{"id":8658,"date":"2025-10-08T16:33:47","date_gmt":"2025-10-08T16:33:47","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=8658"},"modified":"2025-10-08T16:33:47","modified_gmt":"2025-10-08T16:33:47","slug":"%e7%94%b3%e8%ab%8b%e4%bd%9c%e6%88%90-ai-agent-%e3%81%ae-poc-%e3%81%a7%e3%81%ae%e8%a9%a6%e8%a1%8c%e9%8c%af%e8%aa%a4%e3%81%a8%e5%ad%a6%e3%81%b3","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/8658\/","title":{"rendered":"\u7533\u8acb\u4f5c\u6210 AI Agent \u306e PoC \u3067\u306e\u8a66\u884c\u932f\u8aa4\u3068\u5b66\u3073"},"content":{"rendered":"\n<\/p>\n<div>\n<p>\u3053\u306e\u8a18\u4e8b\u306f <a target=\"_blank\" href=\"https:\/\/www.notion.so\/6975c0901ea54ca9b609fafc3e8a35c3?pvs=21\">LayerX AI Agent \u30d6\u30ed\u30b0\u30ea\u30ec\u30fc<\/a> 21\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n<p>\u30d0\u30af\u30e9\u30af\u7533\u8acb\u30fb\u7d4c\u8cbb\u7cbe\u7b97\u30c1\u30fc\u30e0\u3067\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u3092\u3057\u3066\u3044\u308b <a target=\"_blank\" href=\"https:\/\/x.com\/ktr_0731\">ktr<\/a> \u3067\u3059\u3002\u79c1\u305f\u3061\u306e\u30c1\u30fc\u30e0\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u3088\u308a\u8907\u96d1\u306a\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u3001AI Agent \u306e PoC (Proof of Concept\u3001\u6982\u5ff5\u5b9f\u8a3c) \u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002\u4eca\u56de\u306f\u300c\u7533\u8acb\u306e\u81ea\u52d5\u4f5c\u6210 AI Agent\u300d\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u958b\u767a\u306b\u304a\u3051\u308b\u6280\u8853\u7684\u306a\u8ab2\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56\u3092\u3001\u8a66\u884c\u932f\u8aa4\u306e\u904e\u7a0b\u3068\u5171\u306b\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>\u306a\u304a\u3001\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3059\u308b\u6a5f\u80fd\u306f\u3042\u304f\u307e\u3067 PoC \u6bb5\u968e\u306e\u3082\u306e\u3067\u3042\u308a\u3001\u6b63\u5f0f\u306a\u30ea\u30ea\u30fc\u30b9\u304c\u6c7a\u5b9a\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u3054\u4e86\u627f\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2 id=\"\u7533\u8acb\u4f5c\u6210-AI-Agent-\u306e\u6982\u8981\">\u7533\u8acb\u4f5c\u6210 AI Agent \u306e\u6982\u8981<\/h2>\n<p>\u30d0\u30af\u30e9\u30af\u7533\u8acb\u30fb\u7d4c\u8cbb\u7cbe\u7b97\u3067\u306f\u65e5\u3005\u306e\u7a1f\u8b70\u3084\u7d4c\u8cbb\u7cbe\u7b97\u306e\u7533\u8acb\u3092\u96c6\u7d04\u3057\u3001\u52b9\u7387\u7684\u306b\u7d71\u5236\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\u30e6\u30fc\u30b6\u30fc\u306f\u76ee\u7684\u306b\u5408\u3063\u305f\u7533\u8acb\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u3073\u3001\u8a3c\u6191\u3084\u5fc5\u8981\u306a\u60c5\u5831\u3092\u5165\u529b\u3057\u3066\u7533\u8acb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u53d6\u5f15\u5148\u304b\u3089\u8acb\u6c42\u66f8\u3092\u53d7\u9818\u3057\u305f\u5834\u5408\u3001\u305d\u306e\u652f\u6255\u3044\u3092\u884c\u3046\u305f\u3081\u306b\u652f\u6255\u7533\u8acb\u30d5\u30a9\u30fc\u30e0\u3092\u5229\u7528\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u4f5c\u696d\u306f\u91cd\u8981\u306a\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u304c\u3001\u540c\u6642\u306b\u7169\u96d1\u3067\u9000\u5c48\u306a\u3082\u306e\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u7533\u8acb\u8005\u306f\u672c\u6765\u306e\u696d\u52d9\u304b\u3089\u96e2\u308c\u3066\u3053\u308c\u3089\u306e\u4f5c\u696d\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u3001\u751f\u7523\u7684\u306a\u6d3b\u52d5\u304c\u3067\u304d\u308b\u6642\u9593\u3092\u72a0\u7272\u306b\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u30d0\u30af\u30e9\u30af\u3067\u306f\u3053\u308c\u307e\u3067\u3082\u3053\u3046\u3057\u305f\u4f5c\u696d\u3092\u6975\u529b\u6e1b\u3089\u3057\u3001\u4f7f\u3044\u3084\u3059\u3044\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u6a5f\u80fd\u958b\u767a\u3092\u9032\u3081\u3066\u304d\u307e\u3057\u305f\u3002LLM\u306e\u767b\u5834\u3068\u6025\u901f\u306a\u767a\u5c55\u306b\u3088\u308a\u3001\u5f93\u6765\u306e\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3067\u306f\u89e3\u6c7a\u304c\u96e3\u3057\u304b\u3063\u305f\u8ab2\u984c\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001\u8acb\u6c42\u66f8\u3084\u9818\u53ce\u66f8\u3068\u3044\u3063\u305f\u8a3c\u6191\u304b\u3089\u7533\u8acb\u3092\u81ea\u52d5\u4f5c\u6210\u3059\u308b AI Agent PoC \u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002<br \/>\u3053\u306e\u6a5f\u80fd\u3067\u306f\u3001\u8a3c\u6191\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3060\u3051\u3067\u3001AI Agent \u304c\u6700\u9069\u306a\u7533\u8acb\u30d5\u30a9\u30fc\u30e0\u3084\u95a2\u9023\u3059\u308b\u904e\u53bb\u306e\u7533\u8acb\u3092\u7279\u5b9a\u3057\u3001\u305d\u308c\u3089\u306e\u60c5\u5831\u3092\u3082\u3068\u306b\u65b0\u3057\u3044\u7533\u8acb\u3092\u81ea\u52d5\u3067\u4f5c\u6210\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u7533\u8acb\u4f5c\u6210\u306e\u624b\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u3001\u6700\u7d42\u7684\u306b\u306f AI Agent \u304c\u4f5c\u6210\u3057\u305f\u7533\u8acb\u5185\u5bb9\u3092\u78ba\u8a8d\u30fb\u63d0\u51fa\u3059\u308b\u3060\u3051\u3067\u5b8c\u4e86\u3057\u307e\u3059\u3002<br \/>\u305f\u3060\u3057\u3001\u3053\u306e AI Agent \u306e\u958b\u767a\u306b\u306f\u591a\u304f\u306e\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u4ee5\u964d\u3067\u306f\u3044\u304f\u3064\u304b\u5177\u4f53\u4f8b\u3092\u793a\u3057\u306a\u304c\u3089\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u3069\u306e\u3088\u3046\u306b\u89e3\u6c7a\u3057\u305f\u306e\u304b\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"\u65e2\u5b58-API-\u306e\u8907\u96d1\u6027\u3068-LLM\">\u65e2\u5b58 API \u306e\u8907\u96d1\u6027\u3068 LLM<\/h2>\n<p>\u30d0\u30af\u30e9\u30af\u7533\u8acb\u30fb\u7d4c\u8cbb\u7cbe\u7b97\u306b\u306f\u975e\u5e38\u306b\u591a\u304f\u306e\u69cb\u6210\u8981\u7d20\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u7533\u8acb\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u3069\u306e\u7533\u8acb\u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u3046\u304b\u3001\u8ab0\u304c\u627f\u8a8d\u8005\u306b\u306a\u308b\u3079\u304d\u304b\u3001\u30d5\u30a9\u30fc\u30e0\u306b\u5165\u529b\u3059\u308b\u65e5\u4ed8\u3084\u91d1\u984d\u3001\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u3001\u7d10\u3065\u304f\u8cfc\u8cb7\u7533\u8acb\u306a\u3069\u3001\u3053\u3053\u306b\u66f8\u304d\u304d\u308c\u306a\u3044\u307b\u3069\u306e\u5165\u529b\u5024\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<br \/>\u5f53\u7136\u3001\u3053\u308c\u3089\u306e\u8981\u7d20\u3092\u6271\u3046\u65e2\u5b58\u306e API \u3082\u975e\u5e38\u306b\u8907\u96d1\u306a\u4ed5\u69d8\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u4e00\u4f8b\u3092\u6319\u3052\u308b\u3068\u3001\u3082\u3063\u3068\u3082\u5358\u7d14\u306a\u7d4c\u8cbb\u7cbe\u7b97\u306e\u7533\u8acb\u3092\u4f5c\u6210\u3059\u308b API \u3067\u3055\u3048\u300140\u500b\u4ee5\u4e0a\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\u52a0\u3048\u3066\u3001\u7533\u8acb\u30d5\u30a9\u30fc\u30e0\u306f\u7ba1\u7406\u8005\u304c\u81ea\u7531\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u308b\u305f\u3081\u3001\u305f\u3068\u3048\u3070\u30d5\u30a9\u30fc\u30e0 A \u3067\u306f\u4f7f\u308f\u308c\u3066\u3044\u308b\u5165\u529b\u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u30d5\u30a9\u30fc\u30e0 B \u3067\u306f\u4f7f\u308f\u308c\u3066\u3044\u306a\u3044\u3001\u3068\u3044\u3063\u305f\u3053\u3068\u304c\u3057\u3070\u3057\u3070\u3042\u308a\u307e\u3059\u3002\u65e2\u5b58\u306e\u7533\u8acb\u4f5c\u6210 API \u3067\u306f\u3001\u3069\u3093\u306a\u7533\u8acb\u30d5\u30a9\u30fc\u30e0\u304b\u3089\u3067\u3082\u7533\u8acb\u3092\u3064\u304f\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u6570\u304c\u591a\u304f\u3001\u8907\u96d1\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\u307e\u305f\u3001\u53c2\u7167\u7cfb API \u306f\u30ea\u30bd\u30fc\u30b9\u6307\u5411\u306e\u8a2d\u8a08\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u67d4\u8edf\u306b\u30ea\u30bd\u30fc\u30b9\u3092\u30d5\u30a7\u30c3\u30c1\u3067\u304d\u308b\u4ed5\u7d44\u307f\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>AI Agent \u3092\u69cb\u7bc9\u3059\u308b\u969b\u3001\u65e2\u5b58\u306e API \u3092\u8584\u304f\u30e9\u30c3\u30d7\u3057\u305f\u30c4\u30fc\u30eb\u3092\u4f5c\u6210\u3059\u308b\u306e\u306f\u4e00\u3064\u306e\u65b9\u6cd5\u3067\u3059\u3002\u7279\u306b\u3001\u30ea\u30bd\u30fc\u30b9\u6307\u5411\u306e\u53c2\u7167\u7cfb API \u3067\u3042\u308c\u3070\u3001\u4e00\u3064\u306e\u6c4e\u7528\u7684\u306a\u30c4\u30fc\u30eb\u3067\u5e45\u5e83\u3044\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u308b\u305f\u3081\u3001\u4e00\u898b\u3059\u308b\u3068\u7406\u306b\u304b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\u3057\u304b\u3057\u3001\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f LLM \u306b\u3068\u3063\u3066\u6700\u9069\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u6c4e\u7528\u7684\u306a\u30c4\u30fc\u30eb\u3092\u4f7f\u3046\u3068\u3001LLM \u306f\u307e\u305a\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u89e3\u91c8\u3057\u3066\u304b\u3089\u6b21\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u63a8\u8ad6\u3059\u308b\u3068\u3044\u3046\u591a\u6bb5\u968e\u306e\u601d\u8003\u3092\u5f37\u3044\u3089\u308c\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u304c\u8907\u96d1\u306b\u306a\u308b\u307b\u3069\u30a8\u30e9\u30fc\u306e\u53ef\u80fd\u6027\u304c\u9ad8\u307e\u308a\u3001\u3055\u3089\u306b\u5fc5\u8981\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3066\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u5727\u8feb\u3059\u308b\u3068\u3044\u3046\u554f\u984c\u3082\u751f\u3058\u307e\u3057\u305f\u3002<br \/>\u5b9f\u969b\u3001\u79c1\u305f\u3061\u304c\u521d\u671f\u306b\u958b\u767a\u3057\u305f LLM \u3078\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u30c7\u30b6\u30a4\u30f3\u3055\u308c\u3066\u3044\u306a\u304b\u3063\u305f PoC \u3067\u306f\u3001\u3053\u306e\u554f\u984c\u304c\u9855\u8457\u3067\u3057\u305f\u3002LLM \u306b\u30c4\u30fc\u30eb\u3092\u4f7f\u308f\u305b\u308b\u3068\u3001\u9014\u4e2d\u3067\u4f7f\u3044\u65b9\u3092\u9593\u9055\u3048\u305f\u308a\u3001\u5b58\u5728\u3057\u306a\u3044 ID \u3084\u5024\u3092\u751f\u6210 (\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3) \u3057\u305f\u308a\u3068\u3044\u3063\u305f\u60f3\u5b9a\u5916\u306e\u6319\u52d5\u304c\u591a\u767a\u3057\u3001\u52d5\u4f5c\u304c\u5b89\u5b9a\u3057\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p>Anthropic \u306e\u8a18\u4e8b <a target=\"_blank\" href=\"https:\/\/www.anthropic.com\/engineering\/writing-tools-for-agents\">Writing effective tools for agents \u2014 with agents<\/a> \u3067\u3082\u6b21\u306e\u3088\u3046\u306b\u8ff0\u3079\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<blockquote>\n<p>A common error we\u2019ve observed is tools that merely wrap existing software functionality or API endpoints\u2014whether or not the tools are appropriate for agents. This is because agents have distinct \u201caffordances\u201d to traditional software\u2014that is, they have different ways of perceiving the potential actions they can take with those tools<\/p>\n<p>\u79c1\u305f\u3061\u304c\u3088\u304f\u76ee\u306b\u3059\u308b\u3088\u304f\u3042\u308b\u8aa4\u308a\u306f\u3001\u65e2\u5b58\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u6a5f\u80fd\u3084API\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u5358\u306b\u30e9\u30c3\u30d7\u3059\u308b\u3060\u3051\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002\u305d\u306e\u30c4\u30fc\u30eb\u304c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u9069\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u306f\u95a2\u4fc2\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u308c\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5f93\u6765\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u306f\u7570\u306a\u308b\u300c\u30a2\u30d5\u30a9\u30fc\u30c0\u30f3\u30b9\u300d\u3092\u6301\u3063\u3066\u3044\u308b\u305f\u3081\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u305d\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u5b9f\u884c\u3067\u304d\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u7570\u306a\u308b\u65b9\u6cd5\u3067\u8a8d\u8b58\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n<p>We recommend building a few thoughtful tools targeting specific high-impact workflows, which match your evaluation tasks and scaling up from there.<\/p>\n<p>\u8a55\u4fa1\u30bf\u30b9\u30af\u306b\u9069\u3057\u305f\u3001\u5f71\u97ff\u306e\u5927\u304d\u3044\u7279\u5b9a\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5bfe\u8c61\u3068\u3057\u305f\u3001\u601d\u616e\u6df1\u3044\u30c4\u30fc\u30eb\u3092\u3044\u304f\u3064\u304b\u69cb\u7bc9\u3057\u3001\u305d\u3053\u304b\u3089\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u3057\u3066\u3044\u304f\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n<\/blockquote>\n<p>\u79c1\u9054\u3082\u65e2\u5b58\u306e API \u3092\u5358\u7d14\u306b\u30e9\u30c3\u30d7\u3059\u308b\u3060\u3051\u3067\u306f\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u3068\u8003\u3048\u3001\u3088\u308a LLM \u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a API \u3084\u30c4\u30fc\u30eb\u3092\u65b0\u305f\u306b\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002<br \/>\u4e3b\u306b\u69cb\u7bc9\u3057\u305f\u306e\u306f\u6b21\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n<ol>\n<li>\u985e\u4f3c\u3057\u305f\u904e\u53bb\u7533\u8acb\u306e\u5019\u88dc\u3092\u53d6\u5f97\u3059\u308b\u30c4\u30fc\u30eb<\/li>\n<li>\u904e\u53bb\u7533\u8acb\u306e\u5185\u5bb9\u3092\u53d6\u5f97\u3059\u308b\u30c4\u30fc\u30eb<\/li>\n<li>AI-OCR \u306b\u3088\u308b\u5165\u529b\u88dc\u5b8c\u3092\u884c\u3046\u30c4\u30fc\u30eb<\/li>\n<li>\u7533\u8acb\u4f5c\u6210\u30c4\u30fc\u30eb<\/li>\n<\/ol>\n<p>\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u7d71\u5408\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002\u4f8b\u3048\u3070\u30012 \u3068 3 \u3092\u4e00\u3064\u306b\u307e\u3068\u3081\u3001\u300c\u904e\u53bb\u7533\u8acb\u3068\u8a3c\u6191\u3092\u5165\u529b\u3068\u3057\u3066\u4eca\u56de\u306e\u7533\u8acb\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3059\u308b\u300d\u30c4\u30fc\u30eb\u306b\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002\u3057\u304b\u3057\u4eca\u56de\u306e\u30b1\u30fc\u30b9\u3067\u306f\u3001\u8a3c\u6191\u306b\u57fa\u3065\u3044\u3066\u4e0a\u66f8\u304d\u3055\u308c\u305f\u9805\u76ee\u3092\u5177\u4f53\u7684\u306b LLM \u306b\u628a\u63e1\u3055\u305b\u308b\u305f\u3081\u3001\u610f\u56f3\u7684\u306b\u30c4\u30fc\u30eb\u3092\u5206\u3051\u3066\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\u307e\u305f\u30012 \u306e\u7533\u8acb\u5185\u5bb9\u53d6\u5f97\u30c4\u30fc\u30eb\u306b\u3064\u3044\u3066\u306f\u3001\u65e2\u5b58 API \u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u305d\u306e\u307e\u307e\u8fd4\u3059\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u60c5\u5831\u91cf\u3092\u6e1b\u3089\u3057\u3001\u30e2\u30c7\u30eb\u304c\u89e3\u91c8\u53ef\u80fd\u306a\u8868\u73fe\u3067\u300d\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u8fd4\u3059\u3088\u3046\u8a2d\u8a08\u3057\u307e\u3057\u305f\u3002<br \/>\u305f\u3068\u3048\u3070\u3001\u3082\u3063\u3068\u3082\u5358\u7d14\u306a\u7d4c\u8cbb\u7cbe\u7b97\u7533\u8acb\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u4f8b\u306f\u3053\u306e\u3088\u3046\u306a\u5f62\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u7533\u8acb\u306e\u4f5c\u6210\u306b\u5fc5\u8981\u306a\u3082\u306e\u3060\u3051\u3092\u62bd\u51fa\u3057\u3001\u4e0d\u8981\u306a\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u3059\u3079\u3066\u524a\u304e\u843d\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u53d6\u6368\u9078\u629e\u306f\u7533\u8acb\u30d5\u30a9\u30fc\u30e0\u306e\u8a2d\u5b9a\u3092\u3082\u3068\u306b\u52d5\u7684\u306b\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-json\" data-lang=\"json\" data-unlink=\"\"><span class=\"synSpecial\">{<\/span>\n  \"<span class=\"synStatement\">formId<\/span>\": \"<span class=\"synConstant\">testPreviousFormId<\/span>\",\n  \"<span class=\"synStatement\">request<\/span>\": <span class=\"synSpecial\">{<\/span>\n    \"<span class=\"synStatement\">title<\/span>\": \"<span class=\"synConstant\">2025\/09 \u7d4c\u8cbb\u7cbe\u7b97<\/span>\",\n    \"<span class=\"synStatement\">requestDetails<\/span>\": <span class=\"synSpecial\">[<\/span>\n      <span class=\"synSpecial\">{<\/span>\n        \"<span class=\"synStatement\">detailDate<\/span>\": \"<span class=\"synConstant\">2025-08-15<\/span>\",\n        \"<span class=\"synStatement\">expenseAccountItem<\/span>\": \"<span class=\"synConstant\">\u4f1a\u98df\u8cbb<\/span>\",\n        \"<span class=\"synStatement\">paymentAmount<\/span>\": <span class=\"synConstant\">12000<\/span>,\n        \"<span class=\"synStatement\">title<\/span>\": \"<span class=\"synConstant\">\u30d0\u30af\u30e9\u30af\u30ec\u30b9\u30c8\u30e9\u30f3<\/span>\",\n        \"<span class=\"synStatement\">description<\/span>\": \"<span class=\"synConstant\">\u682a\u5f0f\u4f1a\u793e XX \u306e A \u3055\u3093\u3068\u306e\u4f1a\u98df\u3067\u3059<\/span>\"\n      <span class=\"synSpecial\">}<\/span>\n    <span class=\"synSpecial\">]<\/span>\n  <span class=\"synSpecial\">}<\/span>\n<span class=\"synSpecial\">}<\/span>\n<\/pre>\n<p>\u524d\u8ff0\u3057\u305f\u3068\u304a\u308a\u3001\u7533\u8acb\u30d5\u30a9\u30fc\u30e0\u306f\u52d5\u7684\u3067\u3042\u308a\u3001\u5404\u30d5\u30a9\u30fc\u30e0\u3067\u5165\u529b\u53ef\u80fd\u306a\u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u7570\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u7533\u8acb\u4f5c\u6210 API \u3067\u53d7\u3051\u53d6\u308c\u308b\u3059\u3079\u3066\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u516c\u958b\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5b9f\u969b\u306b\u5fc5\u8981\u306a\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u307f\u306b\u7d5e\u3063\u3066\u63d0\u793a\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u7533\u8acb\u4f5c\u6210\u30c4\u30fc\u30eb\u3067\u306f <code>input_schema<\/code> \u306b\u5229\u7528\u3059\u308b JSON Schema \u3092\u52d5\u7684\u306b\u751f\u6210\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3061\u3089\u3082\u306a\u308b\u3079\u304f\u4f59\u8a08\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6e1b\u3089\u3059\u305f\u3081\u306e\u53d6\u308a\u7d44\u307f\u3067\u3059\u3002\u5177\u4f53\u7684\u306a\u5b9f\u88c5\u3068\u3057\u3066\u306f\u3001\u305d\u306e\u7533\u8acb\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u7533\u8acb\u30d5\u30a9\u30fc\u30e0\u5c02\u7528\u306e\u30b9\u30ad\u30fc\u30de\u53d6\u5f97\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u7528\u610f\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u7533\u8acb\u4f5c\u6210\u306b\u7279\u5316\u3057\u305f\u5165\u529b\u3092\u3064\u304f\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"code bash\" data-lang=\"bash\" data-unlink=\"\">curl https:\/\/test.invalid\/api\/forms\/\/schema\n<\/pre>\n<pre class=\"code lang-json\" data-lang=\"json\" data-unlink=\"\"><span class=\"synSpecial\">{<\/span>\n  \"<span class=\"synStatement\">type<\/span>\": \"<span class=\"synConstant\">object<\/span>\",\n  \"<span class=\"synStatement\">properties<\/span>\": <span class=\"synSpecial\">{<\/span>\n    \"<span class=\"synStatement\">title<\/span>\": <span class=\"synSpecial\">{<\/span>\n      \"<span class=\"synStatement\">type<\/span>\": \"<span class=\"synConstant\">string<\/span>\",\n      \"<span class=\"synStatement\">minLength<\/span>\": <span class=\"synConstant\">1<\/span>,\n      \"<span class=\"synStatement\">description<\/span>\": \"<span class=\"synConstant\">\u7533\u8acb\u540d<\/span>\",\n      \"<span class=\"synStatement\">default<\/span>\": \"<span class=\"synConstant\">2025\/09 \u7d4c\u8cbb\u7cbe\u7b97<\/span>\"\n    <span class=\"synSpecial\">}<\/span>,\n    \"<span class=\"synStatement\">requestDetails<\/span>\": <span class=\"synSpecial\">{<\/span>\n      \"<span class=\"synStatement\">type<\/span>\": \"<span class=\"synConstant\">array<\/span>\",\n      \"<span class=\"synStatement\">items<\/span>\": <span class=\"synSpecial\">{<\/span>\n        \"<span class=\"synStatement\">type<\/span>\": \"<span class=\"synConstant\">object<\/span>\",\n        \"<span class=\"synStatement\">properties<\/span>\": <span class=\"synSpecial\">{<\/span>\n          \"<span class=\"synStatement\">detailDate<\/span>\": <span class=\"synSpecial\">{<\/span>\n            \"<span class=\"synStatement\">type<\/span>\": \"<span class=\"synConstant\">string<\/span>\",\n            \"<span class=\"synStatement\">description<\/span>\": \"<span class=\"synConstant\">\u652f\u6255\u65e5\u6642<\/span>\"\n          <span class=\"synSpecial\">}<\/span>,\n          \"<span class=\"synStatement\">paymentAmount<\/span>\": <span class=\"synSpecial\">{<\/span>\n            \"<span class=\"synStatement\">type<\/span>\": \"<span class=\"synConstant\">number<\/span>\",\n            \"<span class=\"synStatement\">description<\/span>\": \"<span class=\"synConstant\">\u91d1\u984d<\/span>\"\n          <span class=\"synSpecial\">}<\/span>,\n          \"<span class=\"synStatement\">title<\/span>\": <span class=\"synSpecial\">{<\/span>\n            \"<span class=\"synStatement\">type<\/span>\": <span class=\"synSpecial\">[<\/span>\n              \"<span class=\"synConstant\">string<\/span>\",\n              \"<span class=\"synConstant\">null<\/span>\"\n            <span class=\"synSpecial\">]<\/span>,\n            \"<span class=\"synStatement\">description<\/span>\": \"<span class=\"synConstant\">\u652f\u6255\u5148<\/span>\"\n          <span class=\"synSpecial\">}<\/span>,\n          \"<span class=\"synStatement\">description<\/span>\": <span class=\"synSpecial\">{<\/span>\n            \"<span class=\"synStatement\">type<\/span>\": <span class=\"synSpecial\">[<\/span>\n              \"<span class=\"synConstant\">string<\/span>\",\n              \"<span class=\"synConstant\">null<\/span>\"\n            <span class=\"synSpecial\">]<\/span>,\n            \"<span class=\"synStatement\">description<\/span>\": \"<span class=\"synConstant\">\u5185\u5bb9\u30fb\u30e1\u30e2<\/span>\"\n          <span class=\"synSpecial\">}<\/span>\n        <span class=\"synSpecial\">}<\/span>,\n        \"<span class=\"synStatement\">required<\/span>\": <span class=\"synSpecial\">[<\/span>\n          \"<span class=\"synConstant\">detailDate<\/span>\",\n          \"<span class=\"synConstant\">paymentAmount<\/span>\"\n        <span class=\"synSpecial\">]<\/span>,\n        \"<span class=\"synStatement\">additionalProperties<\/span>\": <span class=\"synConstant\">false<\/span>\n      <span class=\"synSpecial\">}<\/span>,\n      \"<span class=\"synStatement\">minItems<\/span>\": <span class=\"synConstant\">1<\/span>\n    <span class=\"synSpecial\">}<\/span>\n  <span class=\"synSpecial\">}<\/span>,\n  \"<span class=\"synStatement\">required<\/span>\": <span class=\"synSpecial\">[<\/span>\n    \"<span class=\"synConstant\">requestDetails<\/span>\"\n  <span class=\"synSpecial\">]<\/span>,\n  \"<span class=\"synStatement\">additionalProperties<\/span>\": <span class=\"synConstant\">false<\/span>\n<span class=\"synSpecial\">}<\/span>\n<\/pre>\n<p>\u7533\u8acb\u5185\u5bb9\u53d6\u5f97\u30c4\u30fc\u30eb\u3067\u53d6\u5f97\u3067\u304d\u308b\u5185\u5bb9\u3082\u3053\u306e\u30b9\u30ad\u30fc\u30de\u306b\u6e96\u62e0\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u53d6\u5f97\u3057\u305f\u30c7\u30fc\u30bf\u3092\u305d\u306e\u307e\u307e\u7533\u8acb\u4f5c\u6210\u30c4\u30fc\u30eb\u306b\u6e21\u3059\u3060\u3051\u3067\u3001\u540c\u4e00\u5185\u5bb9\u306e\u7533\u8acb\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001API\u3084\u30c4\u30fc\u30eb\u3092\u901a\u3058\u3066\u5fc5\u8981\u6700\u5c0f\u9650\u306e\u60c5\u5831\u3060\u3051\u3092\u3084\u308a\u53d6\u308a\u3057\u3001LLM \u306e\u5224\u65ad\u4f59\u5730\u3092\u6975\u529b\u6e1b\u3089\u3059\u5de5\u592b\u306b\u3088\u308a\u3001\u52d5\u4f5c\u306e\u5b89\u5b9a\u6027\u304c\u5927\u304d\u304f\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"\u30d0\u30af\u30e9\u30af\u306e\u65e2\u5b58\u8cc7\u7523\u3092\u30d5\u30eb\u6d3b\u7528\u3059\u308b\">\u30d0\u30af\u30e9\u30af\u306e\u65e2\u5b58\u8cc7\u7523\u3092\u30d5\u30eb\u6d3b\u7528\u3059\u308b<\/h2>\n<p>\u524d\u8ff0\u3057\u305f\u3068\u304a\u308a\u3001\u5b89\u5b9a\u3057\u305f\u52d5\u4f5c\u3092\u3059\u308b AI Agent \u3092\u3064\u304f\u308b\u306b\u306f LLM \u304c\u6271\u3046\u30bf\u30b9\u30af\u306e\u6570\u3092\u6e1b\u3089\u3057\u305f\u308a\u5c0f\u3055\u304f\u5206\u89e3\u3057\u3001\u306a\u308b\u3079\u304f LLM \u304c\u89e3\u304f\u554f\u984c\u9818\u57df\u3092\u72ed\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30d0\u30af\u30e9\u30af\u306b\u306f\u7cbe\u5ea6\u306e\u9ad8\u3044 <a target=\"_blank\" href=\"https:\/\/bakuraku.jp\/news\/20241126\/\">AI-OCR<\/a> \u304c\u3042\u308a\u3001\u3053\u308c\u3092\u4f7f\u3046\u3053\u3068\u3067\u9ad8\u901f\u304b\u3064\u5b89\u5b9a\u3057\u305f\u8a3c\u6191\u306e\u8aad\u307f\u53d6\u308a\u3001\u8acb\u6c42\u66f8\u306e\u53d6\u5f15\u5148\u3084\u91d1\u984d\u306e\u8aad\u307f\u53d6\u308a\u306a\u3069\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u305d\u306e\u53d6\u5f15\u5148\u304b\u3089\u306e\u8acb\u6c42\u66f8\u3092\u904e\u53bb\u3069\u306e\u7533\u8acb\u30d5\u30a9\u30fc\u30e0\u3067\u63d0\u51fa\u3057\u305f\u304b\u3084\u3001\u3069\u306e\u3088\u3046\u306a\u7533\u8acb\u3060\u3063\u305f\u304b\u3082\u53d6\u5f97\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u591a\u304f\u306e\u524d\u51e6\u7406\u3092 LLM \u3092\u4ecb\u3055\u305a\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3067 AI-OCR \u3067\u306f\u30ab\u30d0\u30fc\u3067\u304d\u306a\u3044\u7b87\u6240\u3082\u5f53\u7136\u3042\u308b\u306e\u3067\u3001\u305d\u3046\u3044\u3063\u305f\u3068\u3053\u308d\u3067\u306f LLM \u3092\u4f7f\u3046\u3053\u3068\u3067\u89e3\u6c7a\u3057\u3066\u3044\u304d\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u306e\u7406\u89e3\">\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u306e\u7406\u89e3<\/h2>\n<p>\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u306e\u6df1\u3044\u7406\u89e3\u304c\u3001\u79c1\u304c\u500b\u4eba\u7684\u306b\u3082\u3063\u3068\u3082\u91cd\u8981\u3060\u3068\u8003\u3048\u3066\u3044\u308b\u70b9\u3067\u3059\u3002\u65e5\u5e38\u7684\u306b\u3069\u306e\u3088\u3046\u306a\u696d\u52d9\u304c\u3042\u308a\u3001\u3069\u306e\u3088\u3046\u306a\u624b\u9806\u3067\u9032\u3081\u3089\u308c\u3066\u3044\u308b\u304b\u3092\u628a\u63e1\u3057\u306a\u3051\u308c\u3070\u3001\u8981\u4ef6\u5b9a\u7fa9\u306f\u3067\u304d\u307e\u305b\u3093\u3002AI Agent \u306f\u304a\u308d\u304b\u3001\u57fa\u672c\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u5316\u3055\u3048\u56f0\u96e3\u3067\u3059\u3002\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u3092\u8a73\u7d30\u306b\u7406\u89e3\u3057\u3001\u5177\u4f53\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3084\u8ab2\u984c\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001AI Agent \u3067\u89e3\u6c7a\u3059\u3079\u304d\u8ab2\u984c\u3068\u305d\u3046\u3067\u306a\u3044\u8ab2\u984c\u3092\u660e\u78ba\u306b\u533a\u5225\u3067\u304d\u3001\u9069\u5207\u306a\u8a2d\u8a08\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u79c1\u305f\u3061\u306e PoC \u306f\u3001\u5f53\u521d\u306f\u30c1\u30e3\u30c3\u30c8 UI \u30d9\u30fc\u30b9\u306e\u7533\u8acb\u4f5c\u6210 AI Agent \u3067\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u7d5e\u308a\u8fbc\u307f\u3001\u8acb\u6c42\u66f8\u3068\u904e\u53bb\u7533\u8acb\u304b\u3089\u652f\u6255\u7533\u8acb\u3092\u4f5c\u6210\u3059\u308b\u4f53\u9a13\u3078\u3068\u7126\u70b9\u3092\u79fb\u3057\u307e\u3057\u305f\u3002\u7406\u60f3\u7684\u306b\u306f\u5e45\u5e83\u3044\u696d\u52d9\u30c9\u30e1\u30a4\u30f3\u306e\u591a\u69d8\u306a\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u304c\u3001\u305d\u308c\u306f\u7279\u5b9a\u30c9\u30e1\u30a4\u30f3\u306e\u7279\u5b9a\u30bf\u30b9\u30af\u3088\u308a\u683c\u6bb5\u306b\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u307e\u305a\u306f\u696d\u52d9\u30c9\u30e1\u30a4\u30f3\u3068\u30bf\u30b9\u30af\u306e\u4e21\u65b9\u3092\u7d5e\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u30c1\u30e3\u30c3\u30c8 UI \u30d9\u30fc\u30b9\u306e\u7533\u8acb\u4f5c\u6210 AI Agent\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/k\/ktr_0731\/20250919\/20250919124310.png\" width=\"674\" height=\"531\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u30c1\u30e3\u30c3\u30c8 UI \u30d9\u30fc\u30b9\u306e\u7533\u8acb\u4f5c\u6210 AI Agent<\/figcaption><\/figure>\n<\/p>\n<p>\u691c\u8a0e\u306e\u7d50\u679c\u3001\u53d6\u5f15\u5148\u304b\u3089\u6bce\u6708\u5c4a\u304f\u8acb\u6c42\u66f8\u30e1\u30fc\u30eb\u3092\u30c8\u30ea\u30ac\u30fc\u3068\u3057\u3066\u3001\u904e\u53bb\u7533\u8acb\u3092\u691c\u7d22\u3057\u3001AI-OCR \u3067\u8aad\u307f\u53d6\u3063\u305f\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3066\u652f\u6255\u7533\u8acb\u3092\u4f5c\u6210\u3059\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u578b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<br \/>\u3053\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u578b\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u624b\u9806\u306b\u6cbf\u3063\u3066\u51e6\u7406\u3092\u9032\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u30c1\u30e3\u30c3\u30c8\u30d9\u30fc\u30b9\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u5bfe\u8a71\u3092\u3082\u3068\u306b LLM \u304c\u63a8\u8ad6\u3092\u884c\u3044\u306a\u304c\u3089 tool call \u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f LLM \u306b\u8907\u96d1\u306a\u63a8\u8ad6\u3084\u8a66\u884c\u932f\u8aa4\u7684\u306a tool call \u3092\u8981\u6c42\u305b\u305a\u3001\u5b9a\u7fa9\u3055\u308c\u305f\u624b\u9806\u306b\u5f93\u3063\u3066\u5fc5\u8981\u306a API \u3092\u9806\u6b21\u547c\u3073\u51fa\u3057\u3001LLM \u306e\u4ecb\u5165\u306f\u5fc5\u8981\u306a\u7b87\u6240\u306b\u9650\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u6700\u7d42\u7684\u306b\u51fa\u6765\u4e0a\u304c\u3063\u305f AI Agent \u306e\u69cb\u6210\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/k\/ktr_0731\/20250919\/20250919190405.png\" width=\"1200\" height=\"776\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u6700\u7d42\u7684\u306b\u51fa\u6765\u4e0a\u304c\u3063\u305f AI Agent \u306e\u69cb\u6210<\/figcaption><\/figure>\n<\/p>\n<h2 id=\"\u30d0\u30af\u30e9\u30af\u7533\u8acb\u7d4c\u8cbb\u7cbe\u7b97\u3068\u306e\u7d71\u5408\">\u30d0\u30af\u30e9\u30af\u7533\u8acb\u30fb\u7d4c\u8cbb\u7cbe\u7b97\u3068\u306e\u7d71\u5408<\/h2>\n<p>PoC \u3067\u4e00\u5b9a\u30ec\u30d9\u30eb\u306e AI Agent \u3092\u958b\u767a\u3067\u304d\u307e\u3057\u305f\u304c\u3001\u672c\u6a5f\u80fd\u3068\u3057\u3066\u30ea\u30ea\u30fc\u30b9\u3059\u308b\u969b\u306b\u306f\u30d0\u30af\u30e9\u30af\u7533\u8acb\u30fb\u7d4c\u8cbb\u7cbe\u7b97\u306b\u9069\u5207\u306b\u7d44\u307f\u8fbc\u3080\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30b7\u30b9\u30c6\u30e0\u304c\u60f3\u5b9a\u901a\u308a\u306b\u52d5\u4f5c\u3059\u308b\u3053\u3068\u3068\u3001\u304a\u5ba2\u69d8\u304c\u81ea\u7136\u306b\u4f7f\u3048\u308b\u5f62\u3067\u4f53\u9a13\u8a2d\u8a08\u3059\u308b\u3053\u3068\u306f\u3001\u8003\u616e\u3059\u3079\u304d\u70b9\u304c\u7570\u306a\u308a\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\n<ul>\n<li>\u8acb\u6c42\u66f8\u30e1\u30fc\u30eb\u53d7\u9818\u5f8c\u3001\u3044\u3064\u30e6\u30fc\u30b6\u30fc\u306b\u901a\u77e5\u3057\u3001\u8ffd\u52a0\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u4fc3\u3059\u304b\u304c\u91cd\u8981\u3067\u3059\u3002Human-in-the-Loop (HITL) \u304c\u5c11\u306a\u3044\u307b\u3069 AI Agent \u306f\u81ea\u5f8b\u7684\u306b\u52d5\u4f5c\u3057\u307e\u3059\u304c\u3001\u30bf\u30b9\u30af\u5b8c\u9042\u306e\u78ba\u5b9f\u6027\u306f\u4e0b\u304c\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001HITL \u304c\u591a\u3059\u304e\u308b\u3068\u60c5\u5831\u63d0\u4f9b\u3084\u5b89\u5168\u306a\u30c4\u30fc\u30eb\u5b9f\u884c\u306f\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u6ce8\u610f\u304c\u983b\u7e41\u306b AI Agent \u306b\u596a\u308f\u308c\u3001\u696d\u52d9\u52b9\u7387\u5316\u3068\u3044\u3046\u672c\u6765\u306e\u76ee\u7684\u304c\u9054\u6210\u3067\u304d\u306a\u304f\u306a\u308b\u6050\u308c\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li>AI \u304c\u4f5c\u6210\u3057\u305f\u7533\u8acb\u3068\u4eba\u9593\u304c\u4f5c\u6210\u3057\u305f\u7533\u8acb\u306e\u533a\u5225\n<ul>\n<li>\u3053\u306e\u533a\u5225\u304c\u306a\u3044\u3068\u30e6\u30fc\u30b6\u30fc\u304c\u6df7\u4e71\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4eba\u9593\u304c\u4f5c\u6210\u3057\u305f\u7533\u8acb\u306f\u5f8c\u3067\u7de8\u96c6\u3057\u305f\u308a\u3001\u4eee\u306e\u5024\u3092\u5165\u308c\u305f\u308a\u3059\u308b\u524d\u63d0\u304c\u3042\u308a\u307e\u3059\u304c\u3001AI \u304c\u4f5c\u6210\u3057\u305f\u7533\u8acb\u306f\u63d0\u51fa\u3067\u304d\u308b\u6bb5\u968e\u307e\u3067\u4f5c\u308a\u8fbc\u307e\u308c\u3066\u304a\u308a\u3001\u4eba\u9593\u306b\u3088\u308b\u6700\u7d42\u78ba\u8a8d\u3060\u3051\u3067\u6e08\u3080\u306f\u305a\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li>AI Agent \u306e\u8a8d\u8a3c\u30fb\u8a8d\u53ef\n<ul>\n<li>AI Agent \u304c\u81ea\u5f8b\u7684\u306b\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u3066\u304f\u308c\u308b\u306e\u306f\u4fbf\u5229\u3067\u3059\u304c\u3001AI Agent \u306f\u3069\u306e\u3088\u3046\u306b\u8a8d\u8a3c\u3055\u308c\u3001\u3069\u306e\u7a0b\u5ea6\u306e\u6a29\u9650\u3092\u6301\u3064\u3079\u304d\u3067\u3057\u3087\u3046\u304b\uff1f\u30e6\u30fc\u30b6\u30fc\u306e\u4ee3\u7406\u3068\u3057\u3066\u52d5\u4f5c\u3059\u308b\u5834\u5408\u3001\u3069\u306e\u3088\u3046\u306b\u8a8d\u53ef\u3092\u53d6\u5f97\u3059\u3079\u304d\u3067\u3057\u3087\u3046\u304b\uff1f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u4ed6\u306b\u3082\u307e\u3060\u307e\u3060\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8ab2\u984c\u306f\u73fe\u6642\u70b9\u3067\u3082\u300c\u3053\u308c\u3060\uff01\u300d\u3068\u3044\u3046\u660e\u78ba\u306a\u7b54\u3048\u306f\u51fa\u3066\u304a\u3089\u305a\u3001\u8b70\u8ad6\u3068\u8a66\u884c\u932f\u8aa4\u3092\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u7533\u8acb\u306e\u81ea\u52d5\u4f5c\u6210 AI Agent \u306e PoC \u3092\u901a\u3058\u3066\u3001\u79c1\u305f\u3061\u304c\u76f4\u9762\u3057\u305f\u6280\u8853\u7684\u306a\u8ab2\u984c\u3068\u3001\u305d\u306e\u89e3\u6c7a\u306b\u5411\u3051\u305f\u8a66\u884c\u932f\u8aa4\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>AI Agent \u306e\u958b\u767a\u306f\u3001\u696d\u52d9\u30c9\u30e1\u30a4\u30f3\u3084\u30d7\u30ed\u30bb\u30b9\u306e\u7406\u89e3\u3068\u3044\u3063\u305f\u4eca\u307e\u3067\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3067\u3082\u91cd\u8981\u306a\u8981\u7d20\u306b\u52a0\u3048\u3066\u3001LLM 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