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Face\u3092\u3001\u62e1\u5f35\u53ef\u80fd\u306a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30d5\u30ed\u30fc\u306b\u306fBotpress\/Microsoft\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002.<\/li>\n<li>\u30c6\u30b9\u30c8\u3068CI\u3092\u7528\u3044\u3066\u904b\u7528\u5316\u3057\u307e\u3059\u3002\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u3092\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u5316\u3057\u3001GitHub 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chatbot github\u306e\u8a2d\u8a08\u56f3\u3084Programming 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chatbot programmieren\u307e\u305f\u306fprogrammieren chatgpt\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3002\u5b66\u3076\u305f\u3081\u306e\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3055\u308c\u305f\u30ea\u30b9\u30c8\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u6295\u8cc7\u3059\u308b\u524d\u306b\u4e00\u822c\u7684\u306a\u843d\u3068\u3057\u7a74\u3084\u5b9f\u969b\u306e\u4f8b\u3092\u5b66\u3076\u305f\u3081\u306b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u9078\u629e\u30ea\u30b9\u30c8\uff08\u6700\u9ad8\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8reddit\u30b9\u30ec\u30c3\u30c9\u3092\u542b\u3080\uff09\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002.<\/p>\n<p><img src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/12\/programming-chatbot-284519.jpg\" alt=\"\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\" loading=\"lazy\" decoding=\"async\" title=\"\"><\/p>\n<h2>\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u9078\u629e\uff1a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u6700\u9069\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3069\u308c\u3067\u3059\u304b\uff1f<\/h2>\n<h3>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u6bd4\u8f03\u3068\u8a55\u4fa1\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30ea\u30b9\u30c8<\/h3>\n<p>\u305d\u308c\u306f\u3042\u306a\u305f\u306e\u76ee\u6a19\u306b\u3088\u308a\u307e\u3059\u2014\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u300c\u6700\u9069\u306a\u300d\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u5b58\u5728\u3057\u307e\u305b\u3093\uff1b\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\uff08\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3001\u958b\u767a\u8005\u30c4\u30fc\u30eb\u3001\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3001\u307e\u305f\u306fWhatsApp\uff0f\u30a6\u30a7\u30d6\u5c55\u958b\uff09\u306b\u3088\u3063\u3066\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3054\u3068\u306e\u63a8\u5968\u30aa\u30d7\u30b7\u30e7\u30f3\uff1a<\/p>\n<ul>\n<li><strong>\u8fc5\u901f\u306a\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u3068\u30b3\u30fc\u30c9\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306b\u6700\u9069\uff08\u751f\u6210 + \u30b3\u30fc\u30c9\uff09:<\/strong> OpenAI GPT\u30d5\u30a1\u30df\u30ea\u30fc\u307e\u305f\u306f\u305d\u306e\u4ed6\u306eLLM API\u306b\u3088\u308b\u30b3\u30fc\u30c9\u751f\u6210\u304a\u3088\u3073\u4f1a\u8a71\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u652f\u63f4 \u2014 \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8AI\u3084\u30b3\u30fc\u30c9\u88dc\u5b8c\u306b\u6700\u9069\u3067\u3001\u5f37\u529b\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30b5\u30dd\u30fc\u30c8\u304c\u3042\u308a\u307e\u3059 (OpenAI: <a href=\"https:\/\/openai.com\" target=\"_blank\" rel=\"noopener\">openai.com<\/a>). \u30e1\u30ea\u30c3\u30c8: \u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3001\u8fc5\u901f\u306a\u53cd\u5fa9\u3001\u5f37\u529b\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u4f8b\u3002\u30c7\u30e1\u30ea\u30c3\u30c8: \u5927\u898f\u6a21\u306a\u30b3\u30b9\u30c8\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u5b89\u5168\u6027\u306e\u8abf\u6574\u3001\u53d6\u5f97\u62e1\u5f35\u751f\u6210 (RAG) \u306e\u305f\u3081\u306e\u30c4\u30fc\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002.<\/li>\n<li><strong>\u751f\u7523\u7528NLU + \u30c0\u30a4\u30a2\u30ed\u30b0\u7ba1\u7406\uff08\u30ab\u30b9\u30bf\u30e0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\uff09\u306b\u6700\u9069:<\/strong> Rasa \u2014 \u610f\u56f3\u3001\u30b9\u30ed\u30c3\u30c8\u3001\u30dd\u30ea\u30b7\u30fc\u3001\u304a\u3088\u3073\u751f\u7523\u30b0\u30ec\u30fc\u30c9\u306e\u30c0\u30a4\u30a2\u30ed\u30b0\u306e\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002\u30e1\u30ea\u30c3\u30c8: \u5b8c\u5168\u306a\u5236\u5fa1\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u307e\u305f\u306f\u30af\u30e9\u30a6\u30c9\u3001\u30de\u30eb\u30c1\u30ea\u30f3\u30ac\u30eb\u30d5\u30ed\u30fc\u3084\u7af6\u4e89\u529b\u306e\u3042\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5f37\u529b\u3067\u3059\u3002\u30c7\u30e1\u30ea\u30c3\u30c8: \u30ce\u30fc\u30b3\u30fc\u30c9\u30d3\u30eb\u30c0\u30fc\u3088\u308a\u3082\u5b66\u7fd2\u66f2\u7dda\u304c\u6025\u3067\u3059\u3002.<\/li>\n<li><strong>\u7ba1\u7406\u3055\u308c\u305fNLU\u304a\u3088\u3073\u7d71\u5408\u306b\u6700\u9069:<\/strong> Dialogflow (Google) \u2014 \u610f\u56f3\u3092\u8fc5\u901f\u306b\u8a2d\u5b9a\u3057\u3001\u8907\u6570\u306e\u30c1\u30e3\u30cd\u30eb\uff08\u30a6\u30a7\u30d6\u3001Messenger\u3001\u97f3\u58f0\uff09\u306b\u30d7\u30c3\u30b7\u30e5\u3067\u304d\u307e\u3059\u3002\u30e1\u30ea\u30c3\u30c8: \u8fc5\u901f\u306b\u7acb\u3061\u4e0a\u3052\u3089\u308c\u3001\u7d71\u5408\u3055\u308c\u305f\u5206\u6790\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30e1\u30ea\u30c3\u30c8: \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30b9\u30bf\u30c3\u30af\u3088\u308a\u3082\u30e2\u30c7\u30eb\u5236\u5fa1\u304c\u5c11\u306a\u3044\u3067\u3059\u3002.<\/li>\n<li><strong>\u958b\u767a\u8005\u30d5\u30a1\u30fc\u30b9\u30c8\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0:<\/strong> Botpress\u3068Microsoft Bot Framework \u2014 \u30d3\u30b8\u30e5\u30a2\u30eb\u30d5\u30ed\u30fc\u3068\u30ab\u30b9\u30bf\u30e0\u30ed\u30b8\u30c3\u30af\u306e\u305f\u3081\u306eSDK\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30eb\u30fc\u30eb+ML\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304a\u3088\u3073\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b3\u30cd\u30af\u30bf\u306b\u6700\u9069\u3067\u3059\u3002.<\/li>\n<li><strong>\u8efd\u91cf\u306aPython\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8:<\/strong> ChatterBot\u3068GitHub\u30d6\u30eb\u30fc\u30d7\u30ea\u30f3\u30c8 \u2014 Python\u3067\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u305f\u3081\u306e\u8fc5\u901f\u306a\u30c7\u30e2\u3068\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u6163\u308c\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3059\u3002\u6982\u5ff5\u5b9f\u8a3c\u306b\u306f\u9069\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u73fe\u4ee3\u306eNLU\/LLM\u306e\u751f\u7523\u30cb\u30fc\u30ba\u306b\u306f\u9069\u3057\u3066\u3044\u307e\u305b\u3093 (<a href=\"https:\/\/github.com\" target=\"_blank\" rel=\"noopener\">github.com<\/a>).<\/li>\n<li><strong>\u30aa\u30fc\u30d7\u30f3\u30e2\u30c7\u30eb\u3068\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb:<\/strong> Hugging Face \u2014 \u30ab\u30b9\u30bf\u30e0LLM\u30c1\u30e3\u30c3\u30c8\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304a\u3088\u3073\u57cb\u3081\u8fbc\u307f\u30d9\u30fc\u30b9\u306e\u691c\u7d22\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30e2\u30c7\u30eb\u3001\u57cb\u3081\u8fbc\u307f\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30ea\u30bd\u30fc\u30b9\u3002.<\/li>\n<li><strong>\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u30d5\u30a1\u30fc\u30b9\u30c8\u306e\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\uff08WhatsApp\u3001Messenger\uff09:<\/strong> NLU\u307e\u305f\u306fLLM\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092WhatsApp\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4\u3068\u7d44\u307f\u5408\u308f\u305b\u3066WhatsApp\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u884c\u3044\u307e\u3059\u3002Messenger\u3068\u30a6\u30a7\u30d6\u5411\u3051\u306b\u306f\u3001\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3092\u52a0\u901f\u3059\u308b\u305f\u3081\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3068Python\u7d71\u5408\u30ac\u30a4\u30c9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n<p>\u8a55\u4fa1\u3059\u308b\u969b\u306f\u3001\u610f\u56f3\u306e\u7cbe\u5ea6\u3001AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u7d71\u5408\u306e\u62e1\u5f35\u6027\u3001\u591a\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8\u3001\u5206\u6790\u3001LLM\u547c\u3073\u51fa\u3057\u306e\u30b3\u30b9\u30c8\u3001\u304a\u3088\u3073\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u304b\u3089\u672c\u756a\u74b0\u5883\u3078\u306e\u79fb\u884c\u306e\u5bb9\u6613\u3055\u3092\u6bd4\u8f03\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u30b3\u30fc\u30c9\u4f8b\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001GitHub\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d6\u30eb\u30fc\u30d7\u30ea\u30f3\u30c8\u3068Messenger\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8Python\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u78ba\u8a8d\u3057\u3066\u3001\u5b9f\u969b\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u30d1\u30bf\u30fc\u30f3\u3068\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u898b\u3066\u304f\u3060\u3055\u3044\u3002.<\/p>\n<h3>\u6700\u9ad8\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306eReddit\u30d4\u30c3\u30af\u3068\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30c6\u30b9\u30c8\u6e08\u307f\u306e\u63a8\u5968\u4e8b\u9805<\/h3>\n<p>\u79c1\u306f\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u8aad\u307f\u3001\u5b9f\u7528\u7684\u306a\u63a8\u5968\u4e8b\u9805\u3092\u62bd\u51fa\u3057\u3066\u3001\u4e00\u822c\u7684\u306a\u9593\u9055\u3044\u3092\u7e70\u308a\u8fd4\u3055\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002Reddit\u3084\u958b\u767a\u8005\u30d5\u30a9\u30fc\u30e9\u30e0\u3067\u306e\u6700\u9ad8\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u95a2\u3059\u308b\u7e70\u308a\u8fd4\u3057\u306e\u30c6\u30fc\u30de\u306f:<\/p>\n<ul>\n<li><strong>\u5236\u5fa1\u306e\u305f\u3081\u306eRasa:<\/strong> \u6c7a\u5b9a\u8ad6\u7684\u306a\u52d5\u4f5c\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u5fc5\u8981\u3068\u3059\u308b\u958b\u767a\u8005\u306f\u3001\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3084\u7af6\u6280\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u306bRasa\u3092\u63a8\u5968\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002.<\/li>\n<li><strong>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30d8\u30eb\u30d7\u306e\u305f\u3081\u306eOpenAI \/ LLM\u30b9\u30bf\u30c3\u30af:<\/strong> \u30b9\u30ec\u30c3\u30c9\u306f\u300c\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8AI\u300d\u3068\u300c\u30d7\u30ed\u30b0\u30e9\u30df\u30ec\u30f3\u30c1\u30e3\u30c3\u30c8GPT\u300d\u3092\u30bf\u30b0\u4ed8\u3051\u3057\u3001\u30b3\u30fc\u30c9\u751f\u6210\u3001\u30c7\u30d0\u30c3\u30b0\u3001\u304a\u3088\u3073\u30da\u30a2\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306e\u305f\u3081\u306bRAG\u3092\u4f7f\u7528\u3057\u305fGPT\u30d9\u30fc\u30b9\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u597d\u307f\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u30ec\u30fc\u30c8\u5236\u9650\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30f3\u30b0\u3001\u304a\u3088\u3073\u30c6\u30b9\u30c8\u30cf\u30fc\u30cd\u30b9\u3092\u5f37\u8abf\u3057\u3066\u3044\u307e\u3059\u3002.<\/li>\n<li><strong>Botpress \/ Microsoft\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30d5\u30ed\u30fc:<\/strong> \u30d3\u30b8\u30e5\u30a2\u30eb\u30d5\u30ed\u30fc\u30a8\u30c7\u30a3\u30bf\u3068SDK\u306e\u62e1\u5f35\u6027\u3001\u30c1\u30e3\u30cd\u30eb\u30b3\u30cd\u30af\u30bf\u3092\u6c42\u3081\u308b\u30c1\u30fc\u30e0\u306b\u63a8\u5968\u3055\u308c\u307e\u3059\u3002.<\/li>\n<li><strong>ChatterBot\u3068Python\u306e\u30d6\u30eb\u30fc\u30d7\u30ea\u30f3\u30c8:<\/strong> \u300c\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3059\u308b\u65b9\u6cd5\u300d\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3084\u521d\u5fc3\u8005\u5411\u3051\u6295\u7a3f\u3067\u4eba\u6c17\u304c\u3042\u308a\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30b9\u30bf\u30c3\u30af\u306b\u79fb\u884c\u3059\u308b\u524d\u306b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30ec\u30f3\u306e\u57fa\u672c\u3092\u5b66\u3076\u306e\u306b\u6700\u9069\u3067\u3059\u3002.<\/li>\n<\/ul>\n<p>\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u79c1\u304c\u4f7f\u7528\u3059\u308b\u5b9f\u7528\u7684\u3067\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30c6\u30b9\u30c8\u6e08\u307f\u306e\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8:<\/p>\n<ol>\n<li>\u6700\u5c0f\u9650\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\uff08FAQ\u3001\u30ea\u30fc\u30c9\u751f\u6210\uff09\u304b\u3089\u59cb\u3081\u3001\u7121\u6599\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u307e\u305f\u306f\u30ce\u30fc\u30b3\u30fc\u30c9\u30d3\u30eb\u30c0\u30fc\u3067\u691c\u8a3c\u3057\u3066\u521d\u671f\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002.<\/li>\n<li>Python\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\uff08Python\u3067\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\uff09\u307e\u305f\u306f\u30ab\u30b9\u30bf\u30e0\u30ed\u30b8\u30c3\u30af\u3068CI\/CD\u306e\u305f\u3081\u306eGitHub\u30d6\u30eb\u30fc\u30d7\u30ea\u30f3\u30c8\u306b\u79fb\u884c\u3057\u307e\u3059\u3002.<\/li>\n<li>\u81ea\u7136\u306a\u30b3\u30fc\u30c9\u652f\u63f4\u3084\u8907\u96d1\u306a\u8a00\u8a9e\u304c\u5fc5\u8981\u306a\u5834\u5408\u306b\u306e\u307fLLM\u3092\u8ffd\u52a0\u3057\u3001\u4e8b\u5b9f\u306e\u30ea\u30b3\u30fc\u30eb\u306e\u305f\u3081\u306b\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002.<\/li>\n<li>\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u306e\u30b9\u30b1\u30fc\u30eb\u3068\u81ea\u52d5\u5316\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001WhatsApp\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3068Messenger\u7d71\u5408\u3092\u7c21\u7d20\u5316\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u79c1\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u30de\u30fc\u30b1\u30c3\u30c8\u6295\u5165\u307e\u3067\u306e\u6642\u9593\u3092\u77ed\u7e2e\u3059\u308b\u305f\u3081\u306bWeb\u304a\u3088\u3073Messenger\u306e\u5c55\u958b\u30d1\u30bf\u30fc\u30f3\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002<a href=\"https:\/\/messengerbot.app\/ja\/facebook-messenger%e3%81%ab%e6%8e%a5%e7%b6%9a%e3%81%99%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ae%e3%83%a1%e3%83%83%e3%82%bb%e3%83%b3%e3%82%b8%e3%83%a3%e3%83%bc%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c\/\">\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8Python\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a>).<\/li>\n<\/ol>\n<p>\u30c4\u30fc\u30eb\u306e\u6bd4\u8f03\u3084\u7121\u6599API\u30aa\u30d7\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u306f\u3001\u30b3\u30b9\u30c8\u3001\u7cbe\u5ea6\u3001\u958b\u767a\u8005\u306e\u4f7f\u3044\u3084\u3059\u3055\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u3001AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30c4\u30fc\u30eb\u30ac\u30a4\u30c9\u3068\u7121\u6599API\u306e\u307e\u3068\u3081\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044 (<a href=\"https:\/\/messengerbot.app\/ja\/ai%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%83%84%e3%83%bc%e3%83%ab%e3%81%ae%e5%ae%9f%e7%94%a8%e3%82%ac%e3%82%a4%e3%83%89%ef%bc%9a%e7%84%a1%e6%96%99%e3%81%8a%e3%82%88%e3%81%b3\/\">AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30c4\u30fc\u30eb<\/a>, <a href=\"https:\/\/messengerbot.app\/ja\/%e7%84%a1%e6%96%99%e3%81%aeai%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88api-%e7%84%a1%e6%96%99%e3%81%ae%e3%82%ad%e3%83%bc%e3%80%81chatgpt%e3%81%ae%e4%bb%a3%e6%9b%bf%e3%80%81python\/\">\u7121\u6599AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API<\/a>).<\/p>\n<p>\u6ce8: Brain Pod AI\u306f\u3001\u30bf\u30fc\u30f3\u30ad\u30fc\u306e\u591a\u8a00\u8a9e\u30c1\u30e3\u30c3\u30c8\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3068\u751f\u6210\u30c7\u30e2\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u30c1\u30fc\u30e0\u304c\u7ba1\u7406\u3055\u308c\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u6bd4\u8f03\u3059\u308b\u969b\u306b\u3088\u304f\u8a55\u4fa1\u3055\u308c\u307e\u3059 (<a href=\"https:\/\/brainpod.ai\" target=\"_blank\" rel=\"noopener\">Brain Pod AI<\/a>).<\/p>\n<h2>\u8a00\u8a9e\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u4f7f\u7528\u3057\u307e\u3059\u304b?<\/h2>\n<h3>Python\u3067\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0: \u30e9\u30a4\u30d6\u30e9\u30ea\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001\u4f8b<\/h3>\n<p>\u77ed\u3044\u7b54\u3048: Python\u306f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u6700\u3082\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3059\u304c\u3001\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u3067\u306fJavaScript\/Node.js\u3001Java\u3001Go\u3001\u30b9\u30b1\u30fc\u30eb\u3084\u7d71\u5408\u306b\u5fdc\u3058\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u56fa\u6709\u306e\u8a00\u8a9e\u3082\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u79c1\u306f\u3001\u6982\u5ff5\u304b\u3089\u52d5\u4f5c\u3059\u308b\u691c\u7d22\u307e\u305f\u306f\u751f\u6210\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u8fc5\u901f\u306b\u79fb\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3001Python\u3067\u307b\u3068\u3093\u3069\u306eAI\u30d5\u30a1\u30fc\u30b9\u30c8\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u958b\u59cb\u3057\u307e\u3059\u3002\u305d\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308bspaCy\u3001NLTK\u3001Hugging Face Transformers\u3001PyTorch\/TensorFlow\u3001Rasa\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u5b9f\u8df5\u7684\u306a\u4f8b\u3068\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd\u306a\u30d1\u30bf\u30fc\u30f3\u306e\u305f\u3081\u306b\u3001\u610f\u56f3\u306e\u51e6\u7406\u3001Webhook\u306e\u914d\u7dda\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u30e2\u30c7\u30eb\u547c\u3073\u51fa\u3057\u3092\u793a\u3059\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306ePython\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306b\u5f93\u3044\u3001\u305d\u306e\u5f8c\u3001\u57cb\u3081\u8fbc\u307f\u3068\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u8ffd\u52a0\u3059\u308b\u305f\u3081\u306bGitHub\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30d6\u30eb\u30fc\u30d7\u30ea\u30f3\u30c8\u3067\u53cd\u5fa9\u3057\u307e\u3059\u3002.<\/p>\n<p>\u4e3b\u8981\u306aPython\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u305d\u308c\u3092\u4f7f\u7528\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0:<\/p>\n<ul>\n<li><strong>spaCy:<\/strong> \u610f\u56f3\u62bd\u51fa\u306e\u305f\u3081\u306e\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3NLU\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u9ad8\u901f\u30c8\u30fc\u30af\u30f3\u5316\u3002.<\/li>\n<li><strong>Hugging Face Transformers:<\/strong> LLM\u63a8\u8ad6\u3001\u30b3\u30fc\u30c9\u30e2\u30c7\u30eb\u3001\u304a\u3088\u3073\u53d6\u5f97\u5f37\u5316\u751f\u6210\uff08RAG\uff09\u306e\u305f\u3081\u306e\u57cb\u3081\u8fbc\u307f\u3002.<\/li>\n<li><strong>Rasa:<\/strong> \u5b8c\u5168\u306a\u5236\u5fa1\u3068\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u304c\u5fc5\u8981\u306a\u5834\u5408\u306eNLU + \u30c0\u30a4\u30a2\u30ed\u30b0\u7ba1\u7406\u3002.<\/li>\n<li><strong>sentence-transformers:<\/strong> \u610f\u5473\u691c\u7d22\u3068\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u30de\u30c3\u30c1\u30f3\u30b0\u306e\u305f\u3081\u306e\u57cb\u3081\u8fbc\u307f\u3002.<\/li>\n<li><strong>Flask\/FastAPI + asyncio:<\/strong> Messenger\u3001\u30a6\u30a7\u30d6\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u3001\u307e\u305f\u306fWhatsApp\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4\u7528\u306e\u8efd\u91cfAPI\u3068Webhook\u30cf\u30f3\u30c9\u30e9\u30fc\u3002.<\/li>\n<\/ul>\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8AI\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b\u4f7f\u7528\u3059\u308b\u5b9f\u7528\u7684\u306aPython\u30d1\u30bf\u30fc\u30f3:<\/p>\n<ol>\n<li>\u6ce8\u91c8\u4ed8\u304d\u306e\u30a4\u30f3\u30c6\u30f3\u30c8\u3068\u5c0f\u3055\u306aFAQ\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u59cb\u3081\u3066\u3001\u30a4\u30f3\u30c6\u30f3\u30c8\u306e\u7cbe\u5ea6\u3092\u30c6\u30b9\u30c8\u3057\u307e\u3059\u3002.<\/li>\n<li>\u4e8b\u5b9f\u306b\u57fa\u3065\u304f\u30af\u30a8\u30ea\u306e\u305f\u3081\u306b\u57cb\u3081\u8fbc\u307f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8ffd\u52a0\u3057\u3001\u751f\u6210\u5668\uff08RAG\uff09\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u5e7b\u899a\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002.<\/li>\n<li>\u30c6\u30ec\u30e1\u30c8\u30ea\u30fc\uff08\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u7387\u3001\u30a4\u30f3\u30c6\u30f3\u30c8F1\uff09\u3092\u8a08\u6e2c\u3057\u3001\u5b9f\u969b\u306e\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u767a\u8a71\u3092\u53cd\u5fa9\u3057\u307e\u3059\u3002.<\/li>\n<\/ol>\n<p>\u30b3\u30fc\u30c9\u4f8b\u3068\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd\u306a\u30d1\u30b9\u306b\u3064\u3044\u3066\u306f\u3001\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306ePython\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3068GitHub\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d6\u30eb\u30fc\u30d7\u30ea\u30f3\u30c8\u3092\u53c2\u7167\u3057\u3066\u3001\u958b\u767a\u3092\u52a0\u901f\u3057\u3001Python\u3067\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u304c\u5b9f\u969b\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u3069\u306e\u3088\u3046\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3055\u308c\u308b\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044 (<a href=\"https:\/\/messengerbot.app\/ja\/facebook-messenger%e3%81%ab%e6%8e%a5%e7%b6%9a%e3%81%99%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ae%e3%83%a1%e3%83%83%e3%82%bb%e3%83%b3%e3%82%b8%e3%83%a3%e3%83%bc%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c\/\">\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8Python\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a>, <a href=\"https:\/\/messengerbot.app\/ja\/github%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%83%96%e3%83%ab%e3%83%bc%e3%83%97%e3%83%aa%e3%83%b3%e3%83%88%e5%ae%9f%e7%94%a8%e3%82%b3%e3%83%bc%e3%83%89ai%e7%b5%b1%e5%90%88\/\">GitHub\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d6\u30eb\u30fc\u30d7\u30ea\u30f3\u30c8<\/a>).<\/p>\n<h3>AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e\u9078\u629e\uff08Python\u3001JavaScript\u3001Java\u3001Go\uff09\u3068\u305d\u308c\u305e\u308c\u3092\u4f7f\u7528\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0<\/h3>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u9078\u3076\u969b\u306b\u306f\u3001\u88fd\u54c1\u306e\u30cb\u30fc\u30ba\u3001\u30c1\u30fc\u30e0\u306e\u30b9\u30ad\u30eb\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u30c1\u30e3\u30cd\u30eb\u306b\u5408\u308f\u305b\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001Python\u3001JavaScript\/Node.js\u3001Java\/Kotlin\u3001Go\u306e\u9593\u3067\u9078\u629e\u3059\u308b\u305f\u3081\u306e\u5b9f\u7528\u7684\u306a\u63a8\u5968\u4e8b\u9805\u3067\u3059\u3002.<\/p>\n<ul>\n<li><strong>Python \u2014 ML\/LLM\u30d5\u30a1\u30fc\u30b9\u30c8\u30dc\u30c3\u30c8\u306b\u6700\u9069:<\/strong> \u8fc5\u901f\u306a\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u3001\u57cb\u3081\u8fbc\u307f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u307e\u305f\u306f\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u306a\u5834\u5408\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002Python\u306eML\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30ea\u30bd\u30fc\u30b9\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8AI\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3084\u30d7\u30ed\u30f3\u30d7\u30c8\u304a\u3088\u3073\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u306e\u53cd\u5fa9\u306b\u6700\u9069\u3067\u3059\u3002.<\/li>\n<li><strong>JavaScript \/ Node.js \u2014 \u30a6\u30a7\u30d6\u304a\u3088\u3073\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u306b\u6700\u9069:<\/strong> \u9ad8\u3044\u540c\u6642\u63a5\u7d9a\u6570\u306e\u30a6\u30a7\u30d6\u30d5\u30c3\u30af\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30c8\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u307e\u305f\u306f\u30a6\u30a7\u30d6\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u306e\u7d71\u5408\u304c\u5fc5\u8981\u306a\u5834\u5408\u3001\u307e\u305f\u306f\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3068\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u30c1\u30fc\u30e0\u304cJS\u3092\u5171\u6709\u3059\u308b\u5834\u5408\u306fNode\u3092\u9078\u629e\u3057\u307e\u3059\u3002Node\u306f\u3001\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\/\u30a6\u30a7\u30d6\u306e\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3084WhatsApp\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b0\u30eb\u30fc\u30b3\u30fc\u30c9\u306b\u4e00\u822c\u7684\u3067\u3059\u3002.<\/li>\n<li><strong>Java \/ Kotlin \u2014 \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u306e\u4fe1\u983c\u6027\u306b\u6700\u9069:<\/strong> \u53b3\u5bc6\u306a\u578b\u4ed8\u3051\u3001\u9577\u5bff\u547d\u306e\u30b5\u30fc\u30d3\u30b9\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u7d71\u5408\uff08Spring Boot\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\uff09\u304c\u5fc5\u8981\u306a\u5834\u5408\u306fJVM\u3092\u9078\u629e\u3057\u307e\u3059\u3002\u91cd\u3044SLA\u3092\u6301\u3064\u5927\u898f\u6a21\u306a\u4f1a\u8a71\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002.<\/li>\n<li><strong>Go \u2014 \u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306b\u6700\u9069:<\/strong> \u4f4e\u9045\u5ef6\u306e\u30a6\u30a7\u30d6\u30d5\u30c3\u30af\u30d7\u30ed\u30bb\u30c3\u30b5\u3001\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4\u3001\u307e\u305f\u306f\u5927\u91cf\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u6700\u5c0f\u9650\u306e\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3067\u51e6\u7406\u3059\u308b\u30de\u30a4\u30af\u30ed\u30b5\u30fc\u30d3\u30b9\u306bGo\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n<p>\u79c1\u304c\u8003\u616e\u3059\u308b\u4ed6\u306e\u8981\u56e0:<\/p>\n<ul>\n<li><strong>\u7d71\u5408:<\/strong> \u7dca\u5bc6\u306aMessenger\u307e\u305f\u306fWhatsApp\u7d71\u5408\u3068\u8fc5\u901f\u306a\u7acb\u3061\u4e0a\u3052\u304c\u5fc5\u8981\u306a\u5834\u5408\u3001\u79c1\u306f\u8a00\u8a9e\u3092\u5229\u7528\u53ef\u80fd\u306aSDK\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u307e\u3059\u3002Node\u307e\u305f\u306fPython\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068WhatsApp\u30d3\u30b8\u30cd\u30b9API\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u306e\u306f\u4e00\u822c\u7684\u3067\u3059\u3002.<\/li>\n<li><strong>\u904b\u7528\u3068\u30b3\u30b9\u30c8:<\/strong> Python\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306f\u3001\u901f\u5ea6\u306e\u305f\u3081\u306b\u30db\u30b9\u30c8\u3055\u308c\u305fLLM\uff08OpenAI\uff09\u3092\u547c\u3073\u51fa\u3059\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3057\u3001\u547c\u3073\u51fa\u3057\u3092\u30d0\u30c3\u30c1\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u30b3\u30b9\u30c8\u3092\u6700\u9069\u5316\u3057\u3066\u3044\u307e\u3059 (<a href=\"https:\/\/openai.com\" target=\"_blank\" rel=\"noopener\">OpenAI<\/a>).<\/li>\n<li><strong>\u30c1\u30fc\u30e0\u306e\u5c02\u9580\u77e5\u8b58:<\/strong> \u751f\u7523\u3078\u306e\u6700\u901f\u306e\u9053\u306f\u3001\u30c1\u30fc\u30e0\u304c\u3059\u3067\u306b\u77e5\u3063\u3066\u3044\u308b\u30b9\u30bf\u30c3\u30af\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u30c1\u30fc\u30e0\u304c\u30d5\u30eb\u30b9\u30bf\u30c3\u30afJS\u3067\u3042\u308c\u3070Node\u3092\u597d\u307f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u304cPython\u306b\u3042\u308b\u5834\u5408\u306f\u305d\u3053\u304b\u3089\u59cb\u3081\u3001API\u3092\u4ecb\u3057\u3066\u30b5\u30fc\u30d3\u30b9\u3092\u516c\u958b\u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n<p>\u8a00\u8a9e\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u30c4\u30fc\u30eb\u3068\u7121\u6599\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u6bd4\u8f03\u3059\u308b\u305f\u3081\u306b\u3001\u30b3\u30b9\u30c8\u3001\u7cbe\u5ea6\u3001\u958b\u767a\u8005\u306e\u4f7f\u3044\u3084\u3059\u3055\u3092\u30d0\u30e9\u30f3\u30b9\u3055\u305b\u308b\u305f\u3081\u306bAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30c4\u30fc\u30eb\u30ac\u30a4\u30c9\u3068\u7121\u6599\u306eAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API\u306e\u307e\u3068\u3081\u3092\u53c2\u7167\u3057\u307e\u3059 (<a href=\"https:\/\/messengerbot.app\/ja\/ai%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%83%84%e3%83%bc%e3%83%ab%e3%81%ae%e5%ae%9f%e7%94%a8%e3%82%ac%e3%82%a4%e3%83%89%ef%bc%9a%e7%84%a1%e6%96%99%e3%81%8a%e3%82%88%e3%81%b3\/\">AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30c4\u30fc\u30eb<\/a>, <a href=\"https:\/\/messengerbot.app\/ja\/%e7%84%a1%e6%96%99%e3%81%aeai%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88api-%e7%84%a1%e6%96%99%e3%81%ae%e3%82%ad%e3%83%bc%e3%80%81chatgpt%e3%81%ae%e4%bb%a3%e6%9b%bf%e3%80%81python\/\">\u7121\u6599AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API<\/a>).<\/p>\n<p><img src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/12\/programming-chatbot-492554.jpg\" alt=\"\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\" loading=\"lazy\" decoding=\"async\" title=\"\"><\/p>\n<h2>LLM\u306e\u80fd\u529b: ChatGPT\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u3067\u304d\u308b\u304b?<\/h2>\n<h3>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8GPT \u2014 \u30b3\u30fc\u30c9\u306e\u5b9f\u7528\u7684\u306a\u4f7f\u7528\u6cd5\u3001\u9650\u754c\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<\/h3>\n<p>\u306f\u3044 \u2014 ChatGPT\u306f\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3001\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u3001\u30c7\u30d0\u30c3\u30b0\u3092\u624b\u4f1d\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u305d\u306e\u6709\u7528\u6027\u306f\u4f7f\u7528\u65b9\u6cd5\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8a2d\u8a08\u3001\u691c\u8a3c\u306e\u5b9f\u8df5\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002\u79c1\u306fChatGPT\u3092\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8AI\u30bf\u30b9\u30af\u306e\u529b\u3092\u500d\u5897\u3055\u305b\u308b\u305f\u3081\u306b\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\uff1a\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u30b9\u30ad\u30e3\u30d5\u30a9\u30fc\u30eb\u30c7\u30a3\u30f3\u30b0\u3001\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8\u30b9\u30bf\u30d6\u306e\u751f\u6210\u3001\u64ec\u4f3c\u30b3\u30fc\u30c9\u3092\u672c\u756a\u30b9\u30cb\u30da\u30c3\u30c8\u306b\u7ffb\u8a33\u3001SQL\u307e\u305f\u306fAPI\u547c\u3073\u51fa\u3057\u30d1\u30bf\u30fc\u30f3\u306e\u63d0\u6848\u3092\u884c\u3044\u307e\u3059\u3002\u4eba\u6c17\u306e\u3042\u308b\u8a00\u8a9e\uff08Python\u3001JavaScript\/Node.js\u3001Java\u3001C#\u3001Go\u3001PHP\uff09\u3084\u4e00\u822c\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\uff08Flask\/FastAPI\u3001Express\u3001Spring\uff09\u3092\u6271\u3046\u305f\u3081\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3057\u305f\u308a\u3001Python\u3067\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u63a2\u6c42\u3059\u308b\u969b\u306b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<p>\u79c1\u304c\u983c\u308a\u306b\u3057\u3066\u3044\u308b\u5b9f\u7528\u7684\u306a\u4f7f\u7528\u6cd5:<\/p>\n<ul>\n<li>\u30b3\u30fc\u30c9\u751f\u6210\uff1a\u5c0f\u3055\u304f\u3001\u30c6\u30b9\u30c8\u53ef\u80fd\u306a\u5358\u4f4d\uff08\u95a2\u6570\u3001Webhook\u30cf\u30f3\u30c9\u30e9\u30fc\u3001DTO\uff09\u3092\u4f7f\u7528\u3057\u3066\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u53cd\u5fa9\u3092\u52a0\u901f\u3057\u307e\u3059\u3002.<\/li>\n<li>\u30b3\u30fc\u30c9\u306e\u8aac\u660e\u3068\u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0\uff1a\u8907\u96d1\u306a\u30d6\u30ed\u30c3\u30af\u3092\u3088\u308a\u660e\u78ba\u306a\u30d1\u30bf\u30fc\u30f3\u306b\u5909\u63db\u3057\u3001\u5b89\u5168\u306a\u4ee3\u66ff\u6848\u3092\u63d0\u6848\u3057\u307e\u3059\u3002.<\/li>\n<li>\u30c7\u30d0\u30c3\u30b0\u652f\u63f4\u3068\u30c6\u30b9\u30c8\uff1a\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8\u3092\u63d0\u6848\u3057\u3001\u30b9\u30bf\u30c3\u30af\u30c8\u30ec\u30fc\u30b9\u3084\u5931\u6557\u3057\u305f\u30ed\u30b0\u304b\u3089\u8003\u3048\u3089\u308c\u308b\u6839\u672c\u539f\u56e0\u3092\u793a\u3057\u307e\u3059\u3002.<\/li>\n<li>\u30b3\u30fc\u30c9\u306e\u305f\u3081\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\uff1a\u5165\u529b\/\u51fa\u529b\u306e\u4f8b\u3001\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u5236\u7d04\u3092\u542b\u3080\u660e\u793a\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u6210\u3057\u3001\u5e7b\u899a\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n<p>\u65e2\u77e5\u306e\u5236\u9650\u3068\u305d\u308c\u3092\u7de9\u548c\u3059\u308b\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li><strong>\u5e7b\u899a\uff1a<\/strong> ChatGPT\u306fAPI\u3084\u4e0d\u6b63\u78ba\u306a\u95a2\u6570\u30b7\u30b0\u30cd\u30c1\u30e3\u3092\u4f5c\u308a\u51fa\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u79c1\u306f\u5e38\u306b\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff08\u4f8b\uff1aOpenAI\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff09\u306b\u5bfe\u3057\u3066\u691c\u8a3c\u3057\u3001\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u3092\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u307e\u305f\u306fCI\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u5b9f\u884c\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u76f2\u70b9\uff1a<\/strong> \u4e0d\u5b89\u5168\u306a\u30c7\u30d5\u30a9\u30eb\u30c8\u3092\u63d0\u6848\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u30de\u30fc\u30b8\u3059\u308b\u524d\u306b\u9759\u7684\u89e3\u6790\u3001\u30ea\u30f3\u30c6\u30a3\u30f3\u30b0\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b9\u30ad\u30e3\u30f3\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u53e4\u3044\u77e5\u8b58\uff1a<\/strong> \u6700\u5148\u7aef\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u3064\u3044\u3066\u306f\u3001GitHub\u3084\u30d9\u30f3\u30c0\u30fc\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30af\u30ed\u30b9\u30c1\u30a7\u30c3\u30af\u3057\u3001\u79c1\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3068\u3068\u3082\u306b\u60c5\u5831\u5f37\u5316\u751f\u6210\uff08RAG\uff09\u3092\u4f7f\u7528\u3057\u3066\u56de\u7b54\u3092\u57fa\u306b\u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n<p>\u4fe1\u983c\u3067\u304d\u308b\u30b3\u30fc\u30c9\u51fa\u529b\u306e\u305f\u3081\u306b\u79c1\u304c\u4f7f\u7528\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8:<\/p>\n<ol>\n<li>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8: \u201c\u3042\u306a\u305f\u306fJSON {\u2026}\u3092\u53d7\u3051\u53d6\u308bPython 3.11 FastAPI\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u66f8\u3044\u3066\u3044\u307e\u3059\u3002\u201d<\/li>\n<li>\u5236\u7d04: \u201c\u5916\u90e8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u547c\u3073\u51fa\u3057\u306f\u884c\u308f\u305a\u3001\u578b\u30d2\u30f3\u30c8\u3092\u542b\u3081\u3001JSON\u30b9\u30ad\u30fc\u30de\u3092\u8fd4\u3057\u307e\u3059\u3002\u201d<\/li>\n<li>\u691c\u8a3c: \u201c\u6210\u529f\u3068\u4e00\u822c\u7684\u306a\u5931\u6557\u30b1\u30fc\u30b9\u306e\u305f\u3081\u306epytest\u30c6\u30b9\u30c8\u3082\u63d0\u4f9b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u201d<\/li>\n<\/ol>\n<p>\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30b0\u30ec\u30fc\u30c9\u306e\u30b3\u30fc\u30c9\u304c\u5fc5\u8981\u306a\u3068\u304d\u306f\u3001ChatGPT\u3092\u79c1\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u30c6\u30b9\u30c8\u306e\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3055\u308c\u305f\u57cb\u3081\u8fbc\u307f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u30e2\u30c7\u30eb\u306e\u63d0\u6848\u304c\u81ea\u7531\u5f62\u5f0f\u306e\u5e7b\u899a\u3067\u306f\u306a\u304f\u5b9f\u969b\u306e\u30b3\u30fc\u30c9\u3092\u53c2\u7167\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059.<\/p>\n<h3>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8AI\u30ef\u30fc\u30af\u30d5\u30ed\u30fc: ChatGPT\u3092API\u304a\u3088\u3073GitHub\u30a2\u30af\u30b7\u30e7\u30f3\u3068\u7d71\u5408\u3059\u308b<\/h3>\n<p>\u79c1\u306f\u3001ChatGPT\u306e\u3088\u3046\u306aLLM\u3092\u7e70\u308a\u8fd4\u3057\u53ef\u80fd\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3057\u307e\u3059: \u30ea\u30af\u30a8\u30b9\u30c8\u7528\u306eAPI\u30ec\u30a4\u30e4\u30fc\u3001\u56de\u7b54\u306e\u57fa\u76e4\u3092\u63d0\u4f9b\u3059\u308b\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u30ec\u30a4\u30e4\u30fc\u3001\u51fa\u529b\u3092\u691c\u8a3c\u3059\u308bCI\u81ea\u52d5\u5316\u3002\u79c1\u304c\u5c55\u958b\u3059\u308b\u5178\u578b\u7684\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8:<\/p>\n<ul>\n<li><strong>API\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4:<\/strong> \u30a6\u30a7\u30d6\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u3001Messenger\u3001\u307e\u305f\u306fWhatsApp\u304b\u3089\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u53d7\u4fe1\u3057\u3001\u69cb\u9020\u5316\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092LLM\u306b\u8ee2\u9001\u3059\u308b\u8efd\u91cf\u30b5\u30fc\u30d3\u30b9\uff08FastAPI\u307e\u305f\u306fExpress\uff09\u3002.<\/li>\n<li><strong>\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u30ec\u30a4\u30e4\u30fc:<\/strong> \u57cb\u3081\u8fbc\u307f\uff08\u6587\u5909\u63db\u5668\uff09+ \u30d9\u30af\u30c8\u30ebDB\u3092\u4f7f\u7528\u3057\u3066\u95a2\u9023\u3059\u308b\u6587\u66f8\u3084\u30b3\u30fc\u30c9\u30b9\u30cb\u30da\u30c3\u30c8\u3092\u53d6\u5f97\u3057\u3001\u305d\u308c\u3089\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u542b\u3081\u308b\uff08RAG\uff09\u3053\u3068\u3067\u3001\u5e7b\u899a\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u5b9f\u884c\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9:<\/strong> \u5b64\u7acb\u3057\u305f\u30c6\u30b9\u30c8\u30e9\u30f3\u30ca\u30fc\u307e\u305f\u306fDocker\u5316\u3055\u308c\u305f\u74b0\u5883\u3067\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u30b9\u30cb\u30da\u30c3\u30c8\u3092\u5b89\u5168\u306b\u5b9f\u884c\u3057\u3001\u6c7a\u5b9a\u8ad6\u7684\u306a\u30c6\u30b9\u30c8\u7d50\u679c\u3092\u751f\u6210\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u76e3\u8996\u3068\u5b89\u5168\u6027:<\/strong> \u30b3\u30f3\u30c6\u30f3\u30c4\u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u30ec\u30fc\u30c8\u5236\u9650\u3001\u304a\u3088\u3073\u3042\u3044\u307e\u3044\u307e\u305f\u306f\u30ea\u30b9\u30af\u306e\u3042\u308b\u30af\u30a8\u30ea\u306b\u5bfe\u3059\u308b\u4eba\u9593\u306e\u4ecb\u5165\u306b\u3088\u308b\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u3002.<\/li>\n<\/ul>\n<p>\u79c1\u306fGitHub Actions\u3092\u4f7f\u7528\u3057\u3066\u691c\u8a3c\u3092\u81ea\u52d5\u5316\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u3059\u3079\u3066\u306eLLM\u751f\u6210\u306e\u5909\u66f4\u3084\u63d0\u6848\u3055\u308c\u305f\u30b9\u30cb\u30da\u30c3\u30c8\u306f\u3001\u672c\u756a\u74b0\u5883\u306b\u5230\u9054\u3059\u308b\u524d\u306b\u30c6\u30b9\u30c8\u3092\u53d7\u3051\u307e\u3059\u3002\u79c1\u304c\u4f7f\u7528\u3059\u308b\u5178\u578b\u7684\u306aCI\u30d5\u30ed\u30fc\u306f:<\/p>\n<ol>\n<li>LLM\u304c\u63d0\u6848\u3057\u305f\u30b3\u30fc\u30c9\u3092\u542b\u3080\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u304cGitHub Actions\u3092\u30c8\u30ea\u30ac\u30fc\u3057\u307e\u3059\u3002.<\/li>\n<li>Actions\u306f\u30ea\u30f3\u30c6\u30a3\u30f3\u30b0\u3001\u5358\u4f53\u30c6\u30b9\u30c8\u3001\u304a\u3088\u3073\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b9\u30ad\u30e3\u30f3\u3092\u5b9f\u884c\u3057\u3001\u5931\u6557\u306f\u4f1a\u8a71\u30b9\u30ec\u30c3\u30c9\u306b\u5831\u544a\u3055\u308c\u308b\u305f\u3081\u3001LLM\uff08\u307e\u305f\u306f\u958b\u767a\u8005\uff09\u306f\u53cd\u5fa9\u3067\u304d\u307e\u3059\u3002.<\/li>\n<li>\u6210\u529f\u3057\u305f\u5834\u5408\u3001Actions\u306f\u30ab\u30ca\u30ea\u30a2\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u3001\u5b9f\u969b\u306e\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3068\u30c6\u30ec\u30e1\u30c8\u30ea\u30fc\uff08\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u7387\u3001\u30a8\u30e9\u30fc\u7387\uff09\u304c\u89b3\u5bdf\u3055\u308c\u307e\u3059\u3002.<\/li>\n<\/ol>\n<p>\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u304a\u3088\u3073WhatsApp\u7d71\u5408\u306e\u305f\u3081\u306b\u3001API\u30ec\u30a4\u30e4\u30fc\u3092\u5b9f\u7e3e\u306e\u3042\u308b\u30b3\u30cd\u30af\u30bf\u3068\u7d44\u307f\u5408\u308f\u305b\u3001WhatsApp\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30ac\u30a4\u30c9\u3084Messenger\u30a6\u30a7\u30d6\u30d5\u30c3\u30af\u30d1\u30bf\u30fc\u30f3\u306b\u5f93\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c1\u30e3\u30cd\u30eb\u56fa\u6709\u306e\u8a73\u7d30\u304c\u30e2\u30c7\u30eb\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u9664\u5916\u3055\u308c\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u304c\u7c21\u7d20\u5316\u3055\u308c\u307e\u3059\u3002\u5b9f\u8df5\u7684\u306a\u7d71\u5408\u30d1\u30bf\u30fc\u30f3\u3068\u30b3\u30fc\u30c9\u4f8b\u306b\u3064\u3044\u3066\u306f\u3001\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8Python\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3068AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API\u30ac\u30a4\u30c9\u3092\u53c2\u7167\u3057\u3066\u3001\u30a6\u30a7\u30d6\u30d5\u30c3\u30af\u3001\u30ea\u30dd\u30b8\u30c8\u30ea\u3001\u304a\u3088\u3073\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u30b9\u30c6\u30c3\u30d7\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u307e\u3059\u3002<a href=\"https:\/\/messengerbot.app\/ja\/facebook-messenger%e3%81%ab%e6%8e%a5%e7%b6%9a%e3%81%99%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ae%e3%83%a1%e3%83%83%e3%82%bb%e3%83%b3%e3%82%b8%e3%83%a3%e3%83%bc%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c\/\">\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8Python\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a>, <a href=\"https:\/\/messengerbot.app\/ja\/%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88-ai-api-%e3%81%ae%e4%bb%95%e7%b5%84%e3%81%bf-%e7%84%a1%e6%96%99%e3%82%aa%e3%83%97%e3%82%b7%e3%83%a7%e3%83%b3-%e3%83%99%e3%82%b9%e3%83%88\/\">AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API\u30ac\u30a4\u30c9<\/a>).<\/p>\n<p>\u30de\u30eb\u30c1\u30ea\u30f3\u30ac\u30eb\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u8a55\u4fa1\u3057\u3066\u3044\u308b\u30c1\u30fc\u30e0\u306f\u3001\u5546\u696d\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001Brain Pod AI\u306f\u30de\u30eb\u30c1\u30ea\u30f3\u30ac\u30eb\u30c1\u30e3\u30c3\u30c8\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3068\u3001\u30ab\u30b9\u30bf\u30e0LLM\u7d71\u5408\u3068\u4e00\u7dd2\u306b\u30ec\u30d3\u30e5\u30fc\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u751f\u6210\u30c7\u30e2\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<a href=\"https:\/\/brainpod.ai\" target=\"_blank\" rel=\"noopener\">Brain Pod AI<\/a>).<\/p>\n<p>\u7d50\u8ad6: ChatGPT\u306f\u958b\u767a\u3092\u5927\u5e45\u306b\u52a0\u901f\u3057\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u304c\u3001\u88fd\u54c1\u306e\u6e96\u5099\u306b\u306fRAG\u306e\u57fa\u76e4\u3001\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u691c\u8a3c\u3001\u5805\u7262\u306aCI\uff08GitHub Actions\uff09\u3001\u304a\u3088\u3073\u5b9f\u9a13\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u4fe1\u983c\u6027\u306e\u3042\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u79fb\u884c\u3059\u308b\u305f\u3081\u306e\u904b\u7528\u7ba1\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002.<\/p>\n<h2>\u96e3\u6613\u5ea6\u3068\u30bf\u30a4\u30e0\u30e9\u30a4\u30f3: AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3059\u308b\u306e\u306f\u3069\u308c\u304f\u3089\u3044\u96e3\u3057\u3044\u3067\u3059\u304b\uff1f<\/h2>\n<h3>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u3067\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3059\u308b\u65b9\u6cd5: \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u7bc4\u56f2\u3001MVP\u3001\u304a\u3088\u3073\u4e00\u822c\u7684\u306a\u843d\u3068\u3057\u7a74<\/h3>\n<p>\u77ed\u3044\u7b54\u3048: \u7bc4\u56f2\u306b\u3088\u3063\u3066\u7c21\u5358\u304b\u3089\u8907\u96d1\u307e\u3067\u3055\u307e\u3056\u307e\u3067\u3059\u3002\u57fa\u672c\u7684\u306a\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u6570\u6642\u9593\u3067\u69cb\u7bc9\u3067\u304d\u307e\u3059\u304c\u3001\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u62e1\u5f35\u751f\u6210\u3001\u5b89\u5168\u6027\u3001\u30de\u30eb\u30c1\u30c1\u30e3\u30cd\u30eb\u7d71\u5408\u3092\u5099\u3048\u305f\u88fd\u54c1\u6e96\u5099\u304c\u6574\u3063\u305fAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u6570\u9031\u9593\u304b\u3089\u6570\u30f6\u6708\u304b\u304b\u308a\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u3001ML\u306e\u30ce\u30a6\u30cf\u30a6\u304c\u5fc5\u8981\u3067\u3059\u3002.<\/p>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3059\u308b\u65b9\u6cd5\u3092\u8a08\u753b\u3059\u308b\u969b\u3001\u5177\u4f53\u7684\u3067\u7e70\u308a\u8fd4\u3057\u53ef\u80fd\u306a\u30b7\u30fc\u30b1\u30f3\u30b9\u306b\u5f93\u3044\u3001\u30a2\u30a4\u30c7\u30a2\u3092\u4f5c\u696d\u4e2d\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u307e\u305f\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8AI\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306b\u7121\u99c4\u306a\u6642\u9593\u3092\u304b\u3051\u305a\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u7bc4\u56f2\u3068\u6210\u529f\u6307\u6a19\u3092\u5b9a\u7fa9\u3059\u308b:<\/strong> \u30b3\u30a2\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\uff08FAQ\u3001\u30ea\u30fc\u30c9\u751f\u6210\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\uff09\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u30c1\u30e3\u30cd\u30eb\uff08\u30a6\u30a7\u30d6\u3001Messenger\u3001WhatsApp\uff09\u3001\u304a\u3088\u3073\u6e2c\u5b9a\u53ef\u80fd\u306aKPI\uff08\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u7387\u3001\u5b8c\u4e86\u7387\u3001\u5fdc\u7b54\u7cbe\u5ea6\uff09\u3092\u9078\u629e\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>MVP\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u9078\u629e\u3059\u308b:<\/strong> \u4e88\u6e2c\u53ef\u80fd\u306a\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30d5\u30ed\u30fc\uff1b\u610f\u56f3\u99c6\u52d5\u578b\u30dc\u30c3\u30c8\u306e\u305f\u3081\u306eNLU\uff08Rasa\/Dialogflow\uff09\uff1b\u307e\u305f\u306f\u30aa\u30fc\u30d7\u30f3\u30a8\u30f3\u30c9\u3067\u30b3\u30fc\u30c9\u4e2d\u5fc3\u306e\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306e\u305f\u3081\u306eLLM + RAG\u3002\u8fc5\u901f\u306aML\u30a4\u30c6\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306bPython\u3067\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u691c\u8a0e\u3059\u308b\u304b\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u30d5\u30a1\u30fc\u30b9\u30c8\u30b9\u30bf\u30c3\u30af\u306e\u305f\u3081\u306bNode.js\u3092\u4f7f\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002.<\/li>\n<li><strong>\u8fc5\u901f\u306b\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u6210:<\/strong> \u7121\u6599\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30aa\u30d7\u30b7\u30e7\u30f3\u307e\u305f\u306f\u30ce\u30fc\u30b3\u30fc\u30c9\u30d3\u30eb\u30c0\u30fc\u3067\u30d5\u30ed\u30fc\u3092\u691c\u8a3c\u3057\u3001\u6700\u5c0f\u9650\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306ePython\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3084GitHub\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30d6\u30eb\u30fc\u30d7\u30ea\u30f3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u7d71\u5408\u3092\u52a0\u901f\u3057\u3001\u5b9f\u969b\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u30d1\u30bf\u30fc\u30f3\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u30c7\u30fc\u30bf\u3067\u53cd\u5fa9:<\/strong> \u767a\u8a71\u3092\u3059\u3050\u306b\u30ed\u30b0\u306b\u8a18\u9332\u3057\u3001\u610f\u56f3\u3092\u8abf\u6574\u3057\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4f8b\u3092\u62e1\u5f35\u3057\u3001\u4e8b\u5b9f\u78ba\u8a8d\u306e\u305f\u3081\u306e\u57cb\u3081\u8fbc\u307f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8ffd\u52a0\u3057\u3066\u5e7b\u899a\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u672c\u756a\u74b0\u5883\u5411\u3051\u306b\u5f37\u5316\u3059\u308b\uff1a<\/strong> \u76e3\u8996\u3001\u30ec\u30fc\u30c8\u5236\u9650\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u4eba\u9593\u306e\u5f15\u304d\u7d99\u304e\u3001LLM\u547c\u3073\u51fa\u3057\u306e\u30b3\u30b9\u30c8\u7ba1\u7406\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002\u3042\u3044\u307e\u3044\u306a\u30af\u30a8\u30ea\u306e\u305f\u3081\u306b\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u30d1\u30b9\u3068\u30e6\u30fc\u30b6\u30fc\u5f15\u304d\u7d99\u304e\u3092\u8a08 instrument \u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n<p>\u79c1\u304c\u907f\u3051\u308b\u4e00\u822c\u7684\u306a\u843d\u3068\u3057\u7a74\uff1a<\/p>\n<ul>\n<li>\u5b9f\u969b\u306e\u767a\u8a71\u30c7\u30fc\u30bf\u306a\u3057\u3067\u306e\u7acb\u3061\u4e0a\u3052 \u2014 \u610f\u56f3\u3092\u78e8\u304f\u524d\u306b\u30b5\u30f3\u30d7\u30eb\u4f1a\u8a71\u3092\u53ce\u96c6\u3057\u307e\u3059\u3002.<\/li>\n<li>\u6839\u62e0\u306a\u3057\u306b\u5358\u4e00\u306eLLM\u306b\u4f9d\u5b58\u3059\u308b \u2014 RAG\u3068\u77e5\u8b58\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3067\u8efd\u6e1b\u3057\u307e\u3059\u3002.<\/li>\n<li>\u30c1\u30e3\u30cd\u30eb\u5236\u7d04\u3092\u7121\u8996\u3059\u308b \u2014 WhatsApp\u3068Messenger\u306f\u30e1\u30c3\u30bb\u30fc\u30b8\u5236\u9650\u3068\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30eb\u30fc\u30eb\u3092\u8ab2\u3057\u307e\u3059\uff08WhatsApp\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u3064\u3044\u3066\u306f\u3001\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u4f8b\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\uff09\u3002.<\/li>\n<li>\u30b3\u30b9\u30c8\u3092\u904e\u5c0f\u8a55\u4fa1\u3059\u308b \u2014 \u983b\u7e41\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3057\u3001\u30d0\u30c3\u30c1\u547c\u3073\u51fa\u3057\u3092\u884c\u3046\u304b\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u5c0f\u3055\u306a\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u652f\u51fa\u3092\u7ba1\u7406\u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n<p>\u3053\u306e\u30d1\u30b9\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306e\u5b9f\u8df5\u7684\u306a\u30ea\u30bd\u30fc\u30b9\u306b\u3064\u3044\u3066\u306f\u3001\u79c1\u306f <a href=\"https:\/\/messengerbot.app\/ja\/facebook-messenger%e3%81%ab%e6%8e%a5%e7%b6%9a%e3%81%99%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ae%e3%83%a1%e3%83%83%e3%82%bb%e3%83%b3%e3%82%b8%e3%83%a3%e3%83%bc%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c\/\">\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8Python\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a>, \u305d\u306e <a href=\"https:\/\/messengerbot.app\/ja\/github%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%83%96%e3%83%ab%e3%83%bc%e3%83%97%e3%83%aa%e3%83%b3%e3%83%88%e5%ae%9f%e7%94%a8%e3%82%b3%e3%83%bc%e3%83%89ai%e7%b5%b1%e5%90%88\/\">GitHub\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d6\u30eb\u30fc\u30d7\u30ea\u30f3\u30c8<\/a>, \u305d\u3057\u3066 <a href=\"https:\/\/messengerbot.app\/ja\/%e7%84%a1%e6%96%99%e3%81%aeai%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88api-%e7%84%a1%e6%96%99%e3%81%ae%e3%82%ad%e3%83%bc%e3%80%81chatgpt%e3%81%ae%e4%bb%a3%e6%9b%bf%e3%80%81python\/\">\u7121\u6599AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API<\/a> \u624b\u9803\u306a\u4fa1\u683c\u3067\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u307e\u3068\u3081\u3092\u53c2\u7167\u3057\u307e\u3059\u3002.<\/p>\n<h3>\u7af6\u6280\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u8003\u616e\u4e8b\u9805\u3068\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u304b\u3089\u88fd\u54c1\u3078\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<\/h3>\n<p>\u7af6\u6280\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001MVP\u3092\u8d85\u3048\u305f\u601d\u8003\u304c\u5fc5\u8981\u3067\u3059\uff1a\u6b63\u78ba\u6027\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u30b3\u30b9\u30c8\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u6027\u304c\u512a\u5148\u4e8b\u9805\u3068\u306a\u308a\u307e\u3059\u3002\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u969b\u306b\u306f\u3001\u3053\u308c\u3089\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u304a\u3088\u3073\u88fd\u54c1\u8981\u7d20\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u57fa\u76e4\u3068\u771f\u5b9f\u6027\uff1a<\/strong> \u30d9\u30af\u30c8\u30ebDB\u3092\u57cb\u3081\u8fbc\u307f\uff08RAG\uff09\u3068\u7d71\u5408\u3057\u3001\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u304c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u304b\u3089\u5f15\u7528\u307e\u305f\u306f\u30b9\u30cb\u30da\u30c3\u30c8\u3092\u8fd4\u3059\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u8aa4\u3063\u305f\u63d0\u6848\u304c\u9ad8\u30b3\u30b9\u30c8\u3068\u306a\u308b\u30b3\u30fc\u30c9\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306b\u3068\u3063\u3066\u91cd\u8981\u3067\u3059\u3002.<\/li>\n<li><strong>CI \/ \u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff1a<\/strong> \u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u3092\u4fe1\u983c\u307e\u305f\u306f\u516c\u958b\u3059\u308b\u524d\u306b\u3001GitHub Actions\u3092\u4ecb\u3057\u3066\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u5316\u3055\u308c\u305f\u30c6\u30b9\u30c8\u30e9\u30f3\u30ca\u30fc\u3068\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u5b89\u5168\u3067\u306a\u3044\u30d1\u30bf\u30fc\u30f3\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u306b\u3001\u30ea\u30f3\u30c6\u30a3\u30f3\u30b0\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b9\u30ad\u30e3\u30f3\u3092\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u53ef\u89b3\u6e2c\u6027:<\/strong> \u610f\u56f3\u306e\u6b63\u78ba\u6027\u3001\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u7387\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u30af\u30a8\u30ea\u3042\u305f\u308a\u306e\u30b3\u30b9\u30c8\u3001\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u3092\u76e3\u8996\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u4fe1\u53f7\u3092\u4f7f\u7528\u3057\u3066\u3001\u30af\u30a8\u30ea\u3092\u5358\u7d14\u306a\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30d5\u30ed\u30fc\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3055\u308c\u305f\u5fdc\u7b54\u3001\u307e\u305f\u306fLLM\u30b3\u30fc\u30eb\u306b\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u30c1\u30e3\u30cd\u30eb\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\uff1a<\/strong> Messenger\u3068WhatsApp\u306e\u305f\u3081\u306e\u30b3\u30cd\u30af\u30bf\u56fa\u6709\u306e\u52d5\u4f5c\u3092\u5b9f\u88c5\u3057\uff08\u30e1\u30c3\u30bb\u30fc\u30b8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3001\u30ec\u30fc\u30c8\u5236\u9650\u3001\u591a\u8a00\u8a9e\u5fdc\u7b54\uff09\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u304c\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u8981\u4ef6\u3092\u6e80\u305f\u3059\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u88fd\u54c1\u306e\u5dee\u5225\u5316:<\/strong> \u6700\u9ad8\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u307e\u305f\u306f\u7af6\u4e89\u529b\u306e\u3042\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u305f\u3081\u306b\u3001\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u610f\u8b58\u3057\u305f\u63d0\u6848\u3001\u6587\u8108\u306b\u5fdc\u3058\u305f\u30c7\u30d0\u30c3\u30b0\u3001\u30de\u30eb\u30c1\u30e9\u30f3\u30b2\u30fc\u30b8\u30b3\u30fc\u30c9\u751f\u6210\u3001\u307e\u305f\u306f\u9ad8\u30ec\u30b9\u30dd\u30f3\u30b9SLA\u3092\u542b\u3080\u6709\u6599\u30d7\u30e9\u30f3\u306a\u3069\u306e\u6a5f\u80fd\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n<p>\u52b9\u7387\u7684\u306b\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u305f\u3081\u306b\u79c1\u304c\u4f7f\u7528\u3059\u308b\u904b\u7528\u6226\u7565:<\/p>\n<ol>\n<li>\u3088\u304f\u3042\u308b\u8cea\u554f\u3068\u6a19\u6e96\u30b3\u30fc\u30c9\u30b9\u30cb\u30da\u30c3\u30c8\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3057\u3066\u3001LLM\u547c\u3073\u51fa\u3057\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002.<\/li>\n<li>\u30c6\u30a3\u30a2\u30e2\u30c7\u30eb\u306e\u4f7f\u7528: \u8efd\u91cf\u30e2\u30c7\u30eb\u3092\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3084\u5c0f\u3055\u306a\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3057\u3001\u30b3\u30b9\u30c8\u304c\u6b63\u5f53\u5316\u3055\u308c\u308b\u8907\u96d1\u306a\u751f\u6210\u306b\u306f\u5927\u304d\u306aLLM\u3092\u4e88\u7d04\u3057\u307e\u3059\u3002.<\/li>\n<li>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306e\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30ea\u30b9\u30c8\u3092\u7dad\u6301\u3057\uff08\u6700\u9ad8\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306ereddit\u30b7\u30b0\u30ca\u30eb\u3092\u542b\u3080\uff09\u3001\u4e00\u822c\u7684\u306a\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u3068\u6a5f\u80fd\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u8ffd\u8de1\u3057\u307e\u3059\u3002.<\/li>\n<\/ol>\n<p>\u30dc\u30c3\u30c8\u3092\u5546\u696d\u5316\u307e\u305f\u306f\u30db\u30ef\u30a4\u30c8\u30e9\u30d9\u30eb\u5316\u3059\u308b\u4e88\u5b9a\u304c\u3042\u308b\u5834\u5408\uff08mit chatbot programmieren\uff09\u3001\u65e9\u671f\u306b\u30de\u30cd\u30bf\u30a4\u30ba\u3068\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u898b\u76f4\u3057\u3001SLA\u3068\u4fa1\u683c\u30d7\u30e9\u30f3\u3092\u6587\u66f8\u5316\u3057\u307e\u3059\u3002\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u30de\u30cd\u30bf\u30a4\u30ba\u3068\u5e02\u5834\u6295\u5165\u306b\u3064\u3044\u3066\u306f\u3001Messenger\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3001\u305d\u308c\u3092\u30de\u30cd\u30bf\u30a4\u30ba\u3059\u308b\u65b9\u6cd5\u306b\u95a2\u3059\u308b\u5b9f\u7528\u30ac\u30a4\u30c9\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\uff08<a href=\"https:\/\/messengerbot.app\/ja\/%e3%83%a1%e3%83%83%e3%82%bb%e3%83%b3%e3%82%b8%e3%83%a3%e3%83%bc%e3%83%9c%e3%83%83%e3%83%88%e3%81%ae%e4%bd%9c%e6%88%90%e6%96%b9%e6%b3%95%ef%bc%9a%e5%8f%8e%e7%9b%8a%e5%8c%96%e3%81%ae%e3%81%9f%e3%82%81\/\">\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30dc\u30c3\u30c8\u306e\u4f5c\u6210\u65b9\u6cd5<\/a>).<\/p>\n<p><img src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/12\/programming-chatbot-391629.jpg\" alt=\"\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\" loading=\"lazy\" decoding=\"async\" title=\"\"><\/p>\n<h2>\u30de\u30cd\u30bf\u30a4\u30ba\u3068\u5e02\u5834\u6295\u5165: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3066\u8ca9\u58f2\u3067\u304d\u307e\u3059\u304b\uff1f<\/h2>\n<h3>mit chatbot programmieren: \u58f2\u308c\u308b\u88fd\u54c1\u306e\u69cb\u7bc9\u3001\u30db\u30ef\u30a4\u30c8\u30e9\u30d9\u30eb\u304a\u3088\u3073SaaS\u30aa\u30d7\u30b7\u30e7\u30f3<\/h3>\n<p>\u306f\u3044 \u2014 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3066\u8ca9\u58f2\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u79c1\u306f\u30de\u30cd\u30bf\u30a4\u30ba\u3092\u88fd\u54c1\u8a2d\u8a08\u306e\u4e00\u90e8\u3068\u8003\u3048\u3066\u3044\u307e\u3059\uff1a\u8ca9\u58f2\u53ef\u80fd\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u307e\u305f\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8AI\u306f\u3001\u6e2c\u5b9a\u53ef\u80fd\u306a\u554f\u984c\uff08\u30ea\u30fc\u30c9\u751f\u6210\u3001\u30b5\u30dd\u30fc\u30c8\u306e\u56de\u907f\u3001\u30ab\u30fc\u30c8\u306e\u56de\u5fa9\uff09\u3092\u89e3\u6c7a\u3057\u3001\u975e\u6280\u8853\u7684\u306a\u8cfc\u5165\u8005\u304c\u63a1\u7528\u3057\u3084\u3059\u3044\u3082\u306e\u3067\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3059\u308b\u969b\u306b\u306f\u3001\u6700\u521d\u306b3\u3064\u306e\u5546\u696d\u30e2\u30c7\u30eb\u3092\u8003\u616e\u3057\u307e\u3059\uff1a\u4e00\u56de\u9650\u308a\u306e\u69cb\u7bc9 + \u5f15\u304d\u6e21\u3057\u3001\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3055\u308c\u305fSaaS\u3001\u30db\u30ef\u30a4\u30c8\u30e9\u30d9\u30eb\/\u30ea\u30bb\u30e9\u30fc\u3067\u3059\u3002\u5404\u30e2\u30c7\u30eb\u306f\u6280\u8853\u7684\u306a\u9078\u629e\uff08\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3001\u30de\u30eb\u30c1\u30c6\u30ca\u30f3\u30c8\u8a2d\u8a08\u3001\u7ba1\u7406UI\uff09\u3092\u5909\u66f4\u3057\u3001\u7121\u6599\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30c8\u30e9\u30a4\u30a2\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u304b\u3001\u3059\u3050\u306b\u30d7\u30ec\u30df\u30a2\u30e0\u6a5f\u80fd\u306b\u5bfe\u3057\u3066\u6599\u91d1\u3092\u8acb\u6c42\u3059\u308b\u304b\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002.<\/p>\n<ul>\n<li><strong>\u4e00\u56de\u9650\u308a\u306e\u69cb\u7bc9 + \u5f15\u304d\u6e21\u3057:<\/strong> \u30bd\u30fc\u30b9\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u30ac\u30a4\u30c9\u3092\u63d0\u4f9b\u3057\u307e\u3059\uff1b\u7279\u6ce8\u306e\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u3084WhatsApp\u30d5\u30ed\u30fc\u3092\u69cb\u7bc9\u3059\u308b\u4ee3\u7406\u5e97\u306b\u6700\u9069\u3067\u3059\u3002.<\/li>\n<li><strong>SaaS \/ \u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3:<\/strong> \u30dc\u30c3\u30c8\u3092\u30db\u30b9\u30c8\u3057\u3001\u4f7f\u7528\u91cf\uff08\u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u3001LLM\u30b3\u30fc\u30eb\uff09\u3092\u8a08\u6e2c\u3057\u3001\u30c6\u30a3\u30a2\u3092\u63d0\u4f9b\u3057\u307e\u3059 \u2014 \u3053\u308c\u306f\u3001\u5b9a\u671f\u7684\u306a\u53ce\u76ca\u3092\u671b\u307f\u3001\u6700\u9ad8\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u88fd\u54c1\u3092\u4f4d\u7f6e\u3065\u3051\u308b\u969b\u306b\u6700\u9069\u3067\u3059\u3002.<\/li>\n<li><strong>\u30db\u30ef\u30a4\u30c8\u30e9\u30d9\u30eb \/ \u30ea\u30bb\u30e9\u30fc:<\/strong> \u30d1\u30fc\u30c8\u30ca\u30fc\u304c\u30dc\u30c3\u30c8\u306b\u30d6\u30e9\u30f3\u30c9\u3092\u4ed8\u3051\u3089\u308c\u308b\u3088\u3046\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306aUI\u3068API\u3092\u63d0\u4f9b\u3057\u307e\u3059\uff1b\u3053\u308c\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30b5\u30fc\u30d3\u30b9\u3092\u518d\u8ca9\u3057\u305f\u3044\u4ee3\u7406\u5e97\u306b\u8ca9\u58f2\u3059\u308b\u969b\u306b\u3088\u304f\u898b\u3089\u308c\u307e\u3059\u3002.<\/li>\n<\/ul>\n<p>\u30dc\u30c3\u30c8\u3092\u8ca9\u58f2\u53ef\u80fd\u306b\u3059\u308b\u305f\u3081\u306b\u512a\u5148\u3059\u308b\u6280\u8853\u8981\u7d20:<\/p>\n<ul>\n<li>\u7ba1\u7406UX\uff1a\u30d5\u30ed\u30fc\u7528\u306e\u975e\u6280\u8853\u7684\u306a\u7de8\u96c6\u8005\u3001\u591a\u8a00\u8a9e\u306e\u8fd4\u4fe1\u3001\u5206\u6790\u3002.<\/li>\n<li>\u7d71\u5408\uff1aCRM\u3001WooCommerce\u3001\u30ab\u30ec\u30f3\u30c0\u30fc\u3001\u5206\u6790 \u2014 \u8cfc\u5165\u8005\u306fWhatsApp\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3084Messenger\u7d71\u5408\u3092\u63a2\u3057\u3066\u3044\u307e\u3059\u3002.<\/li>\n<li>\u57fa\u76e4\u3068\u6b63\u78ba\u6027\uff1a\u53d6\u5f97\u3068\u751f\u6210\uff08RAG\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u5fdc\u7b54\u3092\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u305f\u3082\u306e\u306b\u4fdd\u3061\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u30b3\u30fc\u30c9\u652f\u63f4\u3092\u63d0\u4f9b\u3059\u308b\u969b\u306e\u5e7b\u899a\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002.<\/li>\n<li>\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3068\u30c1\u30e3\u30cd\u30eb\u306e\u6e96\u5099\uff1aWhatsApp\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3001Messenger\u30dd\u30ea\u30b7\u30fc\u3001\u30aa\u30d7\u30c8\u30a4\u30f3\u30d5\u30ed\u30fc\u3001GDPR\/CCPA\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u3002.<\/li>\n<\/ul>\n<p>\u88fd\u54c1\u5e02\u5834\u9069\u5408\u6027\u3092\u8fc5\u901f\u306b\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3057\u691c\u8a3c\u3059\u308b\u305f\u3081\u306b\u3001\u7121\u6599\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30a2\u30d7\u30ed\u30fc\u30c1\u307e\u305f\u306f\u30ce\u30fc\u30b3\u30fc\u30c9\u30d3\u30eb\u30c0\u30fc\u3092\u4f7f\u7528\u3057\u3001\u305d\u306e\u5f8c\u30b3\u30fc\u30c9\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306b\u79fb\u884c\u3057\u307e\u3059\u3002\u6bb5\u968e\u7684\u306a\u5b9f\u88c5\u3068\u30de\u30cd\u30bf\u30a4\u30ba\u30d1\u30bf\u30fc\u30f3\u306b\u3064\u3044\u3066\u306f\u3001\u5b9f\u7528\u30ac\u30a4\u30c9\u3092\u53c2\u7167\u3057\u307e\u3059 <a href=\"https:\/\/messengerbot.app\/ja\/%e3%83%a1%e3%83%83%e3%82%bb%e3%83%b3%e3%82%b8%e3%83%a3%e3%83%bc%e3%83%9c%e3%83%83%e3%83%88%e3%81%ae%e4%bd%9c%e6%88%90%e6%96%b9%e6%b3%95%ef%bc%9a%e5%8f%8e%e7%9b%8a%e5%8c%96%e3%81%ae%e3%81%9f%e3%82%81\/\">\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30dc\u30c3\u30c8\u306e\u4f5c\u6210\u65b9\u6cd5<\/a> \u304a\u3088\u3073 <a href=\"https:\/\/messengerbot.app\/ja\/github-chat-bot-blueprint-practical-code-ai-integrations-chatbot-ui-guides-and-deployable-projects-for-discord-telegram-whatsapp-twitch\/\">GitHub\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d6\u30eb\u30fc\u30d7\u30ea\u30f3\u30c8<\/a> \u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306e\u30b9\u30d4\u30fc\u30c9\u3092\u4e0a\u3052\u308b\u305f\u3081\u306b\u3002.<\/p>\n<h3>\u4fa1\u683c\u8a2d\u5b9a\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\uff1a\u6700\u826f\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30dd\u30b8\u30b7\u30e7\u30cb\u30f3\u30b0\uff08\u7121\u6599\u3068\u6709\u6599\u306e\u968e\u5c64\uff09<\/h3>\n<p>\u30dd\u30b8\u30b7\u30e7\u30cb\u30f3\u30b0\u306f\u63a1\u7528\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u7121\u6599\u3001\u4e2d\u9593\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u306e\u968e\u5c64\u306b\u5206\u3051\u3001\u6a5f\u80fd\u3092\u8a8d\u8b58\u3055\u308c\u305fROI\u306b\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u8cfc\u5165\u8005\u304c\u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb\u304b\u3089\u6709\u6599\u30d7\u30e9\u30f3\u3078\u306e\u660e\u78ba\u306a\u9053\u3092\u9078\u629e\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u79c1\u304c\u63d0\u4f9b\u3059\u308b\u5178\u578b\u7684\u306a\u968e\u5c64\u306f\uff1a<\/p>\n<ul>\n<li><strong>\u7121\u6599 \/ \u30d5\u30ea\u30fc\u30df\u30a2\u30e0\uff1a<\/strong> \u57fa\u672c\u7684\u306a\u610f\u56f3\u51e6\u7406\u3001\u5236\u9650\u3055\u308c\u305f\u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u30a6\u30a7\u30d6\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u2014\u5c0f\u898f\u6a21\u306a\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u306e\u30c6\u30b9\u30c8\u3084\u300c\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u7121\u6599\u300d\u691c\u7d22\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002.<\/li>\n<li><strong>\u30d3\u30b8\u30cd\u30b9\uff1a<\/strong> \u30de\u30eb\u30c1\u30c1\u30e3\u30cd\u30eb\u30b5\u30dd\u30fc\u30c8\uff08Messenger\u3001\u30a6\u30a7\u30d6\u3001WhatsApp\uff09\u3001\u3088\u308a\u6df1\u3044\u7d71\u5408\u3001\u5206\u6790\u3001\u304a\u3088\u3073\u3088\u308a\u826f\u3044SLA\u3002.<\/li>\n<li><strong>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba:<\/strong> \u30db\u30ef\u30a4\u30c8\u30e9\u30d9\u30eb\u3001\u5c02\u7528\u30b5\u30dd\u30fc\u30c8\u3001\u9ad8\u3044\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3001\u304a\u3088\u3073\u30ab\u30b9\u30bf\u30e0\u7d71\u5408\u307e\u305f\u306f\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3002.<\/li>\n<\/ul>\n<p>\u79c1\u304c\u4f7f\u7528\u3059\u308b\u4fa1\u683c\u6226\u7565\uff1a<\/p>\n<ol>\n<li><strong>\u30e6\u30fc\u30b6\u30fc\u3042\u305f\u308a\u307e\u305f\u306f\u30e1\u30c3\u30bb\u30fc\u30b8\u3042\u305f\u308a\u306e\u8acb\u6c42:<\/strong> \u900f\u660e\u3067\u3059\u304c\u3001\u30d7\u30fc\u30eb\u307e\u305f\u306f\u4e0a\u9650\u30d7\u30e9\u30f3\u3092\u63d0\u4f9b\u3057\u306a\u3044\u9650\u308a\u3001\u9ad8\u30e1\u30c3\u30bb\u30fc\u30b8\u4f7f\u7528\u30b1\u30fc\u30b9\u3092\u6291\u5236\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002.<\/li>\n<li><strong>\u968e\u5c64\u578b\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3:<\/strong> \u6a5f\u80fd\u3092\u675f\u306d\u308b\uff08\u30c1\u30e3\u30f3\u30cd\u30eb\u6570\u3001\u30dc\u30c3\u30c8\u5e2d\u3001LLM\u30b3\u30fc\u30eb\u30af\u30ec\u30b8\u30c3\u30c8\uff09\u3053\u3068\u3067\u3001\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u304c\u660e\u78ba\u306a\u4fa1\u5024\u306e\u30b9\u30c6\u30c3\u30d7\u3068\u306a\u308a\u307e\u3059\u3002.<\/li>\n<li><strong>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\uff0f\u53ce\u76ca\u30b7\u30a7\u30a2:<\/strong> \u30ea\u30fc\u30c9\u3084\u56de\u53ce\u3055\u308c\u305f\u53ce\u76ca\u306b\u57fa\u3065\u3044\u3066\u8acb\u6c42\u3059\u308be\u30b3\u30de\u30fc\u30b9\u30dc\u30c3\u30c8\u306e\u305f\u3081\u306b\u2014\u3053\u308c\u306f\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u3092\u4e00\u81f4\u3055\u305b\u307e\u3059\u304c\u3001\u3057\u3063\u304b\u308a\u3068\u3057\u305f\u8ffd\u8de1\u304c\u5fc5\u8981\u3067\u3059\u3002.<\/li>\n<\/ol>\n<p>\u8ca9\u58f2\u524d\u306b\u30ab\u30d0\u30fc\u3059\u3079\u304d\u30e9\u30a4\u30bb\u30f3\u30b9\u304a\u3088\u3073\u6cd5\u7684\u30dd\u30a4\u30f3\u30c8:<\/p>\n<ul>\n<li>\u7b2c\u4e09\u8005\u306e\u4f9d\u5b58\u95a2\u4fc2\u3068LLM\u306e\u4f7f\u7528\uff08OpenAI\u306a\u3069\uff09\u304a\u3088\u3073\u305d\u306e\u30b3\u30b9\u30c8\u3078\u306e\u5f71\u97ff\u3092\u958b\u793a\u3057\u307e\u3059\u3002.<\/li>\n<li>\u30c7\u30fc\u30bf\u4fdd\u6301\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3001\u304a\u3088\u3073\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u6a29\u306b\u3064\u3044\u3066\u5408\u610f\u3057\u307e\u3059\u2014\u3053\u308c\u306f\u4f01\u696d\u306e\u8cfc\u5165\u8005\u3084WhatsApp\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306b\u3068\u3063\u3066\u91cd\u8981\u3067\u3059\u3002.<\/li>\n<li>\u3042\u306a\u305f\u306e\u77e5\u7684\u8ca1\u7523\u3092\u4fdd\u8b77\u3059\u308b: \u30db\u30ef\u30a4\u30c8\u30e9\u30d9\u30eb\u307e\u305f\u306f\u518d\u8ca9\u3092\u63d0\u4f9b\u3059\u308b\u969b\u306b\u3001\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3001\u30b3\u30fc\u30c9\u3001\u304a\u3088\u3073\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u8cc7\u7523\u3092\u9069\u5207\u306b\u30e9\u30a4\u30bb\u30f3\u30b9\u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u305f\u3081\u306e\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u4fc3\u9032\u3059\u308b\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565:<\/p>\n<ul>\n<li>\u6e2c\u5b9a\u53ef\u80fd\u306aKPI\uff08\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u5411\u4e0a\u3001\u30ea\u30fc\u30c9\u3042\u305f\u308a\u306e\u30b3\u30b9\u30c8\uff09\u3092\u4f34\u3063\u305f\u30bf\u30fc\u30b2\u30c3\u30c8\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3092\u516c\u958b\u3057\u3001\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3055\u308c\u305f <a href=\"https:\/\/messengerbot.app\/ja\/ai%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%83%84%e3%83%bc%e3%83%ab%e3%81%ae%e5%ae%9f%e7%94%a8%e3%82%ac%e3%82%a4%e3%83%89%ef%bc%9a%e7%84%a1%e6%96%99%e3%81%8a%e3%82%88%e3%81%b3\/\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30ea\u30b9\u30c8<\/a> \u304a\u3088\u3073\u4fe1\u983c\u6027\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3002.<\/li>\n<li>\u958b\u767a\u8005\u5411\u3051\u30c1\u30e3\u30cd\u30eb\u3084\u300c\u6700\u9ad8\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8reddit\u300d\u30b9\u30ec\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u6280\u8853\u7684\u306a\u30bd\u30fc\u30b7\u30e3\u30eb\u30d7\u30eb\u30fc\u30d5\u3092\u5f97\u305f\u308a\u3001\u88fd\u54c1\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53ce\u96c6\u3057\u305f\u308a\u3057\u307e\u3059\u3002.<\/li>\n<li>\u30ac\u30a4\u30c9\u4ed8\u304d\u306e\u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb\u3068\u30aa\u30f3\u30dc\u30fc\u30c7\u30a3\u30f3\u30b0\u30d5\u30ed\u30fc\u3092\u63d0\u4f9b\u3057\u3001\u521d\u56de\u306e\u4fa1\u5024\u3092\u5f97\u308b\u307e\u3067\u306e\u6642\u9593\u3092\u77ed\u7e2e\u3057\u3001\u30c8\u30e9\u30a4\u30a2\u30eb\u671f\u9593\u5185\u306bROI\u3092\u793a\u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n<p>\u30d9\u30f3\u30c0\u30fc\u9078\u5b9a\u4e2d\u306b\u7ba1\u7406\u3055\u308c\u305f\u591a\u8a00\u8a9e\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3092\u6bd4\u8f03\u3059\u308b\u969b\u3001\u30c1\u30fc\u30e0\u306f\u3057\u3070\u3057\u3070\u30bf\u30fc\u30f3\u30ad\u30fc\u306e\u591a\u8a00\u8a9e\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3084\u751f\u6210\u30c7\u30e2\u3068\u3068\u3082\u306bBrain Pod AI\u3092\u8a55\u4fa1\u3057\u307e\u3059\uff08<a href=\"https:\/\/brainpod.ai\" target=\"_blank\" rel=\"noopener\">Brain Pod AI<\/a>).<\/p>\n<p>\u6700\u5f8c\u306b\u3001\u30e6\u30cb\u30c3\u30c8\u30a8\u30b3\u30ce\u30df\u30af\u30b9\uff08LTV\u3001CAC\u3001LLM\u30b3\u30fc\u30eb\u3042\u305f\u308a\u306e\u30b3\u30b9\u30c8\uff09\u3092\u8ffd\u8de1\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4fa1\u683c\u8a2d\u5b9a\u3084\u6a5f\u80fd\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u53cd\u5fa9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u660e\u78ba\u306a\u7121\u6599\u30a8\u30f3\u30c8\u30ea\u30fc\u30dd\u30a4\u30f3\u30c8\u3068\u5dee\u5225\u5316\u3055\u308c\u305f\u6709\u6599\u30d7\u30e9\u30f3\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u6700\u9ad8\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u65e9\u671f\u63a1\u7528\u8005\u3092\u5f15\u304d\u4ed8\u3051\u3001\u6709\u6599\u30d7\u30e9\u30f3\u306b\u8ee2\u63db\u3057\u3001\u5229\u76ca\u3092\u4e0a\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n<h2>\u6280\u8853\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u3068\u30ea\u30bd\u30fc\u30b9<\/h2>\n<h3>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306eGitHub\u304a\u3088\u3073\u30b3\u30fc\u30c9\u306e\u8a2d\u8a08\u56f3\u3001JSON\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u5c55\u958b\u53ef\u80fd\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/h3>\n<p>\u79c1\u306f\u30a2\u30a4\u30c7\u30a2\u304b\u3089\u52d5\u4f5c\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u8fc5\u901f\u306b\u79fb\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u5b9f\u8df5\u7684\u306a\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3092\u4fdd\u6301\u3057\u3066\u3044\u307e\u3059\u3002\u610f\u56f3\u3001\u30a6\u30a7\u30d6\u30d5\u30c3\u30af\u3001\u304a\u3088\u3073\u57cb\u3081\u8fbc\u307f\u306b\u57fa\u3065\u304f\u691c\u7d22\u30ec\u30a4\u30e4\u30fc\u3092\u63a5\u7d9a\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3059\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd\u306a\u30b3\u30fc\u30c9\u306e\u9752\u5199\u771f\u304b\u3089\u59cb\u3081\u307e\u3059\u3002\u79c1\u306f\u3057\u3070\u3057\u3070\u3001\u52d5\u4f5c\u3059\u308b\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u30af\u30ed\u30fc\u30f3\u3057\u3001\u81ea\u5206\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u9069\u5fdc\u3055\u305b\u308b\u305f\u3081\u306bGitHub\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u9752\u5199\u771f\u3092\u53c2\u7167\u3057\u307e\u3059\u3002\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3068\u751f\u7523\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u306f\u3001\u610f\u56f3\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u4f8b\u3001\u304a\u3088\u3073\u30b5\u30f3\u30d7\u30eb\u30c0\u30a4\u30a2\u30ed\u30b0\u306e\u305f\u3081\u306eJSON\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u542b\u3080\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u30e2\u30c7\u30eb\u306b\u306f\u5177\u4f53\u7684\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u7d20\u6750\u304c\u3042\u308a\u3001\u30c1\u30fc\u30e0\u306b\u306f\u518d\u73fe\u53ef\u80fd\u306a\u30c6\u30b9\u30c8\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<ul>\n<li><strong>\u30af\u30ed\u30fc\u30f3\u53ef\u80fd\u306a\u9752\u5199\u771f:<\/strong> GitHub\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u9752\u5199\u771f\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b9\u30ad\u30e3\u30d5\u30a9\u30fc\u30eb\u30c9\u3055\u308c\u305f\u30b3\u30fc\u30c9\u3001CI\u306e\u4f8b\u3001\u304a\u3088\u3073\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u30de\u30cb\u30d5\u30a7\u30b9\u30c8\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u52d5\u4f5c\u3059\u308b\u30dc\u30c3\u30c8\u307e\u3067\u306e\u6642\u9593\u304c\u77ed\u7e2e\u3055\u308c\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30b9\u30bf\u30c3\u30af\u306b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u5b9f\u969b\u306e\u30d1\u30bf\u30fc\u30f3\u304c\u793a\u3055\u308c\u307e\u3059 (<a href=\"https:\/\/messengerbot.app\/ja\/github-chat-bot-blueprint-practical-code-ai-integrations-chatbot-ui-guides-and-deployable-projects-for-discord-telegram-whatsapp-twitch\/\">GitHub\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d6\u30eb\u30fc\u30d7\u30ea\u30f3\u30c8<\/a>).<\/li>\n<li><strong>JSON\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8:<\/strong> \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092intents.json\u3001utterances.json\u3001\u304a\u3088\u3073kb_documents.json\u3068\u3057\u3066\u69cb\u9020\u5316\u3057\u3001Rasa\u3001spaCy\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u307e\u305f\u306f\u57cb\u3081\u8fbc\u307f\u53d6\u308a\u8fbc\u307f\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u304c\u518d\u73fe\u53ef\u80fd\u3067\u30c6\u30b9\u30c8\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002.<\/li>\n<li><strong>\u4f8b\u306e\u30b9\u30bf\u30c3\u30af:<\/strong> \u79c1\u304c\u4f7f\u7528\u3059\u308b\u4e00\u822c\u7684\u306a\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd\u306a\u30d1\u30bf\u30fc\u30f3\u306f\u3001FastAPI + Rasa\/NLU + sentence-transformers + \u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3001\u30dc\u30c3\u30c8\u304c\u751f\u6210\u3059\u308b\u30b3\u30fc\u30c9\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\u306e\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8\u3068\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u5316\u3055\u308c\u305f\u30e9\u30f3\u30ca\u30fc\u304c\u3042\u308a\u307e\u3059\u3002.<\/li>\n<li><strong>\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3068\u5b9f\u8df5\u7684\u306a\u30ac\u30a4\u30c9:<\/strong> \u79c1\u306f\u9752\u5199\u771f\u3092\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306ePython\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u30a6\u30a7\u30d6\u30d5\u30c3\u30af\u306e\u914d\u7dda\u3001\u30c8\u30fc\u30af\u30f3\u306e\u30ed\u30fc\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u304a\u3088\u3073Messenger\u7d71\u5408\u30d1\u30bf\u30fc\u30f3\u3092\u8fc5\u901f\u306b\u5b66\u3073\u307e\u3059 (<a href=\"https:\/\/messengerbot.app\/ja\/facebook-messenger%e3%81%ab%e6%8e%a5%e7%b6%9a%e3%81%99%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ae%e3%83%a1%e3%83%83%e3%82%bb%e3%83%b3%e3%82%b8%e3%83%a3%e3%83%bc%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c\/\">\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8Python\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a>).<\/li>\n<\/ul>\n<p>\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u6e96\u5099\u306e\u305f\u3081\u306e\u5b9f\u7528\u7684\u306a\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8:<\/p>\n<ol>\n<li>\u518d\u73fe\u53ef\u80fd\u306a\u30b5\u30f3\u30d7\u30eb\u3092\u542b\u3081\u308b\uff1aJSON\u30a4\u30f3\u30c6\u30f3\u30c8\u30d5\u30a1\u30a4\u30eb\u3001\u30b5\u30f3\u30d7\u30ebKB\u30a8\u30f3\u30c8\u30ea\u3001\u304a\u3088\u3073\u30c6\u30b9\u30c8\u4f1a\u8a71\u3002.<\/li>\n<li>CI\u3092\u8ffd\u52a0\uff1a\u30ea\u30f3\u30bf\u30fc\u3001\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8\u3001\u751f\u6210\u3055\u308c\u305f\u30b9\u30cb\u30da\u30c3\u30c8\u306e\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u30e9\u30f3\u30ca\u30fc\u3092\u5b9f\u884c\u3059\u308bGitHub Actions\u3002.<\/li>\n<li>\u7d71\u5408\u3092\u6587\u66f8\u5316\uff1aWhatsApp\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4\u3001Messenger\u30a6\u30a7\u30d6\u30d5\u30c3\u30af\u3001\u304a\u3088\u3073CRM\u3078\u306e\u63a5\u7d9a\u65b9\u6cd5\u3092\u793a\u3059\u3002.<\/li>\n<li>\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u30d1\u30b9\u3092\u63d0\u4f9b\uff1aAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API\u30ac\u30a4\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30d5\u30ed\u30fc\u3092LLM\u30d0\u30c3\u30af\u306eRAG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u7f6e\u304d\u63db\u3048\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3059\u308b\u3002<a href=\"https:\/\/messengerbot.app\/ja\/%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88-ai-api-%e3%81%ae%e4%bb%95%e7%b5%84%e3%81%bf-%e7%84%a1%e6%96%99%e3%82%aa%e3%83%97%e3%82%b7%e3%83%a7%e3%83%b3-%e3%83%99%e3%82%b9%e3%83%88\/\">AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API\u30ac\u30a4\u30c9<\/a>).<\/li>\n<\/ol>\n<p>\u30b3\u30fc\u30c9\u4f8b\u3092\u691c\u7d22\u3059\u308b\u969b\u3001\u79c1\u306fAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30c4\u30fc\u30eb\u30ac\u30a4\u30c9\u306e\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3055\u308c\u305f\u6bd4\u8f03\u3082\u78ba\u8a8d\u3057\u3001\u79c1\u306e\u30b9\u30b1\u30fc\u30eb\u3068\u4e88\u7b97\u306b\u5408\u3063\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u3073\u307e\u3059\u3002<a href=\"https:\/\/messengerbot.app\/ja\/ai%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%83%84%e3%83%bc%e3%83%ab%e3%81%ae%e5%ae%9f%e7%94%a8%e3%82%ac%e3%82%a4%e3%83%89%ef%bc%9a%e7%84%a1%e6%96%99%e3%81%8a%e3%82%88%e3%81%b3\/\">AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30c4\u30fc\u30eb<\/a>).<\/p>\n<h3>WhatsApp\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3001\u7121\u6599AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API\u30ea\u30bd\u30fc\u30b9\u3001\u304a\u3088\u3073\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5b9f\u7528\u7684\u306a\u30cf\u30a6\u30c4\u30fc\u30ea\u30b9\u30c8\u3002<\/h3>\n<p>WhatsApp\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u8a08\u753b\u3057\u3066\u3044\u308b\u5834\u5408\u3084\u3001\u6700\u5c0f\u9650\u306e\u30b3\u30b9\u30c8\u3067\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u6210\u3057\u305f\u3044\u5834\u5408\u3001\u79c1\u306f\u660e\u78ba\u306a\u9053\u7b4b\u306b\u5f93\u3044\u307e\u3059\uff1a\u7121\u6599\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API\u3067\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u6210\u3057\u3001Web\/Messenger\u3067\u30d5\u30ed\u30fc\u3092\u691c\u8a3c\u3057\u3001\u4f1a\u8a71UX\u304c\u78ba\u7acb\u3055\u308c\u305f\u3089WhatsApp\u3092\u6709\u52b9\u306b\u3057\u307e\u3059\u3002\u7121\u6599\u306e\u5b9f\u9a13\u306e\u305f\u3081\u306b\u3001\u7121\u6599AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API\u30ea\u30b9\u30c8\u3092\u53c2\u7167\u3057\u3066\u3001\u30ad\u30fc\u3068\u8efd\u91cf\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u898b\u3064\u3051\u3001RAG\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u9ad8\u3044LLM\u30b3\u30b9\u30c8\u3092\u304b\u3051\u305a\u306b\u30c6\u30b9\u30c8\u3057\u307e\u3059\u3002<a href=\"https:\/\/messengerbot.app\/ja\/%e7%84%a1%e6%96%99%e3%81%aeai%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88api-%e7%84%a1%e6%96%99%e3%81%ae%e3%82%ad%e3%83%bc%e3%80%81chatgpt%e3%81%ae%e4%bb%a3%e6%9b%bf%e3%80%81python\/\">\u7121\u6599AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API<\/a>).<\/p>\n<ul>\n<li><strong>\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u30d5\u30ed\u30fc\uff1a<\/strong> \u6700\u521d\u306bWeb\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u3068Messenger\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u30e6\u30fc\u30b6\u30fc\u30b8\u30e3\u30fc\u30cb\u30fc\u306e\u30ea\u30b9\u30c8\u3092\u691c\u8a3c\u3057\u3001\u540c\u3058\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092WhatsApp\u306b\u9069\u5fdc\u3055\u305b\u3066\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30eb\u30fc\u30eb\u3068\u30aa\u30d7\u30c8\u30a4\u30f3\u3092\u5c0a\u91cd\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>WhatsApp\u306e\u8a73\u7d30\uff1a<\/strong> \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u8a08\u753b\u300124\u6642\u9593\u30a6\u30a3\u30f3\u30c9\u30a6\u30eb\u30fc\u30eb\u3001\u304a\u3088\u3073\u30d3\u30b8\u30cd\u30b9API\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u30b3\u30b9\u30c8; \u8fd4\u4fe1\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306f\u7c21\u6f54\u306b\u4fdd\u3061\u3001\u904b\u7528\u524d\u306b\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4\u3067\u30c6\u30b9\u30c8\u3057\u3066\u304f\u3060\u3055\u3044\u3002.<\/li>\n<li><strong>API\u304a\u3088\u3073\u958b\u767a\u30ea\u30bd\u30fc\u30b9:<\/strong> \u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306ePython\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3068WhatsApp Python\u30ac\u30a4\u30c9\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a6\u30a7\u30d6\u30d5\u30c3\u30af\u51e6\u7406\u3001\u7f72\u540d\u691c\u8a3c\u3001\u304a\u3088\u3073\u30ea\u30c8\u30e9\u30a4\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u3092\u5b9f\u88c5\u3057\u307e\u3059 (<a href=\"https:\/\/messengerbot.app\/ja\/whatsapp%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%81%ae%e4%bd%9c%e3%82%8a%e6%96%b9-%e8%87%aa%e5%88%86%e3%81%a7%e4%bd%9c%e6%88%90%e3%81%99%e3%82%8b-%e6%b3%95%e7%9a%84%e4%ba%8b\/\">WhatsApp\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30ac\u30a4\u30c9<\/a>).<\/li>\n<li><strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5b9f\u7528\u7684\u306a\u30cf\u30a6\u30c4\u30fc\u30ea\u30b9\u30c8:<\/strong> \u30ea\u30fc\u30c9\u751f\u6210\u3001e\u30b3\u30de\u30fc\u30b9\u30ab\u30fc\u30c8\u56de\u5fa9\u3001\u30b5\u30dd\u30fc\u30c8FAQ\u3001\u30b3\u30fc\u30c9\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306a\u3069\u3001\u7570\u306a\u308b\u5782\u76f4\u5e02\u5834\u306e\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u30dc\u30c3\u30c8\u306e\u77ed\u3044\u30ea\u30b9\u30c8\u3092\u7dad\u6301\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u9593\u3067\u30a4\u30f3\u30c6\u30f3\u30c8\u3068\u5fdc\u7b54\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u518d\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n<p>\u7121\u6599API\u3092\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u65b9\u6cd5:<\/p>\n<ol>\n<li>\u610f\u56f3\u306e\u30ab\u30d0\u30ec\u30c3\u30b8\u3092\u691c\u8a3c\u3057\u3001\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u7387\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306b\u3001\u7121\u6599\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API\u304b\u3089\u59cb\u3081\u307e\u3059\u3002.<\/li>\n<li>\u30b3\u30b9\u30c8\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u8a08\u6e2c\u3057\u305f\u5f8c\u3001\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306e\u305f\u3081\u306b\u6709\u6599\u306eLLM\u307e\u305f\u306f\u30bb\u30eb\u30d5\u30db\u30b9\u30c8\u30e2\u30c7\u30eb\u306b\u5207\u308a\u66ff\u3048\u307e\u3059\u3002.<\/li>\n<li>AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API\u30ac\u30a4\u30c9\u3068\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u5909\u66f4\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u3001\u30c1\u30e3\u30cd\u30eb\u9593\u3067\u540c\u3058\u4f1a\u8a71\u30b9\u30ad\u30fc\u30de\u3092\u7dad\u6301\u3057\u307e\u3059\u3002.<\/li>\n<\/ol>\n<p>\u591a\u8a00\u8a9e\u307e\u305f\u306f\u30db\u30ef\u30a4\u30c8\u30e9\u30d9\u30eb\u306e\u5c55\u958b\u3067\u306f\u3001\u30c1\u30fc\u30e0\u306f\u3057\u3070\u3057\u3070\u30bf\u30fc\u30f3\u30ad\u30fc\u306e\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002Brain Pod AI\u306f\u3001\u591a\u8a00\u8a9e\u30c1\u30e3\u30c3\u30c8\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3084\u30ab\u30b9\u30bf\u30e0\u30d3\u30eb\u30c9\u3068\u3068\u3082\u306b\u3001\u751f\u6210\u30c7\u30e2\u306e\u305f\u3081\u306b\u983b\u7e41\u306b\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002<a href=\"https:\/\/brainpod.ai\" target=\"_blank\" rel=\"noopener\">Brain Pod AI<\/a>).<\/p>\n<p>\u79c1\u304c\u52a0\u901f\u306e\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u30ea\u30bd\u30fc\u30b9\uff1a\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u305f\u3081\u306eGitHub\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d6\u30eb\u30fc\u30d7\u30ea\u30f3\u30c8\u3001\u7d71\u5408\u30d1\u30bf\u30fc\u30f3\u306e\u305f\u3081\u306e\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8Python\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3001API\u9078\u629e\u306e\u305f\u3081\u306eAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API\u30ac\u30a4\u30c9\u3001\u4f4e\u30b3\u30b9\u30c8\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u306e\u305f\u3081\u306e\u7121\u6599AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API\u307e\u3068\u3081\u3002\u3053\u308c\u3089\u306e\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u306b\u3088\u308a\u3001\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u3001\u521d\u671f\u306e\u6280\u8853\u7684\u8ca0\u50b5\u3092\u56de\u907f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n<span class=\"et_bloom_bottom_trigger\"><\/span>","protected":false},"excerpt":{"rendered":"<input type=\"hidden\" value=\"\" data-essbisPostContainer=\"\" data-essbisPostUrl=\"https:\/\/messengerbot.app\/ja\/programming-chatbot-which-language-to-use-python-vs-ai-how-hard-to-code-best-bots-to-build-sell-and-scale\/\" data-essbisPostTitle=\"Programming Chatbot: Which Language to Use (Python vs AI), How Hard to Code, Best Bots to Build, Sell and Scale\" data-essbisHoverContainer=\"\"><p>Key Takeaways Programming chatbot is achievable at multiple levels: simple rule-based bots in hours, production-grade programming chatbot ai with RAG and CI in months. Choose the chatbot programming language that fits your team and use case\u2014chatbot programming in python for ML\/LLM work, Node.js for web\/messaging, Java\/Go for enterprise or high\u2011throughput needs. For accuracy and safety, combine embeddings-backed retrieval with generative models (RAG) to reduce hallucinations and improve factual responses. Validate with free programming chatbot options and prototypes: use no-code builders, free AI chatbot API keys, and GitHub chatbot blueprints before investing in production. Platform choice matters: use Rasa or Dialogflow for robust NLU, OpenAI\/Hugging Face for generative coding assistants, and [&hellip;]<\/p>\n","protected":false},"author":14928,"featured_media":259721,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":"","rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","rank_math_canonical_url":"","rank_math_robots":"","rank_math_facebook_title":"","rank_math_facebook_description":"","rank_math_twitter_title":"","rank_math_twitter_description":""},"categories":[31],"tags":[],"class_list":["post-259722","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/posts\/259722","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/users\/14928"}],"replies":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/comments?post=259722"}],"version-history":[{"count":0,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/posts\/259722\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/media\/259721"}],"wp:attachment":[{"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/media?parent=259722"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/categories?post=259722"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/tags?post=259722"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}