044\uff08\u4f8b: \u4eba\u4e8b\u90e8\u3067\u30b5\u30fc\u30d0\u30fc\u8cbb\u7528\uff09<\/span>\n<span class=\"synConstant\">  <\/span>\n\n<span class=\"synConstant\"><description_issues\/><\/span>\n\n<span class=\"synConstant\">- \u57fa\u672c\u7684\u306b\u306f\u7d4c\u8cbb\u306e\u7406\u7531\u3092\u8a18\u8f09\u3059\u308b\u304c\u3001\u7406\u7531\u304c\u9069\u5207\u3067\u306a\u3044<\/span>\n<span class=\"synConstant\">- \u5099\u8003\u6b04\u304c\u7a7a\u767d<\/span>\n<span class=\"synConstant\">- \u4f7f\u7528\u7528\u9014\u304c\u660e\u78ba\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u306a\u3044<\/span>\n<span class=\"synConstant\">- \u9069\u5207\u3067\u306a\u3044\u652f\u51fa\u306e\u30d1\u30bf\u30fc\u30f3\uff08\u4f8b: \u4f55\u3068\u306a\u304f\u30bf\u30af\u30b7\u30fc\u306b\u4e57\u3063\u305f\u3001\u5f79\u54e1\u306a\u306e\u3067\u30b0\u30ea\u30fc\u30f3\u8eca\u3092\u4f7f\u3063\u305f\u3001\u6025\u3044\u3067\u305f\u304b\u3089\u30bf\u30af\u30b7\u30fc\u3092\u4f7f\u3063\u305f\uff09<\/span>\n<span class=\"synConstant\">  <\/span>\n\n<span class=\"synConstant\"><duplicates_contradictions\/><\/span>\n\n<span class=\"synConstant\">- \u540c\u4e00\u65e5\u30fb\u540c\u4e00\u91d1\u984d\u306e\u91cd\u8907\u660e\u7d30<\/span>\n<span class=\"synConstant\">- \u540c\u3058\u53d6\u5f15\u5148\u3078\u306e\u4e0d\u81ea\u7136\u306a\u8907\u6570\u652f\u6255\u3044<\/span>\n<span class=\"synConstant\">  <\/span>\n\n<span class=\"synConstant\"\/>\n\n<span class=\"synConstant\"><appropriate_patterns ratio=\"&quot;0.6-0.7&quot;\"\/><\/span>\n<span class=\"synConstant\">\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u9069\u5207\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u542b\u3081\u3066\u304f\u3060\u3055\u3044\uff1a<\/span>\n\n<span class=\"synConstant\"><common_expenses\/><\/span>\n\n<span class=\"synConstant\">- \u55b6\u696d\u6d3b\u52d5\u306b\u95a2\u9023\u3059\u308b\u4ea4\u901a\u8cbb\u30fb\u63a5\u5f85\u8cbb<\/span>\n<span class=\"synConstant\">- \u696d\u52d9\u306b\u5fc5\u8981\u306a\u5099\u54c1\u8cfc\u5165<\/span>\n<span class=\"synConstant\">- \u51fa\u5f35\u306b\u4f34\u3046\u65c5\u8cbb\u30fb\u5bbf\u6cca\u8cbb<\/span>\n<span class=\"synConstant\">- \u4f1a\u8b70\u30fb\u30bb\u30df\u30ca\u30fc\u53c2\u52a0\u8cbb<\/span>\n<span class=\"synConstant\">  <\/span>\n\n<span class=\"synConstant\"><well_organized\/><\/span>\n\n<span class=\"synConstant\">- \u660e\u78ba\u306a\u30bf\u30a4\u30c8\u30eb\uff08\u4f8b: \"2024 \u5e74 10 \u6708 \u5927\u962a\u51fa\u5f35\u7d4c\u8cbb\"\uff09<\/span>\n<span class=\"synConstant\">- \u8a73\u7d30\u306a\u5099\u8003\uff08\u76ee\u7684\u3001\u53c2\u52a0\u8005\u3001\u6210\u679c\u306a\u3069\uff09<\/span>\n<span class=\"synConstant\">- \u9069\u5207\u306a\u52d8\u5b9a\u79d1\u76ee\u306e\u9078\u629e<\/span>\n<span class=\"synConstant\">- \u5408\u7406\u7684\u306a\u91d1\u984d\u8a2d\u5b9a<\/span>\n<span class=\"synConstant\">  <\/span>\n\n<span class=\"synConstant\"\/>\n\n<span class=\"synConstant\"\/>\n\n<span class=\"synConstant\"><output_format\/><\/span>\n<span class=\"synConstant\">FormItem \u30e2\u30c7\u30eb\u306b\u6e96\u62e0\u3057\u305f JSON \u5f62\u5f0f\u3067\u51fa\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span>\n<span class=\"synConstant\"\/>\n\n<span class=\"synConstant\"><constraints\/><\/span>\n<span class=\"synConstant\">1. \u65e5\u672c\u306e\u4f01\u696d\u3092\u60f3\u5b9a\u3057\u305f\u30ea\u30a2\u30eb\u306a\u53d6\u5f15\u5148\u540d\u30fb\u90e8\u9580\u540d\u3092\u4f7f\u7528<\/span>\n<span class=\"synConstant\">2. \u65e5\u4ed8\u306f2025\u5e749\u6708\u301c2025\u5e7410\u6708\u306e\u7bc4\u56f2\u3067\u8a2d\u5b9a<\/span>\n<span class=\"synConstant\">3. \u5404\u7533\u8acb\u30c7\u30fc\u30bf\u306f\u72ec\u7acb\u3057\u305f\u30b9\u30c8\u30fc\u30ea\u30fc\u6027\u3092\u6301\u305f\u305b\u308b<\/span>\n<span class=\"synConstant\">4. \u9069\u5207\/\u4e0d\u9069\u5207\u306e\u5224\u65ad\u304c\u660e\u78ba\u306b\u306a\u308b\u3088\u3046\u7279\u5fb4\u3092\u969b\u7acb\u305f\u305b\u308b<\/span>\n<span class=\"synConstant\">5. \u30a8\u30c3\u30b8\u30b1\u30fc\u30b9\u3082\u542b\u3081\u308b\uff08\u5883\u754c\u5024\u3001\u7279\u6b8a\u6587\u5b57\u306a\u3069\uff09<\/span>\n<span class=\"synConstant\"\/>\n<span class=\"synConstant\">\"\"\"<\/span>\n\nUSER_PROMPT_TEMPLATE = <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\"><task\/><\/span>\n<span class=\"synConstant\">\u7d4c\u8cbb\u7cbe\u7b97\u7533\u8acb\u30c7\u30fc\u30bf\u3092\u751f\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span>\n<span class=\"synConstant\"\/>\n\n<span class=\"synConstant\"><requirements\/><\/span>\n<span class=\"synConstant\"><quantity>{num}\u4ef6<\/quantity><\/span>\n<span class=\"synConstant\"><appropriate_ratio>{appropriate_ratio}%<\/appropriate_ratio><\/span>\n<span class=\"synConstant\"><inappropriate_ratio>{inappropriate_ratio}%<\/inappropriate_ratio><\/span>\n\n<span class=\"synConstant\"><distribution\/><\/span>\n<span class=\"synConstant\"><detail_counts\/><\/span>\n<span class=\"synConstant\">- \u5c11\u91cf: 30%<\/span>\n<span class=\"synConstant\">- \u4e2d\u91cf: 50%<\/span>\n<span class=\"synConstant\">- \u5927\u91cf: 20%<\/span>\n<span class=\"synConstant\"\/>\n\n<span class=\"synConstant\"><amounts\/><\/span>\n<span class=\"synConstant\">- \u5c0f\u984d: 40%<\/span>\n<span class=\"synConstant\">- \u4e2d\u984d: 40%<\/span>\n<span class=\"synConstant\">- \u9ad8\u984d: 15%<\/span>\n<span class=\"synConstant\">- \u8d85\u9ad8\u984d: 5%<\/span>\n<span class=\"synConstant\"\/>\n<span class=\"synConstant\"\/>\n<span class=\"synConstant\"\/>\n\n<span class=\"synConstant\"><variations\/><\/span>\n<span class=\"synConstant\">\u4ee5\u4e0b\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u542b\u3081\u3066\u304f\u3060\u3055\u3044\uff1a<\/span>\n<span class=\"synConstant\">{variations}<\/span>\n<span class=\"synConstant\"\/>\n<span class=\"synConstant\">\"\"\"<\/span>\n<\/pre>\n<p>\u3053\u308c\u3067\u4f5c\u6210\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u69cb\u9020\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synStatement\">class<\/span> <span class=\"synIdentifier\">InputType<\/span>(<span class=\"synIdentifier\">str<\/span>, Enum):\n    <span class=\"synConstant\">\"\"\"\u7d4c\u8cbb\u7cbe\u7b97\u306e\u660e\u7d30\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\"\"\"<\/span>\n\n    TRANSPORTATION = <span class=\"synConstant\">\"transportation\"<\/span>\n    CARD = <span class=\"synConstant\">\"card\"<\/span>\n    UPLOAD_FILE = <span class=\"synConstant\">\"upload_file\"<\/span>\n    ALLOWANCE = <span class=\"synConstant\">\"allowance\"<\/span>\n\n\n<span class=\"synStatement\">class<\/span> <span class=\"synIdentifier\">Detail<\/span>(BaseModel):\n    <span class=\"synConstant\">\"\"\"\u7d4c\u8cbb\u7cbe\u7b97\u306e\u660e\u7d30\u30c7\u30fc\u30bf\"\"\"<\/span>\n\n    detail_date: date = Field(description=<span class=\"synConstant\">\"\u660e\u7d30\u65e5\u4ed8\"<\/span>)\n    input_type: InputType = Field(description=<span class=\"synConstant\">\"\u660e\u7d30\u306e\u767b\u9332\u7a2e\u5225\"<\/span>)\n    client_name: <span class=\"synIdentifier\">str<\/span> = Field(description=<span class=\"synConstant\">\"\u53d6\u5f15\u5148\u540d\"<\/span>)\n    section_name: <span class=\"synIdentifier\">str<\/span> = Field(description=<span class=\"synConstant\">\"\u90e8\u9580\u540d\"<\/span>)\n    account_item: <span class=\"synIdentifier\">str<\/span> = Field(description=<span class=\"synConstant\">\"\u52d8\u5b9a\u79d1\u76ee\"<\/span>)\n    payment_amount: <span class=\"synIdentifier\">float<\/span> = Field(description=<span class=\"synConstant\">\"\u652f\u6255\u91d1\u984d\"<\/span>)\n    description: <span class=\"synIdentifier\">str<\/span> = Field(description=<span class=\"synConstant\">\"\u5099\u8003\"<\/span>)\n    has_receipt: <span class=\"synIdentifier\">bool<\/span> = Field(description=<span class=\"synConstant\">\"\u9818\u53ce\u66f8\u306e\u6dfb\u4ed8\u6709\u7121\"<\/span>)\n\n\n<span class=\"synStatement\">class<\/span> <span class=\"synIdentifier\">FormItem<\/span>(BaseModel):\n    <span class=\"synConstant\">\"\"\"\u30d5\u30a9\u30fc\u30e0\u306e\u7533\u8acb\u30c7\u30fc\u30bf\"\"\"<\/span>\n\n    title: <span class=\"synIdentifier\">str<\/span> = Field(description=<span class=\"synConstant\">\"\u30d5\u30a9\u30fc\u30e0\u306e\u30bf\u30a4\u30c8\u30eb\"<\/span>)\n    details: <span class=\"synIdentifier\">list<\/span>[Detail] = Field(description=<span class=\"synConstant\">\"\u660e\u7d30\u30c7\u30fc\u30bf\"<\/span>)\n\n\n<span class=\"synStatement\">class<\/span> <span class=\"synIdentifier\">ReviewResult<\/span>(BaseModel):\n    <span class=\"synConstant\">\"\"\"\u30ec\u30d3\u30e5\u30fc\u7d50\u679c\"\"\"<\/span>\n\n    is_approved: <span class=\"synIdentifier\">bool<\/span> = Field(description=<span class=\"synConstant\">\"\u627f\u8a8d\u7d50\u679c\"<\/span>)\n    comment: <span class=\"synIdentifier\">str<\/span> = Field(description=<span class=\"synConstant\">\"\u30b3\u30e1\u30f3\u30c8\"<\/span>)\n    form_item: FormItem = Field(description=<span class=\"synConstant\">\"\u30d5\u30a9\u30fc\u30e0\u306e\u7533\u8acb\u30c7\u30fc\u30bf\"<\/span>)\n<\/pre>\n<p>\u3053\u306e<code>ReviewResult<\/code>\u306e<code>is_approved<\/code>\u3092\u4e88\u6e2c\u3067\u304d\u308b Agent \u3092\u4f5c\u6210\u3059\u308b\u306e\u304c\u4eca\u56de\u306e\u76ee\u7684\u306b\u306a\u308a\u307e\u3059\u3002 \u8907\u6570\u306e\u660e\u7d30\u306e\u3046\u3061\u4e00\u3064\u3067\u3082\u4e0d\u5be9\u306a\u3082\u306e\u304c\u3042\u308c\u3070\u5dee\u3057\u623b\u3057\u3092\u884c\u3046\u3068\u3044\u3046\u30bf\u30b9\u30af\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u5b66\u7fd2\u30fb\u8a55\u4fa1\u306f 1000 \u4ef6\u306e\u3046\u3061\u307e\u305a 200 \u4ef6\u3092\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3068\u3057\u3001\u6b8b\u308a\u306e 800 \u4ef6\u306e\u3046\u3061 80%\u3092\u8a13\u7df4\u300120%\u3092\u691c\u8a3c\u7528\u306e\u30c7\u30fc\u30bf\u3068\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u63a8\u8ad6\u306e\u5b9f\u88c5\">\u63a8\u8ad6\u306e\u5b9f\u88c5<\/h3>\n<p>DSPy \u3067\u306f Signature \u3068 Module \u3068\u3044\u3046\u6982\u5ff5\u304c\u3042\u308a\u3001\u3053\u308c\u3089\u3092\u7528\u3044\u3066 Pytorch Like \u306b\u63a8\u8ad6\u3092\u7d44\u307f\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br \/>\n\u81ea\u5206\u3067\u66f8\u304f\u306e\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u3060\u3051\u3067\u3001Prompt \u3092\u610f\u8b58\u3059\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002Prompt \u306e\u3088\u3046\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u904b\u7528\u3059\u308b\u306e\u306f\u3068\u3066\u3082\u5927\u5909\u306a\u306e\u3067\u3001\u3053\u308c\u306f\u52a9\u304b\u308a\u307e\u3059\u3002<br \/>\nSignature \u306e docstring \u3092\u66f8\u304f\u3068\u305d\u306e\u5185\u5bb9\u3082\u5f8c\u6bb5\u306e Prompt \u306b\u8a18\u8f09\u3057\u3066\u304f\u308c\u308b\u306e\u3067\u3001\u81ea\u5206\u3067\u77e5\u8b58\u3092\u6ce8\u5165\u3057\u305f\u3044\u5834\u5408\u306f\u3001docstring \u306b\u66f8\u304f\u3068\u826f\u3055\u305d\u3046\u3067\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synStatement\">class<\/span> <span class=\"synIdentifier\">ExpenseApprovalSignature<\/span>(dspy.Signature):\n    <span class=\"synConstant\">\"\"\"\u7d4c\u8cbb\u7cbe\u7b97\u30d5\u30a9\u30fc\u30e0\u3092\u5be9\u67fb\u3057\u3001\u627f\u8a8d\/\u5426\u8a8d\u3092\u5224\u5b9a\u3057\u307e\u3059\u3002<\/span>\n<span class=\"synConstant\">    \u4e0d\u9069\u5207\u306a\u8981\u7d20\u304c\u3042\u308b\u5834\u5408\u306f'rejected'\u3001\u554f\u984c\u304c\u306a\u3051\u308c\u3070'approved'\u3068\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span>\n<span class=\"synConstant\">    \u5224\u5b9a\u7406\u7531\u3082\u5177\u4f53\u7684\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span>\n<span class=\"synConstant\">    \"\"\"<\/span>\n\n    expense_form: <span class=\"synIdentifier\">str<\/span> = dspy.InputField(\n        desc=<span class=\"synConstant\">\"\u7d4c\u8cbb\u7cbe\u7b97\u30d5\u30a9\u30fc\u30e0\u306e\u5168\u60c5\u5831\uff08\u30bf\u30a4\u30c8\u30eb\u3001\u660e\u7d30\u4e00\u89a7\u3001\u5408\u8a08\u91d1\u984d\u3092\u542b\u3080\uff09\"<\/span>\n    )\n    approval_status: Literal[<span class=\"synConstant\">\"approved\"<\/span>, <span class=\"synConstant\">\"rejected\"<\/span>] = dspy.OutputField(\n        desc=<span class=\"synConstant\">\"\u627f\u8a8d\u72b6\u614b: approved\uff08\u627f\u8a8d\uff09\u307e\u305f\u306frejected\uff08\u5426\u8a8d\uff09\"<\/span>\n    )\n    comment: <span class=\"synIdentifier\">str<\/span> = dspy.OutputField(\n        desc=<span class=\"synConstant\">\"\u5224\u5b9a\u7406\u7531\u306e\u8a73\u7d30\u306a\u30b3\u30e1\u30f3\u30c8\uff08\u5177\u4f53\u7684\u306a\u554f\u984c\u70b9\u3084\u627f\u8a8d\u7406\u7531\u3092\u660e\u8a18\uff09\"<\/span>\n    )\n\n\n<span class=\"synStatement\">class<\/span> <span class=\"synIdentifier\">ExpenseApprovalModule<\/span>(dspy.Module):\n    <span class=\"synConstant\">\"\"\"\u627f\u8a8d\/\u5426\u8a8d\u3092\u5224\u5b9a\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\"\"\"<\/span>\n\n    <span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">__init__<\/span>(self):\n        <span class=\"synIdentifier\">super<\/span>().__init__()\n        self.prog = dspy.ChainOfThought(ExpenseApprovalSignature)\n\n    <span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">forward<\/span>(self, expense_form: <span class=\"synIdentifier\">str<\/span>):\n        <span class=\"synStatement\">return<\/span> self.prog(expense_form=expense_form)\n<\/pre>\n<p>\u3053\u306e Module \u3092\u547c\u3073\u51fa\u3059\u3060\u3051\u3067\u3001\u7c21\u5358\u306b LLM \u5b9f\u884c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\">lm = dspy.LM(\n    <span class=\"synConstant\">\"azure\/gpt-4.1-mini\"<\/span>,\n    api_base=os.getenv(<span class=\"synConstant\">\"AZURE_OPENAI_ENDPOINT\"<\/span>),\n    api_key=os.getenv(<span class=\"synConstant\">\"AZURE_OPENAI_API_KEY\"<\/span>),\n    model_type=<span class=\"synConstant\">\"responses\"<\/span>,\n    temperature=<span class=\"synConstant\">1.0<\/span>,\n    max_tokens=<span class=\"synConstant\">16000<\/span>,\n)\ndspy.configure(lm=lm)\nbaseline_module = ExpenseApprovalModule()\npred = baseline_module(expense_form=test_examples[<span class=\"synConstant\">1<\/span>])\n<span class=\"synIdentifier\">print<\/span>(pred)\n\n\n\n\n\n<\/pre>\n<p>\u307e\u305f\u5b9f\u969b\u306b\u3001<code>dspy.inspect_history()<\/code>\u3067\u3069\u306e\u3088\u3046\u306a Prompt \u304c\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b\u306e\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f55\u3082\u6700\u9069\u5316\u3092\u3057\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u307b\u307c Signature \u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u5185\u5bb9\u3060\u3051\u304c\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n<code>{reasoning}<\/code>\u306f Module \u306b\u3088\u3063\u3066\u5185\u5bb9\u304c\u5909\u308f\u308a\u3001\u4eca\u56de\u4f7f\u7528\u3057\u3066\u3044\u308b<code>dspy.ChainOfThought<\/code>\u306e\u5834\u5408\u306f\u3001<code>Reasoning: Let's think step by step in order to<\/code>\u306e\u3088\u3046\u306a\u5185\u5bb9\u304c\u8ffd\u52a0\u3055\u308c\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n<pre class=\"code text\" data-lang=\"text\" data-unlink=\"\">System message:\n\nYour input fields are:\n1. `expense_form` (str): \u7d4c\u8cbb\u7cbe\u7b97\u30d5\u30a9\u30fc\u30e0\u306e\u5168\u60c5\u5831\uff08\u30bf\u30a4\u30c8\u30eb\u3001\u660e\u7d30\u4e00\u89a7\u3001\u5408\u8a08\u91d1\u984d\u3092\u542b\u3080\uff09\nYour output fields are:\n1. `reasoning` (str):\n2. `approval_status` (Literal['approved', 'rejected']): \u627f\u8a8d\u72b6\u614b: approved\uff08\u627f\u8a8d\uff09\u307e\u305f\u306frejected\uff08\u5426\u8a8d\uff09\n3. `comment` (str): \u5224\u5b9a\u7406\u7531\u306e\u8a73\u7d30\u306a\u30b3\u30e1\u30f3\u30c8\uff08\u5177\u4f53\u7684\u306a\u554f\u984c\u70b9\u3084\u627f\u8a8d\u7406\u7531\u3092\u660e\u8a18\uff09\nAll interactions will be structured in the following way, with the appropriate values filled in.\n\n[[ ## expense_form ## ]]\n{expense_form}\n\n[[ ## reasoning ## ]]\n{reasoning}\n\n[[ ## approval_status ## ]]\n{approval_status}        # note: the value you produce must exactly match (no extra characters) one of: approved; rejected\n\n[[ ## comment ## ]]\n{comment}\n\n[[ ## completed ## ]]\nIn adhering to this structure, your objective is:\n        \u7d4c\u8cbb\u7cbe\u7b97\u30d5\u30a9\u30fc\u30e0\u3092\u5be9\u67fb\u3057\u3001\u627f\u8a8d\/\u5426\u8a8d\u3092\u5224\u5b9a\u3057\u307e\u3059\u3002\n        \u4e0d\u9069\u5207\u306a\u8981\u7d20\u304c\u3042\u308b\u5834\u5408\u306f'rejected'\u3001\u554f\u984c\u304c\u306a\u3051\u308c\u3070'approved'\u3068\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n        \u5224\u5b9a\u7406\u7531\u3082\u5177\u4f53\u7684\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\nUser message:\n\n[[ ## expense_form ## ]]\n\u3010\u7533\u8acb\u30bf\u30a4\u30c8\u30eb\u3011\n2025\u5e749\u6708 \u6771\u4eac\u5c55\u793a\u4f1a \u51fa\u5c55\u8cbb\u7528\uff08\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\uff09\n\n\u3010\u660e\u7d30\u4e00\u89a7\u3011\n\n\u25a0 \u660e\u7d30 1\n  \u65e5\u4ed8: 2025-09-25\n  \u767b\u9332\u7a2e\u5225: card\n  \u53d6\u5f15\u5148\u540d: \u5c55\u793a\u4f1a\u30e1\u30fc\u30ab\u30fc\u682a\u5f0f\u4f1a\u793e\n  \u90e8\u9580\u540d: \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u90e8\n  \u52d8\u5b9a\u79d1\u76ee: \u5e83\u544a\u5ba3\u4f1d\u8cbb\n  \u91d1\u984d: \u00a5450,000\n  \u5099\u8003: \u30d6\u30fc\u30b9\u51fa\u5c55\u6599\uff0810\/1\u958b\u50ac\u5206\uff09\n  \u9818\u53ce\u66f8: \u3042\u308a\n\n\u25a0 \u660e\u7d30 2\n  \u65e5\u4ed8: 2025-09-24\n  \u767b\u9332\u7a2e\u5225: upload_file\n  \u53d6\u5f15\u5148\u540d: \u642c\u5165\u696d\u8005 \u4f50\u85e4\u5546\u4f1a\n  \u90e8\u9580\u540d: \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u90e8\n  \u52d8\u5b9a\u79d1\u76ee: \u5e83\u544a\u5ba3\u4f1d\u8cbb\n  \u91d1\u984d: \u00a552,000\n  \u5099\u8003: \u5c55\u793a\u7269\u642c\u5165\u8cbb\n  \u9818\u53ce\u66f8: \u3042\u308a\n\n\u25a0 \u660e\u7d30 3\n  \u65e5\u4ed8: 2025-09-25\n  \u767b\u9332\u7a2e\u5225: card\n  \u53d6\u5f15\u5148\u540d: \u30ab\u30d5\u30a7\u30fb\u30df\u30e4\u30b3\n  \u90e8\u9580\u540d: \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u90e8\n  \u52d8\u5b9a\u79d1\u76ee: \u4f1a\u8b70\u8cbb\n  \u91d1\u984d: \u00a53,200\n  \u5099\u8003: \u73fe\u5730\u6253\u5408\u305b\u7528\u8efd\u98df\n  \u9818\u53ce\u66f8: \u3042\u308a\n\n\u25a0 \u660e\u7d30 4\n  \u65e5\u4ed8: 2025-09-26\n  \u767b\u9332\u7a2e\u5225: allowance\n  \u53d6\u5f15\u5148\u540d: \u793e\u5185\n  \u90e8\u9580\u540d: \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u90e8\n  \u52d8\u5b9a\u79d1\u76ee: \u65c5\u8cbb\u4ea4\u901a\u8cbb\n  \u91d1\u984d: \u00a56,000\n  \u5099\u8003: \u65e5\u5f53\uff08\u5916\u52e4\u30b9\u30bf\u30c3\u30d52\u540d\u5206\uff09\n  \u9818\u53ce\u66f8: \u306a\u3057\n\n\u3010\u5408\u8a08\u91d1\u984d\u3011 \u00a5511,200\n\u3010\u660e\u7d30\u6570\u3011 4\u4ef6\n\nRespond with the corresponding output fields, starting with the field `[[ ## reasoning ## ]]`, then `[[ ## approval_status ## ]]` (must be formatted as a valid Python Literal['approved', 'rejected']), then `[[ ## comment ## ]]`, and then ending with the marker for `[[ ## completed ## ]]`.<\/pre>\n<h3 id=\"Prompt-\u6700\u9069\u5316\u691c\u8a3c\">Prompt \u6700\u9069\u5316\u691c\u8a3c<\/h3>\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306b approval_status \u3092\u6b63\u3057\u304f\u4e88\u6e2c\u3067\u304d\u3066\u308b\u304b\u3092\u8a55\u4fa1\u3059\u308b\u95a2\u6570\u3092\u4f5c\u6210\u3059\u308c\u3070\u6e96\u5099\u5b8c\u4e86\u3067\u3059\u3002DSPy \u306b\u306f\u6a19\u6e96\u3067\u69d8\u3005\u306a Optimizer \u304c\u6e96\u5099\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u308c\u3092\u7528\u3044\u3066\u8a55\u4fa1\u30fb\u6bd4\u8f03\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">approval_accuracy_metric<\/span>(example: dspy.Example, pred: dspy.Prediction, trace=<span class=\"synIdentifier\">None<\/span>) -&gt; <span class=\"synIdentifier\">float<\/span>:\n    <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">    \u627f\u8a8d\/\u5426\u8a8d\u306e\u5224\u5b9a\u7cbe\u5ea6\u3092\u8a55\u4fa1<\/span>\n\n<span class=\"synConstant\">    Args:<\/span>\n<span class=\"synConstant\">        example: \u6b63\u89e3\u30c7\u30fc\u30bf<\/span>\n<span class=\"synConstant\">        pred: \u4e88\u6e2c\u7d50\u679c<\/span>\n<span class=\"synConstant\">        trace: \u30c8\u30ec\u30fc\u30b9\u60c5\u5831\uff08\u30aa\u30d7\u30b7\u30e7\u30f3\uff09<\/span>\n\n<span class=\"synConstant\">    Returns:<\/span>\n<span class=\"synConstant\">        1.0\uff08\u6b63\u89e3\uff09\u307e\u305f\u306f0.0\uff08\u4e0d\u6b63\u89e3\uff09<\/span>\n<span class=\"synConstant\">    \"\"\"<\/span>\n    \n    is_correct = example.approval_status == pred.approval_status\n    <span class=\"synStatement\">return<\/span> <span class=\"synIdentifier\">float<\/span>(is_correct)\n<\/pre>\n<p>\u4eca\u56de\u306f\u3001\u4ee5\u4e0b\u306e 3 \u3064\u306e Optimizer \u3092\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002<\/p>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th> Optimizer                        <\/th>\n<th> \u5185\u5bb9                                                                                           <\/th>\n<th> \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0                  <\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td> BootstrapFewShotWithRandomSearch <\/td>\n<td> \u8a13\u7df4\u30bb\u30c3\u30c8\u304b\u3089 Random \u306b Few-shot \u3092\u8907\u6570\u751f\u6210\u3057\u3001\u691c\u8a3c\u30bb\u30c3\u30c8\u3067\u6700\u3082\u6027\u80fd\u306e\u826f\u304b\u3063\u305f\u3082\u306e\u3092\u9078\u629e <\/td>\n<td> Few-shot \u81ea\u52d5\u5316               <\/td>\n<\/tr>\n<tr>\n<td> KNNFewShot                       <\/td>\n<td> \u8a13\u7df4\u30bb\u30c3\u30c8\u304b\u3089\u4e88\u6e2c\u3059\u308b\u30bb\u30c3\u30c8\u306e\u8fd1\u508d\u306b\u3044\u308b\u3082\u306e\u3092 KNN \u3067\u62bd\u51fa                                <\/td>\n<td> Few-shot \u81ea\u52d5\u5316               <\/td>\n<\/tr>\n<tr>\n<td> MIPROv2                          <\/td>\n<td> \u30d9\u30a4\u30ba\u6700\u9069\u5316\u3092\u7528\u3044\u3066\u52b9\u7387\u7684\u306b Prompt \u3068 Few-shot \u3092\u30c7\u30fc\u30bf\u99c6\u52d5\u3067\u8a55\u4fa1\u6307\u6a19\u304b\u3089\u751f\u6210                             <\/td>\n<td> Few-shot &amp; Instruction \u81ea\u52d5\u5316 <\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u3053\u308c\u3089\u3092\u7528\u3044\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u6700\u9069\u5316\u3092\u884c\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30e2\u30c7\u30eb\u3068\u3057\u3066\u306f\u30b3\u30b9\u30c8\u3084\u30ec\u30a4\u30c6\u30f3\u30b7\u7684\u306a\u89b3\u70b9\u304b\u3089 GPT4.1-mini \u3092\u4f7f\u3044\u307e\u3057\u305f\u3002\u5168\u3066\u306e\u5b9f\u9a13\u3092\u5b9f\u884c\u3059\u308b\u306e\u306b 1 \u6642\u9593\u7a0b\u5ea6\u3067\u306f\u7d42\u308f\u308a\u307e\u3057\u305f\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\">\nbootstrap_random_search = BootstrapFewShotWithRandomSearch(\n    metric=approval_accuracy_metric,\n    max_bootstrapped_demos=<span class=\"synConstant\">4<\/span>,  \n    max_labeled_demos=<span class=\"synConstant\">10<\/span>,  \n    num_candidate_programs=<span class=\"synConstant\">8<\/span>,  \n    num_threads=<span class=\"synConstant\">20<\/span>,\n)\n\n\noptimized_module_bsrs = bootstrap_random_search.compile(\n    student=ExpenseApprovalModule(),\n    trainset=train_examples,  \n    valset=val_examples,  \n)\n\n\nknn_fewshot = KNNFewShot(\n    metric=approval_accuracy_metric,\n    k=<span class=\"synConstant\">10<\/span>,\n    trainset=train_examples,\n    vectorizer=dspy.Embedder(SentenceTransformer(<span class=\"synConstant\">\"hotchpotch\/static-embedding-japanese\"<\/span>).encode),\n    max_bootstrapped_demos=<span class=\"synConstant\">4<\/span>,  \n    max_labeled_demos=<span class=\"synConstant\">10<\/span>,  \n)\n\n\noptimized_module_bs = knn_fewshot.compile(student=ExpenseApprovalModule())\n\n\nmipro = MIPROv2(\n    metric=approval_accuracy_metric,\n    num_candidates=<span class=\"synConstant\">5<\/span>,  \n    init_temperature=<span class=\"synConstant\">1.0<\/span>,\n    auto=<span class=\"synIdentifier\">None<\/span>,\n)\n\n\noptimized_module_mipro = mipro.compile(\n    student=ExpenseApprovalModule(),\n    trainset=train_examples,  \n    valset=val_examples,  \n    num_trials=<span class=\"synConstant\">10<\/span>,  \n    max_bootstrapped_demos=<span class=\"synConstant\">4<\/span>,\n    max_labeled_demos=<span class=\"synConstant\">10<\/span>,\n)\n<\/pre>\n<h3 id=\"\u7d50\u679c\">\u7d50\u679c<\/h3>\n<p>\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u78ba\u304b\u306b\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u306b\u6bd4\u3079\u308b\u3068\u3001\u4eca\u56de\u306e\u3088\u3046\u306a\u30bf\u30b9\u30af\u3067\u3082\u6027\u80fd\u304c\u4f38\u3073\u3066\u3044\u308b\u69d8\u5b50\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<br \/>\n\u3053\u306e\u3088\u3046\u306a\u6280\u8853\u3092\u904b\u7528\u306b\u8f09\u305b\u308b\u3053\u3068\u3067\u3001AI Agent \u306e\u3088\u3046\u306a\u6a5f\u80fd\u306b\u304a\u3044\u3066\u3082\u300c\u4f7f\u3048\u3070\u4f7f\u3046\u307b\u3069\u8ce2\u304f\u306a\u308b AI \u6a5f\u80fd\u300d\u3092\u5b9f\u73fe\u3067\u304d\u305d\u3046\u3067\u3059\u3002<\/p>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th> Oprimizer                        <\/th>\n<th> \u6b63\u89e3\u7387 <\/th>\n<th> \u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u304b\u3089\u306e\u5dee\u5206 <\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td> \u306a\u3057                             <\/td>\n<td> 87.94% <\/td>\n<td> +0.00%                 <\/td>\n<\/tr>\n<tr>\n<td> BootstrapFewShotWithRandomSearch <\/td>\n<td> 92.46% <\/td>\n<td> +4.52%                 <\/td>\n<\/tr>\n<tr>\n<td> KNNFewShot                       <\/td>\n<td> 91.46% <\/td>\n<td> +3.52%                 <\/td>\n<\/tr>\n<tr>\n<td> MIPROv2                          <\/td>\n<td> <strong>92.96%<\/strong> <\/td>\n<td> <strong>+5.02%<\/strong>                 <\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u5b9f\u969b\u306b\u3001Prompt \u304c\u3069\u306e\u3088\u3046\u306b\u5909\u308f\u3063\u3066\u308b\u304b\u3068\u3044\u3046\u3068\u3001Few-shot expample \u6700\u9069\u5316\u306e\u624b\u6cd5\u306f\u3001\u57fa\u672c\u7684\u306b System message \u306e\u5f8c\u306b\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5185\u5bb9\u304c N \u56de\u7d9a\u304f\u3068\u3044\u3046\u3088\u3046\u306a\u5f62\u306b\u306a\u3063\u3066\u3044\u308b\u3060\u3051\u3067\u3057\u305f\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">User message:\nThis is an example of the task, though some input or output fields are not supplied.\n\n...\u4e8b\u4f8b\u304c\u8a18\u8f09\n\nAssistant message:\n\n.. \u6b63\u89e3\u30e9\u30d9\u30eb\u304c\u8a18\u8f09<\/pre>\n<p>\u4e00\u65b9\u3067\u3001MIPROv2 \u306e\u3088\u3046\u306a Instruction \u306e\u6700\u9069\u5316\u3082\u540c\u6642\u306b\u884c\u3046\u3088\u3046\u306a\u624b\u6cd5\u306e\u5834\u5408\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u6307\u793a\u306e\u6587\u7ae0\u3082\u5909\u308f\u3063\u3066\u307e\u3057\u305f\u3002\u5185\u5bb9\u3068\u3057\u3066\u3082\u3001\u5b9f\u969b\u306b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210\u6642\u306b\u6307\u793a\u3057\u305f\u60aa\u3044\u7d4c\u8cbb\u7cbe\u7b97\u306e\u4f8b\u306b\u6cbf\u3063\u305f\u5185\u5bb9\u306b\u306a\u3063\u3066\u305d\u3046\u3067\u3059\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">Before\n    \u7d4c\u8cbb\u7cbe\u7b97\u30d5\u30a9\u30fc\u30e0\u3092\u5be9\u67fb\u3057\u3001\u627f\u8a8d\/\u5426\u8a8d\u3092\u5224\u5b9a\u3057\u307e\u3059\u3002\n    \u4e0d\u9069\u5207\u306a\u8981\u7d20\u304c\u3042\u308b\u5834\u5408\u306f'rejected'\u3001\u554f\u984c\u304c\u306a\u3051\u308c\u3070'approved'\u3068\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n    \u5224\u5b9a\u7406\u7531\u3082\u5177\u4f53\u7684\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\nAfter\n    \u3042\u306a\u305f\u306f\u4f01\u696d\u306e\u7d4c\u8cbb\u7cbe\u7b97\u62c5\u5f53\u8005\u3068\u3057\u3066\u3001\u7d4c\u8cbb\u7cbe\u7b97\u30d5\u30a9\u30fc\u30e0\u3092\u53b3\u5bc6\u304b\u3064\u516c\u6b63\u306b\u5be9\u67fb\u3059\u308b\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002\u4f01\u696d\u306e\u8ca1\u52d9\u5065\u5168\u6027\u3068\u4e0d\u6b63\u9632\u6b62\u3092\u5b88\u308b\u305f\u3081\u3001\u65e5\u4ed8\u3001\u53d6\u5f15\u5148\u3001\u52d8\u5b9a\u79d1\u76ee\u3001\u91d1\u984d\u3001\u9818\u53ce\u66f8\u306e\u6709\u7121\u3001\u5099\u8003\u306e\u5185\u5bb9\u306a\u3069\u5168\u3066\u306e\u60c5\u5831\u3092\u614e\u91cd\u306b\u691c\u8a3c\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n    \u4e0d\u6b63\u78ba\u306a\u65e5\u4ed8\u3084\u91d1\u984d\u306e\u7570\u5e38\u3001\u53d6\u5f15\u5148\u3068\u7d4c\u8cbb\u7a2e\u5225\u306e\u4e0d\u6574\u5408\u3001\u9818\u53ce\u66f8\u306e\u6b20\u843d\u3001\u904e\u53bb\u306e\u671f\u9650\u5207\u308c\u306e\u7533\u8acb\u306a\u3069\u3001\u3069\u3093\u306a\u4e0d\u9069\u5207\u306a\u8981\u7d20\u3082\u898b\u9003\u3055\u305a\u306b\u767a\u898b\u3057\u3001\u300capproved\u300d\uff08\u627f\u8a8d\uff09\u307e\u305f\u306f\u300crejected\u300d\uff08\u5426\u8a8d\uff09\u3092\u6c7a\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n    \u5224\u5b9a\u7d50\u679c\u306b\u81f3\u308b\u307e\u3067\u306e\u8003\u5bdf\u306f\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u3067\u601d\u8003\u904e\u7a0b\u3068\u3057\u3066\u8a73\u7d30\u306b\u8a18\u8ff0\u3057\u3001\u5177\u4f53\u7684\u304b\u3064\u8aac\u5f97\u529b\u306e\u3042\u308b\u30b3\u30e1\u30f3\u30c8\u3067\u7406\u7531\u3092\u660e\u78ba\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u9650\u3089\u308c\u305f\u60c5\u5831\u3068\u8907\u96d1\u306a\u72b6\u6cc1\u306e\u4e2d\u3067\u3001\u4f01\u696d\u306e\u4fe1\u983c\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u5b88\u308b\u305f\u3081\u3001\u6700\u3082\u59a5\u5f53\u306a\u5224\u65ad\u3092\u884c\u3046\u3088\u3046\u52aa\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/pre>\n<h2 id=\"\u6700\u5f8c\u306b\">\u6700\u5f8c\u306b<\/h2>\n<p>\u4eca\u56de\u306f\u3001AI Agent \u6642\u4ee3\u306b\u304a\u3051\u308b\u300c\u4f7f\u3048\u3070\u4f7f\u3046\u307b\u3069\u8ce2\u304f\u306a\u308b AI \u6a5f\u80fd\u300d\u306e\u958b\u767a\u3068\u3044\u3046\u30c6\u30fc\u30de\u3067\u3001LLM \u4ee5\u524d\u3001\u305d\u3057\u3066 LLM \u4ee5\u5f8c\u3069\u306e\u3088\u3046\u306b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u73fe\u3057\u3066\u3044\u304f\u306e\u304b\u3092\u8ad6\u6587\u3084\u5b9f\u969b\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u5f15\u7528\u3057\u306a\u304c\u3089\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<br \/>\n\u66f4\u306b\u3001\u305d\u306e\u4e2d\u306e\u4e00\u8981\u7d20\u3068\u3057\u3066\u91cd\u8981\u306a Prompt \u6700\u9069\u5316\u3068\u3044\u3046\u6280\u8853\u306b\u3064\u3044\u3066 DSPy \u3092\u7528\u3044\u305f\u691c\u8a3c\u3092\u884c\u3044\u3001\u4e00\u5b9a\u306e\u52b9\u679c\u304c\u898b\u3048\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002<br \/>\nLLM \u4ee5\u524d\u3068\u306f\u8003\u3048\u65b9\u3082\u5909\u308f\u308a\u3001\u79c1\u81ea\u8eab\u3082\u65e5\u3005\u30a2\u30f3\u30e9\u30fc\u30cb\u30f3\u30b0\u305b\u306d\u3070\u3068\u3044\u3046\u6bce\u65e5\u3067\u3059\u304c\u3001\u958b\u767a\u3068\u3057\u3066\u3084\u308c\u308b\u3053\u3068\u306e\u5e45\u306f\u78ba\u5b9f\u306b\u5e83\u304c\u3063\u3066\u304a\u308a\u697d\u3057\u3044\u6642\u4ee3\u3060\u306a\u3068\u611f\u3058\u307e\u3059\u3002<\/p>\n<p>\u5b9f\u52d9\u3060\u3068\u3001\u305d\u3082\u305d\u3082 LLM \u306b\u6e21\u305b\u3066\u3044\u306a\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u3069\u306e\u3088\u3046\u306b\u53d6\u5f97\u3059\u308b\u306e\u304b\u3001\u8a55\u4fa1\u6307\u6a19\u304c\u5358\u7d14\u306a\u6b63\u89e3\u7387\u3067\u3044\u3044\u306e\u304b\u3001\u3069\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u6700\u9069\u5316\u3092\u304b\u3051\u308b\u306e\u304b\u3001\u3069\u306e\u5358\u4f4d\u3067\u6700\u9069\u5316\u3059\u308b\u306e\u304b\u3001\u306a\u3069\u8003\u3048\u308b\u3053\u3068\u306f\u591a\u304f\u5358\u7d14\u3067\u306f\u306a\u3044\u3067\u3059\u304c\u3001\u3053\u306e\u3088\u3046\u306a\u624b\u6cd5\u3092\u904b\u7528\u306b\u8f09\u305b\u3066\u3044\u304f\u3053\u3068\u3067\u300c\u696d\u52d9\u306e\u5b8c\u5168\u81ea\u52d5\u904b\u8ee2\u5316\u300d\u306b\u8fd1\u3065\u3051\u3066\u3044\u304d\u307e\u3059\uff01<\/p>\n<p>\u307e\u305f\u3001\u4eca\u56de\u306fLLM\u3092Fine Tuning\u3057\u306a\u3044\u524d\u63d0\u3067\u306e\u8a71\u3092\u3057\u307e\u3057\u305f\u304c\u3001\u3082\u3061\u308d\u3093LLM\u306eFine Tuning\u3082\u4eca\u5f8c\u6d3b\u7528\u3057\u3066\u3044\u304f\u53ef\u80fd\u6027\u306f\u9ad8\u3044\u3067\u3059\u3002\u9069\u6750\u9069\u6240\u3067Tool\u3092\u4f7f\u3044\u5206\u3051\u3066\u958b\u767a\u3092\u9032\u3081\u3066\u3044\u304f\u3068\u3044\u3046\u8a71\u3092\u4ee5\u524d\u306b\u3082\u3057\u305f\u306e\u3067\u3001\u4ee5\u4e0b\u306e\u30b9\u30e9\u30a4\u30c9\u3082\u662f\u975e\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><iframe loading=\"lazy\" id=\"talk_frame_1417793\" class=\"speakerdeck-iframe\" src=\"https:\/\/speakerdeck.com\/player\/02ca22e5fe61442a97b2a1ac3a249817\" width=\"710\" height=\"399\" style=\"aspect-ratio:710\/399; border:0; padding:0; margin:0; background:transparent;\" frameborder=\"0\" allowtransparency=\"true\" allowfullscreen=\"allowfullscreen\"><\/iframe> <cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/speakerdeck.com\/layerx\/evolving-ai-ml-products-in-genai-era\">speakerdeck.com<\/a><\/cite><\/p>\n<p>\u3053\u306e\u3088\u3046\u306a AI Agent \u958b\u767a\u3092\u884c\u3044\u3001\u904b\u7528\u306b\u8f09\u305b\u3066\u3044\u304f\u4ef2\u9593\u3092\u5168\u65b9\u9762\u3067\u52df\u96c6\u4e2d\u3067\u3059\uff01<br \/>\n\u5c11\u3057\u3067\u3082\u8208\u5473\u306e\u3042\u308b\u65b9\u3001X \u306e DM \u3084\u4ee5\u4e0b\u306e\u30d5\u30a9\u30fc\u30e0\u304b\u3089\u3067\u3082\u69cb\u308f\u306a\u3044\u306e\u3067\u3001\u304a\u6c17\u8efd\u306b\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<\/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:\/\/tech.layerx.co.jp\/entry\/2025\/10\/23\/222742\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"LayerX \u306e\u30d0\u30af\u30e9\u30af\u4e8b\u696d\u90e8\u306e AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u90e8\u3067\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u3057\u3066\u3044\u308b\u5cf6\u8d8a\uff08@nt_4o54\uff09\u3067\u3059\u3002\u3053\u3061\u3089\u306fLayerX AI Agent \u30d6\u30ed\u30b0\u30ea\u30ec\u30fc 31 \u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002 \u6628\u65e5\u306f\u677e\u6751 (@yu__ya4) [&hellip;]","protected":false},"author":1,"featured_media":18469,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-18468","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 Agent\u6642\u4ee3\u306b\u304a\u3051\u308b\u300c\u4f7f\u3048\u3070\u4f7f\u3046\u307b\u3069\u8ce2\u304f\u306a\u308bAI\u6a5f\u80fd\u300d\u306e\u958b\u767a - 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\/10\/23\/222742\" \/>\n<meta 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