{"id":15619,"date":"2026-05-28T22:36:24","date_gmt":"2026-05-28T13:36:24","guid":{"rendered":"https:\/\/mirai-works.co.jp\/business-pro\/?p=15619"},"modified":"2026-06-02T17:13:44","modified_gmt":"2026-06-02T08:13:44","slug":"%e3%80%90%e5%9b%b3%e8%a7%a3%e3%81%a7%e7%90%86%e8%a7%a3%e3%80%91langchain%ef%bc%88%e3%83%a9%e3%83%b3%e3%82%b0%e3%83%81%e3%82%a7%e3%83%bc%e3%83%b3%ef%bc%89%e3%81%a8%e3%81%af%ef%bc%9f%e4%bb%96%e3%83%84","status":"publish","type":"post","link":"https:\/\/mirai-works.co.jp\/business-pro\/business-column\/langchain","title":{"rendered":"\u3010\u56f3\u89e3\u3067\u7406\u89e3\u3011LangChain\uff08\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3\uff09\u3068\u306f\uff1f\u4ed6\u30c4\u30fc\u30eb\u3068\u306e\u9055\u3044\u3001\u65e5\u672c\u306e\u6700\u65b0\u4e8b\u4f8b\u3001\u5931\u6557\u3057\u306a\u3044\u74b0\u5883\u69cb\u7bc9\u624b\u9806\u3092\u7d39\u4ecb"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/05\/\u2464.png\" alt=\"\" width=\"1376\" height=\"768\" class=\"aligncenter size-full wp-image-15630\" srcset=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/05\/\u2464.png 1376w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/05\/\u2464-300x167.png 300w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/05\/\u2464-1024x572.png 1024w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/05\/\u2464-768x429.png 768w\" sizes=\"auto, (max-width: 1376px) 100vw, 1376px\" \/><br \/>\nLangChain\u306f\u3001\u5b9f\u7528\u7684\u306aAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u5358\u306a\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u691c\u7d22\u3001RAG\u3001\u696d\u52d9\u81ea\u52d5\u5316\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u306a\u3069\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u6280\u8853\u7684\u306a\u8981\u7d20\u3092\u542b\u3080\u305f\u3081\u3001\u6700\u521d\u306f\u96e3\u3057\u304f\u898b\u3048\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u5f79\u5272\u3084\u4f7f\u3044\u3069\u3053\u308d\u3092\u6574\u7406\u3059\u308c\u3070\u3001AI\u6d3b\u7528\u3092\u691c\u8a0e\u3059\u308b\u4f01\u696d\u62c5\u5f53\u8005\u306b\u3068\u3063\u3066\u3082\u5224\u65ad\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u81ea\u793e\u3067AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3059\u3079\u304d\u304b\u3001\u5916\u90e8\u306e\u5c02\u9580\u4eba\u6750\u306b\u76f8\u8ac7\u3059\u3079\u304d\u304b\u3092\u898b\u6975\u3081\u308b\u305f\u3081\u306b\u3082\u3001\u307e\u305a\u306f\u5168\u4f53\u50cf\u3092\u62bc\u3055\u3048\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<div style=\"background: #F1F1F1; padding: 15px; border: 4px inset #787878; border-radius: 10px; word-break: break-all;\">\n\u25a0\u76ee\u6b21<\/p>\n<ol>\n<li><a href=\"#A\"><span style=\"color: #3366ff; text-decoration: underline;\">LangChain\u3068\u306f<\/span><\/a><\/li>\n<li><a href=\"#B\"><span style=\"color: #3366ff; text-decoration: underline;\">LangChain\u3068\u4ed6\u30c4\u30fc\u30eb\u306e\u6bd4\u8f03<\/span><\/a><\/li>\n<li><a href=\"#C\"><span style=\"color: #3366ff; text-decoration: underline;\">\u4f01\u696d\u304cLangChain\u3092\u5c0e\u5165\u3059\u308b4\u3064\u306e\u30e1\u30ea\u30c3\u30c8<\/span><\/a><\/li>\n<li><a href=\"#D\"><span style=\"color: #3366ff; text-decoration: underline;\">\u3010\u696d\u754c\u5225\u3011LangChain\u3092\u6d3b\u7528\u3057\u305f3\u3064\u306e\u6210\u529f\u4e8b\u4f8b<\/span><\/a><\/li>\n<li><a href=\"#E\"><span style=\"color: #3366ff; text-decoration: underline;\">\u4f01\u696d\u304cLangChain\u3092\u5c0e\u5165\u3059\u308b5\u30b9\u30c6\u30c3\u30d7<\/span><\/a><\/li>\n<li><a href=\"#F\"><span style=\"color: #3366ff; text-decoration: underline;\">LangChain\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306e3\u3064\u306e\u30ea\u30b9\u30af\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3068\u5bfe\u7b56<\/span><\/a><\/li>\n<li><a href=\"#G\"><span style=\"color: #3366ff; text-decoration: underline;\">LangChain\u74b0\u5883\u306e\u69cb\u7bc9\u30fbPoC\u652f\u63f4\u306f\u300c\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u300d\u3078\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044<\/span><\/a><\/li>\n<li><a href=\"#H\"><span style=\"color: #3366ff; text-decoration: underline;\">\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u306b\u3088\u308bAI\u95a2\u9023\u306e\u652f\u63f4\u4e8b\u4f8b<\/span><\/a><\/li>\n<li><a href=\"#I\"><span style=\"color: #3366ff; text-decoration: underline;\">\u307e\u3068\u3081<\/span><\/a><\/li>\n<\/ol>\n<\/div>\n<p><a id=\"banner_wp_35_top\" href=\"https:\/\/mirai-works.co.jp\/business-pro\/document\/wp_generation_ai\/\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-4270\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2024\/11\/\u65b0\u898f\u4e8b\u696d\u00d7\u751f\u6210AIWP.png\" alt=\"\" width=\"900\" height=\"200\" \/><\/a><\/p>\n<h2 id=\"A\">LangChain\u3068\u306f<\/h2>\n<p>LangChain\u3068\u306f\u3001 <span class=\"q_underline q_underline1\"><strong>ChatGPT\u306a\u3069\u306eLLM\u3068\u3001\u793e\u5185\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001PDF\u3001Web\u691c\u7d22\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3001\u5916\u90e8API\u306a\u3069\u3092\u3064\u306a\u304e\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u52b9\u7387\u7684\u306b\u958b\u767a\u3059\u308b<\/strong><\/span> \u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<\/p>\n<p>LLM\u306f\u81ea\u7136\u306a\u6587\u7ae0\u3092\u751f\u6210\u3057\u305f\u308a\u3001\u8cea\u554f\u306b\u56de\u7b54\u3057\u305f\u308a\u3059\u308b\u80fd\u529b\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001LLM\u5358\u4f53\u3067\u306f\u4f01\u696d\u3054\u3068\u306e\u6700\u65b0\u60c5\u5831\u3001\u793e\u5185\u6587\u66f8\u3001\u9867\u5ba2\u60c5\u5831\u3001\u696d\u52d9\u30eb\u30fc\u30eb\u306a\u3069\u3092\u81ea\u52d5\u7684\u306b\u53c2\u7167\u3067\u304d\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u305d\u3053\u3067LangChain\u3092\u5229\u7528\u3059\u308b\u3068\u3001LLM\u306b\u5bfe\u3057\u3066\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u6e21\u3057\u305f\u308a\u3001\u8907\u6570\u306e\u51e6\u7406\u3092\u9806\u756a\u306b\u5b9f\u884c\u3057\u305f\u308a\u3001\u5916\u90e8\u30c4\u30fc\u30eb\u3068\u9023\u643a\u3057\u305f\u308a\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u3044\u308f\u3070\u3001LLM\u3068\u696d\u52d9\u30c7\u30fc\u30bf\u30fb\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3092\u3064\u306a\u3050\u300c\u63a5\u7d9a\u57fa\u76e4\u300d\u306e\u3088\u3046\u306a\u5f79\u5272\u3092\u62c5\u3044\u307e\u3059\u3002<\/p>\n<p>LangChain\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u3057\u3066\u516c\u958b\u3055\u308c\u3066\u304a\u308a\u3001Python\u3084JavaScript\u306a\u3069\u3092\u4f7f\u3063\u305fAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<a href=\"https:\/\/github.com\/langchain-ai\/langchain\" target=\"_blank\">GitHub\u4e0a<\/a>\u3067\u306f\u3001LangChain\u306f\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3084LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300d\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>LLM\u30fbRAG\u3068\u306e\u660e\u78ba\u306a\u5f79\u5272\u306e\u9055\u3044\u3068\u95a2\u4fc2\u6027<\/h3>\n<p>LangChain\u3092\u7406\u89e3\u3059\u308b\u3046\u3048\u3067\u91cd\u8981\u306a\u306e\u304c\u3001LLM\u3084RAG\u3068\u306e\u9055\u3044\u3067\u3059\u3002\u3053\u308c\u3089\u306f\u540c\u3058\u751f\u6210AI\u9818\u57df\u306e\u8a00\u8449\u3067\u3059\u304c\u3001\u6307\u3057\u3066\u3044\u308b\u30ec\u30a4\u30e4\u30fc\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>LLM<\/th>\n<th>RAG<\/th>\n<th>LangChain<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5f79\u5272<\/td>\n<td>\u6587\u7ae0\u3092\u7406\u89e3\u30fb\u751f\u6210\u3059\u308bAI\u30e2\u30c7\u30eb<\/td>\n<td>\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u53c2\u7167\u3057\u3066\u56de\u7b54\u3055\u305b\u308b\u624b\u6cd5<\/td>\n<td>LLM\u3084RAG\u3092\u4f7f\u3063\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u308b\u958b\u767a\u57fa\u76e4<\/td>\n<\/tr>\n<tr>\n<td>\u5177\u4f53\u4f8b<\/td>\n<td>GPT\u3001Gemini\u3001Claude\u306a\u3069<\/td>\n<td>\u793e\u5185FAQ\u3092\u691c\u7d22\u3057\u3066\u56de\u7b54\u3059\u308b\u4ed5\u7d44\u307f<\/td>\n<td>\u793e\u5185\u30c7\u30fc\u30bf\u691c\u7d22\u3001API\u9023\u643a\u3001\u4f1a\u8a71\u5c65\u6b74\u7ba1\u7406\u306a\u3069\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u4ed5\u7d44\u307f<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8<\/td>\n<td>\u81ea\u7136\u306a\u6587\u7ae0\u751f\u6210\u3084\u8981\u7d04\u304c\u3067\u304d\u308b<\/td>\n<td>\u793e\u5185\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u56de\u7b54\u3092\u4f5c\u308a\u3084\u3059\u3044<\/td>\n<td>\u8907\u6570\u306e\u51e6\u7406\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u696d\u52d9\u30a2\u30d7\u30ea\u5316\u3057\u3084\u3059\u3044<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u306a\u30c7\u30e1\u30ea\u30c3\u30c8<\/td>\n<td>\u793e\u5185\u56fa\u6709\u60c5\u5831\u3084\u6700\u65b0\u60c5\u5831\u306b\u5f31\u3044\u5834\u5408\u304c\u3042\u308b<\/td>\n<td>\u30c7\u30fc\u30bf\u54c1\u8cea\u3084\u691c\u7d22\u7cbe\u5ea6\u306b\u5de6\u53f3\u3055\u308c\u308b<\/td>\n<td>\u8a2d\u8a08\u30fb\u4fdd\u5b88\u306b\u306f\u4e00\u5b9a\u306e\u6280\u8853\u529b\u304c\u5fc5\u8981<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>LLM\u306f\u3001 <span class=\"q_underline q_underline1\"><strong>\u6587\u7ae0\u3092\u7406\u89e3\u30fb\u751f\u6210\u3059\u308bAI\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e<\/strong><\/span> \u3067\u3059\u3002ChatGPT\u306b\u4f7f\u308f\u308c\u308bGPT\u3001Google\u306eGemini\u3001Anthropic\u306eClaude\u306a\u3069\u304c\u4ee3\u8868\u4f8b\u3067\u3059\u3002<\/p>\n<p>RAG\u306f\u3001 <span class=\"q_underline q_underline1\"><strong>LLM\u306b\u5916\u90e8\u60c5\u5831\u3092\u53c2\u7167\u3055\u305b\u3066\u56de\u7b54\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f<\/strong><\/span> \u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3084FAQ\u3001PDF\u8cc7\u6599\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u5185\u5bb9\u3092\u3082\u3068\u306bLLM\u304c\u56de\u7b54\u3059\u308b\u3088\u3046\u306b\u3059\u308b\u624b\u6cd5\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3001LangChain\u306f\u3001LLM\u3084RAG\u3092\u7d44\u307f\u5408\u308f\u305b\u3066AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002LLM\u3092\u547c\u3073\u51fa\u3059\u3001\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3059\u308b\u3001\u691c\u7d22\u7d50\u679c\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u3080\u3001\u56de\u7b54\u3092\u6574\u5f62\u3059\u308b\u3001\u5916\u90e8API\u3092\u5b9f\u884c\u3059\u308b\u3001\u3068\u3044\u3063\u305f\u51e6\u7406\u3092\u7d44\u307f\u5408\u308f\u305b\u3084\u3059\u304f\u3057\u307e\u3059\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001\u95a2\u4fc2\u6027\u306f\u6b21\u306e\u3088\u3046\u306b\u6574\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li>LLM\uff1a\u56de\u7b54\u3092\u751f\u6210\u3059\u308bAI\u30e2\u30c7\u30eb<\/li>\n<li>RAG\uff1a\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u53c2\u7167\u3057\u3066\u56de\u7b54\u3055\u305b\u308b\u624b\u6cd5<\/li>\n<li>LangChain\uff1aLLM\u3084RAG\u3092\u4f7f\u3063\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u308b\u305f\u3081\u306e\u958b\u767a\u57fa\u76e4<\/li>\n<\/ul>\n<h3>LangChain\u3092\u69cb\u6210\u3059\u308b6\u3064\u306e\u30b3\u30a2\u30e2\u30b8\u30e5\u30fc\u30eb<\/h3>\n<p>LangChain\u306b\u306f\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u3092\u652f\u3048\u308b\u8907\u6570\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002\u306a\u304b\u3067\u3082\u4ee3\u8868\u7684\u306a\u6a5f\u80fd\u3068\u3057\u3066\u3001Model I\/O\u3001Prompts\u3001Retrieval\u3001Chains\u3001Agents\u3001Memory\u306e6\u3064\u3092\u62bc\u3055\u3048\u3066\u304a\u304f\u3068\u3001LangChain\u3067\u4f55\u304c\u3067\u304d\u308b\u306e\u304b\u3092\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u308c\u305e\u308c\u306e\u5f79\u5272\u3092\u6574\u7406\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u30e2\u30b8\u30e5\u30fc\u30eb<\/th>\n<th>\u4e3b\u306a\u5f79\u5272<\/th>\n<th>\u3067\u304d\u308b\u3053\u3068\u306e\u4f8b<\/th>\n<th>\u696d\u52d9\u3067\u306e\u6d3b\u7528\u30a4\u30e1\u30fc\u30b8<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Model I\/O<\/td>\n<td>LLM\u3068\u306e\u5165\u51fa\u529b\u3092\u7ba1\u7406\u3059\u308b<\/td>\n<td>OpenAI\u3001Anthropic\u3001Google\u306a\u3069\u306eAI\u30e2\u30c7\u30eb\u306b\u8cea\u554f\u3092\u9001\u308a\u3001\u56de\u7b54\u3092\u53d7\u3051\u53d6\u308b<\/td>\n<td>\u7528\u9014\u306b\u5fdc\u3058\u3066GPT\u3001Claude\u3001Gemini\u306a\u3069\u306e\u30e2\u30c7\u30eb\u3092\u5207\u308a\u66ff\u3048\u308b<\/td>\n<\/tr>\n<tr>\n<td>Prompts<\/td>\n<td>AI\u3078\u306e\u6307\u793a\u5185\u5bb9\u3092\u7ba1\u7406\u3059\u308b<\/td>\n<td>\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u5316\u3057\u3001\u56de\u7b54\u5f62\u5f0f\u3084\u6761\u4ef6\u3092\u6307\u5b9a\u3059\u308b<\/td>\n<td>\u554f\u3044\u5408\u308f\u305b\u56de\u7b54\u3001\u8981\u7d04\u3001\u5206\u985e\u306a\u3069\u3067\u56de\u7b54\u54c1\u8cea\u3092\u5b89\u5b9a\u3055\u305b\u308b<\/td>\n<\/tr>\n<tr>\n<td>Retrieval<\/td>\n<td>\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u30fb\u53d6\u5f97\u3059\u308b<\/td>\n<td>PDF\u3001FAQ\u3001\u793e\u5185\u6587\u66f8\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u63a2\u3059<\/td>\n<td>\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u53c2\u7167\u3059\u308bRAG\u578b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u308b<\/td>\n<\/tr>\n<tr>\n<td>Chains<\/td>\n<td>\u8907\u6570\u306e\u51e6\u7406\u3092\u9806\u756a\u306b\u3064\u306a\u3052\u308b<\/td>\n<td>\u8cea\u554f\u53d7\u4ed8\u3001\u6587\u66f8\u691c\u7d22\u3001\u56de\u7b54\u751f\u6210\u3001\u6574\u5f62\u306a\u3069\u3092\u4e00\u9023\u306e\u6d41\u308c\u306b\u3059\u308b<\/td>\n<td>\u554f\u3044\u5408\u308f\u305b\u5185\u5bb9\u3092\u691c\u7d22\u30fb\u8981\u7d04\u30fb\u56de\u7b54\u3059\u308b\u696d\u52d9\u30d5\u30ed\u30fc\u3092\u4f5c\u308b<\/td>\n<\/tr>\n<tr>\n<td>Agents<\/td>\n<td>AI\u304c\u5fc5\u8981\u306a\u30c4\u30fc\u30eb\u3092\u5224\u65ad\u3057\u3066\u5b9f\u884c\u3059\u308b<\/td>\n<td>\u691c\u7d22\u3001\u8a08\u7b97\u3001CRM\u78ba\u8a8d\u3001\u30c1\u30b1\u30c3\u30c8\u4f5c\u6210\u306a\u3069\u3092AI\u304c\u9078\u629e\u3059\u308b<\/td>\n<td>\u793e\u5185\u30b7\u30b9\u30c6\u30e0\u3084\u5916\u90e8API\u3068\u9023\u643a\u3057\u305f\u696d\u52d9\u81ea\u52d5\u5316\u3092\u884c\u3046<\/td>\n<\/tr>\n<tr>\n<td>Memory<\/td>\n<td>\u904e\u53bb\u306e\u4f1a\u8a71\u3084\u64cd\u4f5c\u5c65\u6b74\u3092\u4fdd\u6301\u3059\u308b<\/td>\n<td>\u4ee5\u524d\u306e\u8cea\u554f\u5185\u5bb9\u3084\u6587\u8108\u3092\u8e0f\u307e\u3048\u3066\u56de\u7b54\u3059\u308b<\/td>\n<td>\u7d99\u7d9a\u7684\u306a\u76f8\u8ac7\u306b\u5bfe\u5fdc\u3059\u308b\u793e\u5185AI\u30a2\u30b7\u09b8\u09cd\u09a4\u09be\u09a8\u30c8\u3092\u4f5c\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>LangChain\u306f\u3001\u3053\u308c\u3089\u306e\u6a5f\u80fd\u3092\u5358\u72ec\u3067\u4f7f\u3046\u3068\u3044\u3046\u3088\u308a\u3082\u3001\u8907\u6570\u306e\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u3066AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u70b9\u306b\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u793e\u5185FAQ\u306b\u56de\u7b54\u3059\u308bAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u308b\u5834\u5408\u306f\u3001\u307e\u305aPrompts\u3067AI\u3078\u306e\u6307\u793a\u5185\u5bb9\u3092\u6574\u3048\u3001Retrieval\u3067\u793e\u5185\u6587\u66f8\u3084FAQ\u3092\u691c\u7d22\u3057\u3001Model I\/O\u3067LLM\u306b\u60c5\u5831\u3092\u6e21\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u904e\u53bb\u306e\u4f1a\u8a71\u3092\u8e0f\u307e\u3048\u305f\u56de\u7b54\u304c\u5fc5\u8981\u306a\u5834\u5408\u306fMemory\u3092\u4f7f\u3044\u3001\u5916\u90e8\u30c4\u30fc\u30eb\u3084\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3068\u9023\u643a\u3057\u305f\u3044\u5834\u5408\u306fAgents\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001LangChain\u306f\u300cLLM\u3092\u547c\u3073\u51fa\u3059\u3060\u3051\u306e\u4ed5\u7d44\u307f\u300d\u3067\u306f\u306a\u304f\u3001 <span class=\"q_underline q_underline1\"><strong>\u30c7\u30fc\u30bf\u691c\u7d22\u3001\u6307\u793a\u8a2d\u8a08\u3001\u51e6\u7406\u306e\u9023\u7d50\u3001\u5916\u90e8\u30c4\u30fc\u30eb\u9023\u643a\u3001\u4f1a\u8a71\u5c65\u6b74\u306e\u4fdd\u6301<\/strong><\/span> \u306a\u3069\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u5b9f\u52d9\u306b\u8fd1\u3044AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3057\u3084\u3059\u304f\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001LangChain\u306f\u66f4\u65b0\u304c\u6d3b\u767a\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u73fe\u5728\u306fLangGraph\u3084LangSmith\u306a\u3069\u306e\u5468\u8fba\u30d7\u30ed\u30c0\u30af\u30c8\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u308f\u308c\u308b\u30b1\u30fc\u30b9\u3082\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u5c0e\u5165\u6642\u306f\u6700\u65b0\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u78ba\u8a8d\u3057\u3001\u81ea\u793e\u306e\u8981\u4ef6\u306b\u5408\u3046\u69cb\u6210\u3092\u9078\u3076\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h2 id=\"B\">LangChain\u3068\u4ed6\u30c4\u30fc\u30eb\u306e\u6bd4\u8f03<\/h2>\n<p>LangChain\u306f\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u306b\u6709\u52b9\u306a\u9078\u629e\u80a2\u3067\u3059\u304c\u3001\u3059\u3079\u3066\u306e\u4f01\u696d\u306b\u3068\u3063\u3066\u5e38\u306b\u6700\u9069\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u7528\u9014\u306b\u3088\u3063\u3066\u306f\u3001LLM API\u3092\u76f4\u63a5\u5229\u7528\u3059\u308b\u3060\u3051\u3067\u5341\u5206\u306a\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u7d20\u65e9\u304f\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u308b\u5834\u5408\u306f\u3001Dify\u306e\u3088\u3046\u306a\u30ce\u30fc\u30b3\u30fc\u30c9\u30fb\u30ed\u30fc\u30b3\u30fc\u30c9\u7cfb\u30c4\u30fc\u30eb\u304c\u9069\u3057\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>LLM\u5358\u4f53\u306e\u7279\u5fb4<\/h3>\n<p>LLM\u5358\u4f53\u306e\u76f4\u63a5\u5229\u7528\u3068\u306f\u3001OpenAI API\u3001Gemini API\u3001Claude API\u306a\u3069\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u76f4\u63a5\u547c\u3073\u51fa\u3059\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<p>\u5358\u767a\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b\u3001\u6587\u7ae0\u3092\u8981\u7d04\u3059\u308b\u3001\u30e1\u30fc\u30eb\u6587\u9762\u3092\u4f5c\u6210\u3059\u308b\u3001\u3068\u3044\u3063\u305f\u30b7\u30f3\u30d7\u30eb\u306a\u7528\u9014\u3067\u3042\u308c\u3070\u3001LLM API\u3092\u76f4\u63a5\u5229\u7528\u3059\u308b\u3060\u3051\u3067\u3082\u5341\u5206\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002 <span class=\"q_underline q_underline1\"><strong>\u5b9f\u88c5\u3082\u6bd4\u8f03\u7684\u30b7\u30f3\u30d7\u30eb\u3067\u3001\u4f59\u8a08\u306a\u69cb\u6210\u8981\u7d20\u3092\u5897\u3084\u3055\u305a\u306b\u6e08\u3080<\/strong><\/span> \u70b9\u304c\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u51e6\u7406\u304c\u8907\u96d1\u306b\u306a\u308a\u3084\u3059\u3044\u70b9\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u3088\u3046\u306a\u51e6\u7406\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u5834\u5408\u3001\u5358\u7d14\u306aAPI\u547c\u3073\u51fa\u3057\u3060\u3051\u3067\u306f\u7ba1\u7406\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u793e\u5185\u6587\u66f8\u3092\u691c\u7d22\u3059\u308b<\/li>\n<li>\u691c\u7d22\u7d50\u679c\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/li>\n<li>\u56de\u7b54\u5185\u5bb9\u306b\u5fdc\u3058\u3066\u8ffd\u52a0\u8cea\u554f\u3092\u884c\u3046<\/li>\n<li>\u5916\u90e8API\u3092\u547c\u3073\u51fa\u3059<\/li>\n<li>\u4f1a\u8a71\u5c65\u6b74\u3092\u4fdd\u6301\u3059\u308b<\/li>\n<li>\u30a8\u30e9\u30fc\u767a\u751f\u6642\u306b\u5225\u306e\u51e6\u7406\u3078\u5207\u308a\u66ff\u3048\u308b<\/li>\n<\/ul>\n<p>\u3053\u306e\u3088\u3046\u306a\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u306e\u51e6\u7406\u3067\u306f\u3001\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u3001\u72b6\u614b\u7ba1\u7406\u3001\u30ed\u30b0\u7ba1\u7406\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u7ba1\u7406\u306a\u3069\u3092\u500b\u5225\u306b\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u5c0f\u898f\u6a21\u306a\u691c\u8a3c\u3067\u306f\u554f\u984c\u306b\u306a\u308a\u306b\u304f\u3044\u3082\u306e\u306e\u3001\u672c\u756a\u904b\u7528\u3092\u898b\u636e\u3048\u308b\u3068\u958b\u767a\u30fb\u4fdd\u5b88\u306e\u8ca0\u62c5\u304c\u5927\u304d\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>Dify\u306e\u7279\u5fb4<\/h3>\n<p>Dify\u306f\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u8996\u899a\u7684\u306b\u69cb\u7bc9\u3067\u304d\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<a href=\"https:\/\/dify.ai\/\" target=\"_blank\">\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3067\u306f\u3001\u65e2\u5b58\u306e\u30c4\u30fc\u30eb\u3084\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u3064\u306a\u304e\u3001\u5b9f\u7528\u7684\u306aAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u30fb\u5c55\u958b\u3067\u304d\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Dify\u306e\u7279\u5fb4\u306f\u3001 <span class=\"q_underline q_underline1\"><strong>\u753b\u9762\u4e0a\u3067\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3084RAG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u8a2d\u8a08\u3057\u3084\u3059\u3044<\/strong><\/span> \u70b9\u3067\u3059\u3002\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u4e0d\u6163\u308c\u306a\u62c5\u5f53\u8005\u3067\u3082\u3001\u6bd4\u8f03\u7684\u77ed\u671f\u9593\u3067AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u696d\u52d9\u652f\u63f4\u30c4\u30fc\u30eb\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u308a\u3084\u3059\u3044\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u3001\u6b21\u306e\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3067\u306fDify\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u4e3b\u5c0e\u3067AI\u30a2\u30d7\u30ea\u306e\u8a66\u4f5c\u3092\u9032\u3081\u305f\u3044<\/li>\n<li>\u307e\u305a\u306f\u793e\u5185FAQ\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u308a\u305f\u3044<\/li>\n<li>\u696d\u52d9\u90e8\u9580\u304c\u753b\u9762\u4e0a\u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u8abf\u6574\u3057\u305f\u3044<\/li>\n<li>\u958b\u767a\u3088\u308a\u3082\u30b9\u30d4\u30fc\u30c9\u691c\u8a3c\u3092\u512a\u5148\u3057\u305f\u3044<\/li>\n<\/ul>\n<p>\u305f\u3060\u3057\u3001\u8907\u96d1\u306a\u696d\u52d9\u30ed\u30b8\u30c3\u30af\u3084\u72ec\u81ea\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u6df1\u3044\u9023\u643a\u3001\u7d30\u304b\u306a\u30b3\u30fc\u30c9\u30ec\u30d9\u30eb\u306e\u5236\u5fa1\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001LangChain\u306e\u3088\u3046\u306a\u958b\u767a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u307b\u3046\u304c\u9069\u3057\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u81ea\u793e\u306e\u8981\u4ef6\u306b\u5408\u308f\u305b\u305f\u6700\u9069\u306a\u958b\u767a\u624b\u6cd5\u306e\u9078\u3073\u65b9<\/h3>\n<p>\u958b\u767a\u624b\u6cd5\u3092\u9078\u3076\u969b\u306f\u3001 <span class=\"q_underline q_underline1\"><strong>\u300c\u8ab0\u304c\u4f5c\u308b\u306e\u304b\u300d\u300c\u3069\u306e\u7a0b\u5ea6\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u5fc5\u8981\u304b\u300d\u300c\u672c\u756a\u904b\u7528\u307e\u3067\u898b\u636e\u3048\u308b\u306e\u304b\u300d<\/strong><\/span> \u3092\u57fa\u6e96\u306b\u5224\u65ad\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>LLM API\u5358\u4f53\u306e\u76f4\u63a5\u5229\u7528\u306f\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u6a5f\u80fd\u3092\u6700\u5c0f\u69cb\u6210\u3067\u4f5c\u308b\u5834\u5408\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u958b\u767a\u7bc4\u56f2\u304c\u660e\u78ba\u3067\u3001\u5358\u767a\u51e6\u7406\u304c\u4e2d\u5fc3\u3067\u3042\u308c\u3070\u3001\u4f59\u8a08\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u308f\u306a\u3044\u307b\u3046\u304c\u4fdd\u5b88\u3057\u3084\u3059\u3044\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>Dify\u306f\u3001\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u696d\u52d9\u90e8\u9580\u304c\u4e3b\u5c0e\u3057\u3066\u3001\u7d20\u65e9\u304fAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u8a66\u4f5c\u3057\u305f\u3044\u5834\u5408\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u753b\u9762\u4e0a\u3067\u8a2d\u8a08\u3067\u304d\u308b\u305f\u3081\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u4f5c\u6210\u3084\u793e\u5185\u691c\u8a3c\u3092\u9032\u3081\u3084\u3059\u3044\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n<p>LangChain\u306f\u3001\u8907\u96d1\u306a\u51e6\u7406\u3084\u9ad8\u5ea6\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u5fc5\u8981\u306a\u5834\u5408\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u8907\u6570\u306eLLM\u3001\u793e\u5185\u30c7\u30fc\u30bf\u3001\u5916\u90e8API\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u5834\u5408\u3084\u3001\u672c\u756a\u904b\u7528\u3092\u898b\u636e\u3048\u3066\u67d4\u8edf\u306b\u8a2d\u8a08\u3057\u305f\u3044\u5834\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>LLM API\u5358\u4f53<\/th>\n<th>Dify<\/th>\n<th>LangChain<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u958b\u767a\u96e3\u6613\u5ea6<\/td>\n<td>\u4f4e\u301c\u4e2d<\/td>\n<td>\u4f4e\u301c\u4e2d<\/td>\n<td>\u4e2d\u301c\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027<\/td>\n<td>\u9650\u5b9a\u7684<\/td>\n<td>\u4e2d\u7a0b\u5ea6<\/td>\n<td>\u9ad8\u3044<\/td>\n<\/tr>\n<tr>\n<td>\u4fdd\u5b88\u6027<\/td>\n<td>\u5c0f\u898f\u6a21\u306a\u3089\u7ba1\u7406\u3057\u3084\u3059\u3044<\/td>\n<td>\u753b\u9762\u4e0a\u3067\u7ba1\u7406\u3057\u3084\u3059\u3044<\/td>\n<td>\u8a2d\u8a08\u6b21\u7b2c\u3067\u9ad8\u304f\u3067\u304d\u308b\u304c\u6280\u8853\u529b\u304c\u5fc5\u8981<\/td>\n<\/tr>\n<tr>\n<td>\u5b66\u7fd2\u30b3\u30b9\u30c8<\/td>\n<td>\u4f4e\u3044<\/td>\n<td>\u4f4e\u3044<\/td>\n<td>\u9ad8\u3044<\/td>\n<\/tr>\n<tr>\n<td>\u5411\u3044\u3066\u3044\u308b\u5229\u7528\u8005<\/td>\n<td>\u30a8\u30f3\u30b8\u30cb\u30a2<\/td>\n<td>\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u696d\u52d9\u90e8\u9580\u3001\u958b\u767a\u8005<\/td>\n<td>\u30a8\u30f3\u30b8\u30cb\u30a2\u3001AI\u958b\u767a\u30c1\u30fc\u30e0<\/td>\n<\/tr>\n<tr>\n<td>\u6ce8\u610f\u70b9<\/td>\n<td>\u8907\u96d1\u306a\u51e6\u7406\u306f\u500b\u5225\u5b9f\u88c5\u304c\u5897\u3048\u308b<\/td>\n<td>\u7d30\u304b\u306a\u5236\u5fa1\u306b\u306f\u9650\u754c\u304c\u3042\u308b\u5834\u5408\u304c\u3042\u308b<\/td>\n<td>\u4fdd\u5b88\u30fb\u904b\u7528\u8a2d\u8a08\u304c\u5fc5\u8981<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"C\">\u4f01\u696d\u304cLangChain\u3092\u5c0e\u5165\u3059\u308b4\u3064\u306e\u30e1\u30ea\u30c3\u30c8<\/h2>\n<p>\u4f01\u696d\u304cLangChain\u3092\u5c0e\u5165\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u5358\u306bAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u308c\u308b\u3053\u3068\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u3053\u3053\u3067\u306f\u3001\u4f01\u696d\u5c0e\u5165\u306b\u304a\u3051\u308b\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u30924\u3064\u306b\u5206\u3051\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h3>\u958b\u767a\u30b9\u30d4\u30fc\u30c9\u306e\u5927\u5e45\u306a\u77ed\u7e2e<\/h3>\n<p>LangChain\u3092\u5229\u7528\u3059\u308b\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u306f\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u306e\u521d\u671f\u30b9\u30d4\u30fc\u30c9\u3092\u9ad8\u3081\u3084\u3059\u3044\u70b9\u3067\u3059\u3002<\/p>\n<p>LLM\u3092\u6d3b\u7528\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30bc\u30ed\u304b\u3089\u958b\u767a\u3059\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u547c\u3073\u51fa\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u691c\u7d22\u3001\u5916\u90e8\u30c4\u30fc\u30eb\u9023\u643a\u3001\u4f1a\u8a71\u5c65\u6b74\u7ba1\u7406\u306a\u3069\u3092\u500b\u5225\u306b\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u3092\u3059\u3079\u3066\u81ea\u793e\u3067\u4f5c\u308a\u8fbc\u3080\u3068\u3001PoC\u306e\u6bb5\u968e\u3067\u3082\u4e00\u5b9a\u306e\u958b\u767a\u5de5\u6570\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<p>LangChain\u3067\u306f\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u51e6\u7406\u3092\u90e8\u54c1\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u65e2\u5b58\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001 <span class=\"q_underline q_underline1\"><strong>PoC\u3084\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u77ed\u671f\u9593\u3067\u7acb\u3061\u4e0a\u3052\u3084\u3059\u304f<\/strong><\/span> \u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u3001\u6b21\u306e\u3088\u3046\u306a\u7528\u9014\u3067\u306f\u30b9\u30d4\u30fc\u30c9\u9762\u306e\u52b9\u679c\u304c\u51fa\u3084\u3059\u3044\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u793e\u5185\u6587\u66f8\u691c\u7d22\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/li>\n<li>FAQ\u56de\u7b54\u30b7\u30b9\u30c6\u30e0<\/li>\n<li>\u554f\u3044\u5408\u308f\u305b\u5185\u5bb9\u306e\u8981\u7d04<\/li>\n<li>\u55b6\u696d\u8cc7\u6599\u3084\u63d0\u6848\u66f8\u306e\u4e0b\u66f8\u304d\u751f\u6210<\/li>\n<li>\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u3092\u53c2\u7167\u3059\u308bAI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/li>\n<\/ul>\n<p>\u305f\u3060\u3057\u3001\u672c\u756a\u904b\u7528\u3067\u306f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30ed\u30b0\u7ba1\u7406\u3001\u30b3\u30b9\u30c8\u7ba1\u7406\u3001\u56de\u7b54\u54c1\u8cea\u306e\u8a55\u4fa1\u304c\u5fc5\u8981\u3067\u3059\u3002PoC\u3092\u7d20\u65e9\u304f\u59cb\u3081\u3089\u308c\u308b\u3053\u3068\u3068\u3001\u672c\u756a\u904b\u7528\u307e\u3067\u7c21\u5358\u306b\u5b8c\u4e86\u3059\u308b\u3053\u3068\u306f\u5206\u3051\u3066\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u8907\u6570\u30e2\u30c7\u30eb\u306e\u5207\u308a\u66ff\u3048\u3068\u30d9\u30f3\u30c0\u30fc\u30ed\u30c3\u30af\u30a4\u30f3\u306e\u56de\u907f<\/h3>\n<p>LangChain\u306f\u3001\u8907\u6570\u306eLLM\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3068\u9023\u643a\u3057\u3084\u3059\u3044\u70b9\u3082\u7279\u5fb4\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001 <span class=\"q_underline q_underline1\"><strong>\u7528\u9014\u306b\u5fdc\u3058\u3066\u30e2\u30c7\u30eb\u3092\u5207\u308a\u66ff\u3048\u3084\u3059\u304f<\/strong><\/span> \u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u3042\u308b\u7528\u9014\u3067\u306fGPT\u3092\u4f7f\u3044\u3001\u5225\u306e\u7528\u9014\u3067\u306fGemini\u3084Claude\u3092\u8a66\u3059\u3068\u3044\u3063\u305f\u691c\u8a3c\u304c\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u8907\u6570\u30e2\u30c7\u30eb\u3092\u5207\u308a\u66ff\u3048\u3089\u308c\u308b\u3053\u3068\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u56de\u7b54\u7cbe\u5ea6\u3092\u6bd4\u8f03\u3057\u3084\u3059\u3044<\/li>\n<li>\u30b3\u30b9\u30c8\u3068\u6027\u80fd\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8abf\u6574\u3057\u3084\u3059\u3044<\/li>\n<li>\u7279\u5b9a\u30d9\u30f3\u30c0\u30fc\u306e\u969c\u5bb3\u3084\u4ed5\u69d8\u5909\u66f4\u306b\u5099\u3048\u3084\u3059\u3044<\/li>\n<li>\u5c06\u6765\u7684\u306b\u3088\u308a\u9069\u3057\u305f\u30e2\u30c7\u30eb\u3078\u79fb\u884c\u3057\u3084\u3059\u3044<\/li>\n<\/ul>\n<p>AI\u30e2\u30c7\u30eb\u306f\u9032\u5316\u304c\u65e9\u304f\u3001\u6599\u91d1\u4f53\u7cfb\u3084\u63d0\u4f9b\u6761\u4ef6\u3082\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u7279\u5b9a\u306e\u30e2\u30c7\u30eb\u306b\u904e\u5ea6\u306b\u4f9d\u5b58\u3057\u3059\u304e\u308b\u3068\u3001\u5c06\u6765\u7684\u306a\u5909\u66f4\u6642\u306b\u30b7\u30b9\u30c6\u30e0\u6539\u4fee\u306e\u8ca0\u62c5\u304c\u5927\u304d\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002LangChain\u3092\u5229\u7528\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u9078\u5b9a\u306e\u81ea\u7531\u5ea6\u3092\u4fdd\u3061\u306a\u304c\u3089\u958b\u767a\u3092\u9032\u3081\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3>\u793e\u5185\u30c7\u30fc\u30bf\u3068\u9023\u643a\u3057\u305f\u9ad8\u5ea6\u306aRAG\u306e\u5bb9\u6613\u306a\u69cb\u7bc9<\/h3>\n<p>\u4f01\u696d\u304cLangChain\u306b\u6ce8\u76ee\u3059\u308b\u5927\u304d\u306a\u7406\u7531\u306e1\u3064\u304c\u3001\u793e\u5185\u30c7\u30fc\u30bf\u3068LLM\u3092\u9023\u643a\u3057\u305fRAG\u3092\u69cb\u7bc9\u3057\u3084\u3059\u3044\u70b9\u3067\u3059\u3002<\/p>\n<p>LLM\u306f\u4e00\u822c\u7684\u306a\u77e5\u8b58\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3067\u304d\u307e\u3059\u304c\u3001\u81ea\u793e\u56fa\u6709\u306e\u8cc7\u6599\u3084\u6700\u65b0\u306e\u793e\u5185\u30eb\u30fc\u30eb\u3092\u6700\u521d\u304b\u3089\u77e5\u3063\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u4f55\u3082\u5bfe\u7b56\u3057\u306a\u3044\u307e\u307e\u793e\u5185\u696d\u52d9\u306b\u4f7f\u3046\u3068\u3001\u4e8b\u5b9f\u3068\u7570\u306a\u308b\u56de\u7b54\u3084\u53e4\u3044\u60c5\u5831\u306b\u57fa\u3065\u304f\u56de\u7b54\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>RAG\u3092\u4f7f\u3046\u3068\u3001\u793e\u5185\u6587\u66f8\u3084FAQ\u3001PDF\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306a\u3069\u3092\u691c\u7d22\u3057\u3001\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092LLM\u306b\u6e21\u3057\u305f\u3046\u3048\u3067\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001 <span class=\"q_underline q_underline1\"><strong>\u56de\u7b54\u306e\u6839\u62e0\u3092\u793e\u5185\u30c7\u30fc\u30bf\u306b\u5bc4\u305b\u3084\u3059\u304f<\/strong><\/span> \u306a\u308a\u307e\u3059\u3002<\/p>\n<p>LangChain\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3001\u5206\u5272\u3001\u30d9\u30af\u30c8\u30eb\u5316\u3001\u691c\u7d22\u3001\u56de\u7b54\u751f\u6210\u3068\u3044\u3063\u305fRAG\u306b\u5fc5\u8981\u306a\u51e6\u7406\u3092\u7d44\u307f\u5408\u308f\u305b\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u3088\u3046\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u793e\u5185\u898f\u7a0b\u306b\u56de\u7b54\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/li>\n<li>\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u53c2\u7167\u3059\u308b\u554f\u3044\u5408\u308f\u305b\u652f\u63f4AI<\/li>\n<li>\u55b6\u696d\u8cc7\u6599\u3084\u63d0\u6848\u4e8b\u4f8b\u3092\u691c\u7d22\u3059\u308b\u30ca\u30ec\u30c3\u30b8AI<\/li>\n<li>PDF\u3084CSV\u3092\u3082\u3068\u306b\u56de\u7b54\u3059\u308b\u696d\u52d9\u652f\u63f4\u30c4\u30fc\u30eb<\/li>\n<\/ul>\n<p>\u305f\u3060\u3057\u3001RAG\u3092\u5c0e\u5165\u3059\u308c\u3070\u5fc5\u305a\u6b63\u78ba\u306a\u56de\u7b54\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3001\u691c\u7d22\u7cbe\u5ea6\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u3001\u6a29\u9650\u7ba1\u7406\u3001\u8a55\u4fa1\u8a2d\u8a08\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u3001\u8aa4\u3063\u305f\u56de\u7b54\u304c\u6b8b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002LangChain\u306fRAG\u69cb\u7bc9\u3092\u652f\u63f4\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u56de\u7b54\u54c1\u8cea\u3092\u4fdd\u8a3c\u3059\u308b\u4ed5\u7d44\u307f\u3067\u306f\u306a\u3044\u70b9\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<h3>\u5916\u90e8API\u9023\u643a\u306b\u3088\u308b\u81ea\u5f8b\u7684\u306a\u696d\u52d9\u81ea\u52d5\u5316<\/h3>\n<p>LangChain\u306f\u3001\u5358\u306a\u308bQ&#038;A\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u5916\u90e8API\u3084\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3068\u9023\u643a\u3057\u305f\u81ea\u5f8b\u7684\u306a\u696d\u52d9\u81ea\u52d5\u5316\u306b\u3082\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u300c\u4eca\u6708\u306e\u554f\u3044\u5408\u308f\u305b\u50be\u5411\u3092\u8abf\u3079\u3066\u3001\u91cd\u8981\u306a\u6848\u4ef6\u3092CRM\u306b\u767b\u9332\u3057\u3066\u300d\u3068\u4f9d\u983c\u3057\u305f\u5834\u5408\u3001AI\u304c\u5fc5\u8981\u306a\u51e6\u7406\u3092\u5224\u65ad\u3057\u3001\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3001\u8981\u7d04\u3057\u3001CRM\u306b\u767b\u9332\u3059\u308b\u3068\u3044\u3063\u305f\u6d41\u308c\u3092\u8a2d\u8a08\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306a\u4ed5\u7d44\u307f\u3067\u306f\u3001Agents\u6a5f\u80fd\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002Agents\u306f\u3001AI\u304c\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u4f7f\u7528\u3059\u308b\u30c4\u30fc\u30eb\u3092\u9078\u3073\u3001\u51e6\u7406\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u8003\u3048\u65b9\u3067\u3059\u3002<\/p>\n<p>\u696d\u52d9\u7528\u9014\u3067\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u6d3b\u7528\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li>CRM\u304b\u3089\u9867\u5ba2\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b<\/li>\n<li>\u554f\u3044\u5408\u308f\u305b\u7ba1\u7406\u30c4\u30fc\u30eb\u306b\u30c1\u30b1\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b<\/li>\n<li>\u793e\u5185\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u691c\u7d22\u3059\u308b<\/li>\n<li>Web\u691c\u7d22\u3084\u8a08\u7b97\u30c4\u30fc\u30eb\u3092\u547c\u3073\u51fa\u3059<\/li>\n<li>\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u96c6\u7d04\u3059\u308b<\/li>\n<\/ul>\n<p>\u305f\u3060\u3057\u3001AI\u306b\u5916\u90e8\u30b7\u30b9\u30c6\u30e0\u3092\u5b9f\u884c\u3055\u305b\u308b\u5834\u5408\u306f\u3001\u8aa4\u64cd\u4f5c\u3084\u6a29\u9650\u8a2d\u5b9a\u306e\u4e0d\u5099\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002\u7279\u306b\u3001 <span class=\"q_underline q_underline1\"><strong>\u9867\u5ba2\u60c5\u5831\u3084\u6a5f\u5bc6\u60c5\u5831\u3092\u6271\u3046\u696d\u52d9<\/strong><\/span> \u3067\u306f\u3001\u5b9f\u884c\u6a29\u9650\u3092\u6700\u5c0f\u9650\u306b\u3057\u3001\u627f\u8a8d\u30d5\u30ed\u30fc\u3084\u30ed\u30b0\u76e3\u8996\u3092\u7d44\u307f\u8fbc\u3080\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2 id=\"D\">\u3010\u696d\u754c\u5225\u3011LangChain\u3092\u6d3b\u7528\u3057\u305f3\u3064\u306e\u6210\u529f\u4e8b\u4f8b<\/h2>\n<p>LangChain\u306f\u3001\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u691c\u7d22\u3001\u696d\u52d9\u652f\u63f4\u3001AI\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u516c\u958b\u60c5\u5831\u3067\u78ba\u8a8d\u3067\u304d\u308b\u65e5\u672c\u4f01\u696d\u30fb\u56fd\u5185\u7d44\u7e54\u306b\u95a2\u9023\u3059\u308b\u4e8b\u4f8b\u3092\u4e2d\u5fc3\u306b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h3>\u3010EC\u696d\u3011\u697d\u5929\u30b0\u30eb\u30fc\u30d7<\/h3>\n<p>\u697d\u5929\u30b0\u30eb\u30fc\u30d7\u306f\u3001EC\u3001\u65c5\u884c\u3001\u30c7\u30b8\u30bf\u30eb\u30b3\u30f3\u30c6\u30f3\u30c4\u3001\u30d5\u30a3\u30f3\u30c6\u30c3\u30af\u3001\u901a\u4fe1\u306a\u306970\u4ee5\u4e0a\u306e\u4e8b\u696d\u3092\u5c55\u958b\u3057\u3066\u3044\u307e\u3059\u3002\u5e45\u5e83\u3044\u4e8b\u696d\u9818\u57df\u3067AI\u3092\u6d3b\u7528\u3059\u308b\u306b\u306f\u3001\u9867\u5ba2\u5411\u3051\u30fb\u5f93\u696d\u54e1\u5411\u3051\u306e\u4e21\u9762\u3067\u3001LLM\u3068\u793e\u5185\u5916\u306e\u30c7\u30fc\u30bf\u3092\u67d4\u8edf\u306b\u9023\u643a\u3067\u304d\u308b\u4ed5\u7d44\u307f\u304c\u5fc5\u8981\u3067\u3057\u305f\u3002<\/p>\n<p>\u697d\u5929\u30b0\u30eb\u30fc\u30d7\u306fLangChain\u3068LangSmith\u3092\u6d3b\u7528\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3084\u5f93\u696d\u54e1\u5411\u3051\u306eAI\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u5e02\u5834\u5206\u6790\u3092\u652f\u63f4\u3059\u308b\u300cRakuten AI Analyst\u300d\u3001\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u3092\u652f\u63f4\u3059\u308b\u300cRakuten AI Agent\u300d\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u8981\u7d04\u3057\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8cea\u554f\u306b\u56de\u7b54\u3059\u308b\u300cRakuten AI Librarian\u300d\u306a\u3069\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u5f93\u696d\u54e1\u5411\u3051\u306b\u306f\u3001\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u3082\u3068\u306b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3067\u304d\u308b\u57fa\u76e4\u3092\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u3002LangChain\u306eOpenGPTs\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u6d3b\u7528\u3057\u3001 <span class=\"q_underline q_underline1\"><strong>3\u4eba\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u304c1\u9031\u9593\u3067\u521d\u671f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u7acb\u3061\u4e0a\u3052<\/strong><\/span> \u307e\u3057\u305f\u3002<\/p>\n<h3>\u3010\u533b\u7642\u30fb\u798f\u7949\u696d\u3011\u533b\u7642\u6cd5\u4eba\u30d5\u30eb\u30fc\u30c4<\/h3>\n<p>\u533b\u7642\u6cd5\u4eba\u30d5\u30eb\u30fc\u30c4\u3067\u306f\u3001\u65b0\u4eba\u6b6f\u79d1\u533b\u5e2b\u306e\u6559\u80b2\u306b\u304a\u3044\u3066\u3001\u6559\u80b2\u62c5\u5f53\u8005\u306b\u540c\u3058\u3088\u3046\u306a\u8cea\u554f\u304c\u7e70\u308a\u8fd4\u3057\u5bc4\u305b\u3089\u308c\u308b\u8ca0\u62c5\u304c\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u6b6f\u79d1\u8a3a\u7642\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3084\u6cd5\u4eba\u5185\u306e\u77e5\u8b58\u3092\u3082\u3068\u306b\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u6b63\u78ba\u306b\u53c2\u7167\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3092\u4f5c\u308b\u3053\u3068\u3067\u3001\u65b0\u4eba\u533b\u5e2b\u306e\u81ea\u5df1\u89e3\u6c7a\u3092\u652f\u63f4\u3057\u305f\u3044\u3068\u3044\u3046\u30cb\u30fc\u30ba\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u533b\u7642\u6cd5\u4eba\u30d5\u30eb\u30fc\u30c4\u3068mofmof\u306f\u3001LangChain\u3068RAG\u3092\u6d3b\u7528\u3057\u305f <span class=\"q_underline q_underline1\"><strong>AI\u30e1\u30e2\u30a2\u30d7\u30ea\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u30922\u30f6\u6708\u3067\u958b\u767a<\/strong><\/span> \u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u4e8b\u4f8b\u306f\u3001\u5c02\u9580\u77e5\u8b58\u3092\u6271\u3046\u533b\u7642\u30fb\u798f\u7949\u9818\u57df\u3067\u3082\u3001RAG\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u53c2\u7167\u3057\u306a\u304c\u3089\u56de\u7b54\u3059\u308bAI\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u77ed\u671f\u9593\u3067\u691c\u8a3c\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u3010IT\u696d\u3011ABEJA<\/h3>\n<p>ABEJA\u3067\u306f\u3001\u793e\u5185\u3084\u7279\u5b9a\u30c9\u30e1\u30a4\u30f3\u3067\u4f7f\u308f\u308c\u308b\u7528\u8a9e\u3092\u5f93\u696d\u54e1\u304c\u6c17\u8efd\u306b\u78ba\u8a8d\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3068\u3057\u3066\u3001Slack\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u793e\u5185\u7528\u8a9e\u3084\u5c02\u9580\u7528\u8a9e\u306f\u3001\u4e00\u822c\u7684\u306aLLM\u304c\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001LLM\u306b\u305d\u306e\u307e\u307e\u8cea\u554f\u3057\u3066\u3082\u3001\u6b63\u78ba\u306a\u56de\u7b54\u304c\u5f97\u3089\u308c\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067ABEJA\u3067\u306f\u3001LangChain\u3068RAG\u3092\u6d3b\u7528\u3057\u3001Google\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3067\u7ba1\u7406\u3055\u308c\u305f\u7528\u8a9e\u96c6\u3092\u3082\u3068\u306b\u56de\u7b54\u3059\u308bSlack\u30dc\u30c3\u30c8\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><span class=\"q_underline q_underline1\"><strong>\u30e6\u30fc\u30b6\u30fc\u306fSlack\u4e0a\u3067\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3059\u308b\u3053\u3068\u3067\u3001\u7528\u8a9e\u96c6\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u3092\u5f97\u3089\u308c\u308b<\/strong><\/span> \u69cb\u6210\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u7528\u8a9e\u96c6\u30c7\u30fc\u30bf\u3092\u5b9a\u671f\u7684\u306b\u66f4\u65b0\u3059\u308b\u4ed5\u7d44\u307f\u3082\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u4e8b\u4f8b\u306f\u3001\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u691c\u7d22\u3084\u65b0\u5165\u793e\u54e1\u306e\u30aa\u30f3\u30dc\u30fc\u30c7\u30a3\u30f3\u30b0\u652f\u63f4\u306b\u5fdc\u7528\u3057\u3084\u3059\u3044\u4e8b\u4f8b\u3067\u3059\u3002\u7279\u306b\u3001\u793e\u5185\u7528\u8a9e\u3001\u696d\u52d9\u30eb\u30fc\u30eb\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u56fa\u6709\u306e\u7565\u8a9e\u306a\u3069\u3001\u4e00\u822c\u7684\u306aLLM\u3067\u306f\u56de\u7b54\u3057\u3065\u3089\u3044\u60c5\u5831\u3092\u6271\u3046\u5834\u5408\u306b\u3001RAG\u306e\u6709\u52b9\u6027\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a id=\"banner_jirei_ai_1_top\" href=\"https:\/\/mirai-works.co.jp\/business-pro\/ai_success\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-12316\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc.png\" alt=\"\" width=\"1200\" height=\"360\" srcset=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc.png 1200w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc-300x90.png 300w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc-1024x307.png 1024w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc-768x230.png 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/a><\/p>\n<h2 id=\"E\">\u4f01\u696d\u304cLangChain\u3092\u5c0e\u5165\u3059\u308b5\u30b9\u30c6\u30c3\u30d7<\/h2>\n<p>LangChain\u3092\u5c0e\u5165\u3059\u308b\u969b\u306f\u3001\u3044\u304d\u306a\u308a\u672c\u756a\u74b0\u5883\u3092\u4f5c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5c0f\u3055\u304f\u691c\u8a3c\u3057\u306a\u304c\u3089\u6bb5\u968e\u7684\u306b\u9032\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u7279\u306b\u3001\u793e\u5185\u30c7\u30fc\u30bf\u3084\u5916\u90e8API\u3068\u9023\u643a\u3059\u308b\u5834\u5408\u306f\u3001\u76ee\u7684\u3001\u30c7\u30fc\u30bf\u7bc4\u56f2\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u8a55\u4fa1\u6307\u6a19\u3092\u6700\u521d\u306b\u6574\u7406\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u3053\u3067\u306f\u3001\u4f01\u696d\u304cLangChain\u5c0e\u5165\u3092\u9032\u3081\u308b\u969b\u306e\u57fa\u672c\u30b9\u30c6\u30c3\u30d7\u30925\u3064\u306b\u5206\u3051\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5b9f\u65bd\u5185\u5bb9<\/th>\n<th>\u4e3b\u306a\u78ba\u8a8d\u30dd\u30a4\u30f3\u30c8<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u2460\u76ee\u7684\u3068KPI\u306e\u660e\u78ba\u5316<\/td>\n<td>\u4f55\u3092\u6539\u5584\u3057\u3001\u3069\u306e\u6570\u5024\u3067\u6210\u679c\u3092\u5224\u65ad\u3059\u308b\u304b<\/td>\n<\/tr>\n<tr>\n<td>\u2461\u30c7\u30fc\u30bf\u7bc4\u56f2\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u306e\u6574\u7406<\/td>\n<td>\u53c2\u7167\u30c7\u30fc\u30bf\u3001\u500b\u4eba\u60c5\u5831\u3001\u6a29\u9650\u3001\u30ed\u30b0\u7ba1\u7406<\/td>\n<\/tr>\n<tr>\n<td>\u2462\u5c0f\u898f\u6a21PoC\u74b0\u5883\u306e\u69cb\u7bc9<\/td>\n<td>\u6700\u5c0f\u9650\u306e\u30c7\u30fc\u30bf\u3067\u56de\u7b54\u54c1\u8cea\u3084\u901f\u5ea6\u3092\u691c\u8a3c<\/td>\n<\/tr>\n<tr>\n<td>\u2463\u30e6\u30fc\u30b6\u30fc\u30c6\u30b9\u30c8\u3068\u6539\u5584<\/td>\n<td>\u73fe\u5834\u3067\u4f7f\u3048\u308b\u304b\u3001\u8aa4\u56de\u7b54\u3092\u691c\u77e5\u3067\u304d\u308b\u304b<\/td>\n<\/tr>\n<tr>\n<td>\u2464\u672c\u756a\u74b0\u5883\u3078\u306e\u79fb\u884c\u3068\u76e3\u8996\u4f53\u5236\u306e\u69cb\u7bc9<\/td>\n<td>\u30b3\u30b9\u30c8\u3001\u30a8\u30e9\u30fc\u7387\u3001\u54c1\u8cea\u3001\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u7ba1\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u2460\u76ee\u7684\u3068KPI\u306e\u660e\u78ba\u5316<\/h3>\n<p>\u6700\u521d\u306b\u884c\u3046\u3079\u304d\u3053\u3068\u306f\u3001LangChain\u3092\u4f7f\u3063\u3066\u4f55\u3092\u5b9f\u73fe\u3057\u305f\u3044\u306e\u304b\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u300c\u751f\u6210AI\u3092\u4f7f\u3044\u305f\u3044\u300d\u3068\u3044\u3046\u76ee\u7684\u3060\u3051\u3067\u306f\u3001PoC\u306e\u6210\u679c\u3092\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002 <span class=\"q_underline q_underline1\"><strong>\u3069\u306e\u696d\u52d9\u3092\u6539\u5584\u3059\u308b\u306e\u304b\u3001\u3069\u306e\u6570\u5024\u3092\u6539\u5584\u3059\u308b\u306e\u304b\u3092\u5b9a\u7fa9<\/strong><\/span> \u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u3088\u3046\u306aKPI\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u6642\u9593\u309230\uff05\u524a\u6e1b\u3059\u308b<\/li>\n<li>\u793e\u5185FAQ\u306e\u81ea\u5df1\u89e3\u6c7a\u7387\u3092\u9ad8\u3081\u308b<\/li>\n<li>\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u534a\u6e1b\u3059\u308b<\/li>\n<li>\u4e00\u6b21\u56de\u7b54\u306e\u4f5c\u6210\u6642\u9593\u3092\u77ed\u7e2e\u3059\u308b<\/li>\n<li>\u65b0\u4eba\u6559\u80b2\u306b\u304b\u304b\u308b\u8cea\u554f\u5bfe\u5fdc\u5de5\u6570\u3092\u6e1b\u3089\u3059<\/li>\n<\/ul>\n<p>KPI\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001PoC\u7d42\u4e86\u5f8c\u306b\u300c\u52b9\u679c\u304c\u3042\u3063\u305f\u306e\u304b\u300d\u300c\u6539\u5584\u3059\u3079\u304d\u70b9\u306f\u4f55\u304b\u300d\u3092\u5224\u65ad\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3>\u2461\u30c7\u30fc\u30bf\u7bc4\u56f2\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u306e\u6574\u7406<\/h3>\n<p>\u6b21\u306b\u3001AI\u306b\u53c2\u7167\u3055\u305b\u308b\u30c7\u30fc\u30bf\u306e\u7bc4\u56f2\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n<p>LangChain\u306f\u793e\u5185\u6587\u66f8\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u9023\u643a\u3067\u304d\u307e\u3059\u304c\u3001\u3059\u3079\u3066\u306e\u60c5\u5831\u3092AI\u306b\u6e21\u3057\u3066\u3088\u3044\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u500b\u4eba\u60c5\u5831\u3001\u9867\u5ba2\u60c5\u5831\u3001\u5951\u7d04\u60c5\u5831\u3001\u6a5f\u5bc6\u6587\u66f8\u306a\u3069\u3092\u6271\u3046\u5834\u5408\u306f\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3084\u30ed\u30b0\u7ba1\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u4e8b\u524d\u306b\u6574\u7406\u3059\u3079\u304d\u9805\u76ee\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li>AI\u306b\u53c2\u7167\u3055\u305b\u308b\u6587\u66f8\u306e\u7bc4\u56f2<\/li>\n<li>\u500b\u4eba\u60c5\u5831\u3084\u6a5f\u5bc6\u60c5\u5831\u306e\u53d6\u308a\u6271\u3044<\/li>\n<li>\u90e8\u7f72\u3054\u3068\u306e\u95b2\u89a7\u6a29\u9650<\/li>\n<li>\u5916\u90e8API\u306b\u9001\u4fe1\u3057\u3066\u3088\u3044\u60c5\u5831<\/li>\n<li>\u30ed\u30b0\u306b\u4fdd\u5b58\u3059\u308b\u60c5\u5831<\/li>\n<li>\u56de\u7b54\u7d50\u679c\u306e\u78ba\u8a8d\u30d5\u30ed\u30fc<\/li>\n<\/ul>\n<p>\u7279\u306b\u3001RAG\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u306f <span class=\"q_underline q_underline1\"><strong>\u300c\u691c\u7d22\u3067\u304d\u308b\u6587\u66f8\u300d\u3068\u300c\u30e6\u30fc\u30b6\u30fc\u304c\u95b2\u89a7\u3057\u3066\u3088\u3044\u6587\u66f8\u300d\u3092\u4e00\u81f4<\/strong><\/span> \u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u6a29\u9650\u7ba1\u7406\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u3001\u672c\u6765\u898b\u3089\u308c\u306a\u3044\u60c5\u5831\u304c\u56de\u7b54\u306b\u542b\u307e\u308c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u2462\u5c0f\u898f\u6a21PoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u74b0\u5883\u306e\u69cb\u7bc9<\/h3>\n<p>\u76ee\u7684\u3068\u30c7\u30fc\u30bf\u7bc4\u56f2\u3092\u6574\u7406\u3057\u305f\u3089\u3001\u5c0f\u898f\u6a21\u306aPoC\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u6bb5\u968e\u3067\u306f\u3001\u6700\u521d\u304b\u3089\u5927\u898f\u6a21\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5bfe\u8c61\u30c7\u30fc\u30bf\u3092\u9650\u5b9a\u3057\u3001\u6700\u5c0f\u9650\u306e\u6a5f\u80fd\u3067LangChain\u304c\u696d\u52d9\u306b\u4f7f\u3048\u308b\u304b\u3092\u691c\u8a3c\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u3088\u3046\u306a\u7bc4\u56f2\u304b\u3089\u59cb\u3081\u308b\u3068\u691c\u8a3c\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>FAQ\u6587\u66f810\u301c30\u4ef6<\/li>\n<li>\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u6570\u518a<\/li>\n<li>\u7279\u5b9a\u90e8\u7f72\u306e\u307f\u3067\u4f7f\u3046\u696d\u52d9\u8cc7\u6599<\/li>\n<li>\u3088\u304f\u3042\u308b\u554f\u3044\u5408\u308f\u305b100\u4ef6\u7a0b\u5ea6<\/li>\n<li>\u9650\u5b9a\u3055\u308c\u305f\u696d\u52d9\u30d5\u30ed\u30fc1\u3064<\/li>\n<\/ul>\n<p>PoC\u3067\u306f\u3001\u56de\u7b54\u7cbe\u5ea6\u3001\u5fdc\u7b54\u901f\u5ea6\u3001\u30b3\u30b9\u30c8\u3001\u73fe\u5834\u306e\u4f7f\u3044\u3084\u3059\u3055\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7279\u306b\u3001\u56de\u7b54\u304c\u6b63\u3057\u3044\u304b\u3069\u3046\u304b\u3060\u3051\u3067\u306a\u304f\u3001 <span class=\"q_underline q_underline1\"><strong>\u300c\u6839\u62e0\u3068\u306a\u308b\u6587\u66f8\u3092\u63d0\u793a\u3067\u304d\u308b\u304b\u300d\u300c\u8aa4\u56de\u7b54\u6642\u306b\u6c17\u3065\u3051\u308b\u304b\u300d<\/strong><\/span> \u3082\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u2463\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3067\u306e\u30e6\u30fc\u30b6\u30fc\u30c6\u30b9\u30c8\u3068\u8a55\u4fa1\u30fb\u6539\u5584<\/h3>\n<p>\u5c0f\u898f\u6a21PoC\u3067\u57fa\u672c\u7684\u306a\u52d5\u4f5c\u3092\u78ba\u8a8d\u3057\u305f\u3089\u3001\u5b9f\u969b\u306e\u696d\u52d9\u30b7\u30ca\u30ea\u30aa\u306b\u8fd1\u3044\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u308a\u3001\u73fe\u5834\u30e6\u30fc\u30b6\u30fc\u306b\u30c6\u30b9\u30c8\u3057\u3066\u3082\u3089\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u6bb5\u968e\u3067\u306f\u3001\u6280\u8853\u7684\u306b\u52d5\u304f\u304b\u3069\u3046\u304b\u3060\u3051\u3067\u306a\u304f\u3001 <span class=\"q_underline q_underline1\"><strong>\u5b9f\u52d9\u3067\u4f7f\u3048\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3059\u308b<\/strong><\/span> \u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u78ba\u8a8d\u3059\u3079\u304d\u30dd\u30a4\u30f3\u30c8\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u73fe\u5834\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u9069\u5207\u306b\u56de\u7b54\u3067\u304d\u308b\u304b<\/li>\n<li>\u56de\u7b54\u306e\u6839\u62e0\u304c\u78ba\u8a8d\u3067\u304d\u308b\u304b<\/li>\n<li>\u56de\u7b54\u901f\u5ea6\u306f\u696d\u52d9\u306b\u652f\u969c\u304c\u306a\u3044\u304b<\/li>\n<li>\u8aa4\u56de\u7b54\u304c\u767a\u751f\u3057\u305f\u969b\u306b\u691c\u77e5\u30fb\u4fee\u6b63\u3067\u304d\u308b\u304b<\/li>\n<li>\u30e6\u30fc\u30b6\u30fc\u304c\u7d99\u7d9a\u7684\u306b\u4f7f\u3044\u3084\u3059\u3044\u753b\u9762\u306b\u306a\u3063\u3066\u3044\u308b\u304b<\/li>\n<\/ul>\n<p>\u307e\u305f\u3001LangSmith\u306e\u3088\u3046\u306a\u89b3\u6e2c\u30fb\u8a55\u4fa1\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3068\u3001AI\u304c\u3069\u306e\u3088\u3046\u306a\u51e6\u7406\u3092\u884c\u3063\u305f\u304b\u3092\u53ef\u8996\u5316\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3084\u5931\u6557\u30d1\u30bf\u30fc\u30f3\u3092\u78ba\u8a8d\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u691c\u7d22\u8a2d\u5b9a\u3001\u30c7\u30fc\u30bf\u69cb\u9020\u306a\u3069\u3092\u6539\u5584\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h3>\u2464\u672c\u756a\u74b0\u5883\u3078\u306e\u79fb\u884c\u3068\u76e3\u8996\u4f53\u5236\u306e\u69cb\u7bc9<\/h3>\n<p>PoC\u3068\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3067\u4e00\u5b9a\u306e\u6210\u679c\u304c\u78ba\u8a8d\u3067\u304d\u305f\u3089\u3001\u672c\u756a\u74b0\u5883\u3078\u306e\u79fb\u884c\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n<p>\u672c\u756a\u904b\u7528\u3067\u306f\u3001 <span class=\"q_underline q_underline1\"><strong>PoC\u6bb5\u968e\u3067\u306f\u898b\u3048\u306b\u304f\u304b\u3063\u305f\u8ab2\u984c\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027<\/strong><\/span> \u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30a2\u30af\u30bb\u30b9\u6570\u306e\u5897\u52a0\u3001API\u30b3\u30b9\u30c8\u306e\u5897\u5927\u3001\u56de\u7b54\u54c1\u8cea\u306e\u3070\u3089\u3064\u304d\u3001\u30c7\u30fc\u30bf\u66f4\u65b0\u306e\u9045\u308c\u3001\u6a29\u9650\u5909\u66f4\u3078\u306e\u5bfe\u5fdc\u306a\u3069\u3067\u3059\u3002<\/p>\n<p>\u672c\u756a\u79fb\u884c\u6642\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u904b\u7528\u30eb\u30fc\u30eb\u3092\u6574\u5099\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30a8\u30e9\u30fc\u7387\u3084\u5fdc\u7b54\u901f\u5ea6\u306e\u76e3\u8996<\/li>\n<li>API\u5229\u7528\u91cf\u3068\u30b3\u30b9\u30c8\u306e\u76e3\u8996<\/li>\n<li>\u56de\u7b54\u54c1\u8cea\u306e\u5b9a\u671f\u8a55\u4fa1<\/li>\n<li>\u793e\u5185\u30c7\u30fc\u30bf\u306e\u66f4\u65b0\u30eb\u30fc\u30eb<\/li>\n<li>\u4f9d\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u7ba1\u7406<\/li>\n<li>\u969c\u5bb3\u767a\u751f\u6642\u306e\u5bfe\u5fdc\u30d5\u30ed\u30fc<\/li>\n<li>\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u53ce\u96c6<\/li>\n<\/ul>\n<p>LangChain\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068\u3057\u3066\u66f4\u65b0\u304c\u6d3b\u767a\u306a\u305f\u3081\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3084\u4f9d\u5b58\u95a2\u4fc2\u306e\u78ba\u8a8d\u3082\u91cd\u8981\u3067\u3059\u3002\u672c\u756a\u74b0\u5883\u3067\u306f\u3001\u52d5\u4f5c\u3059\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u56fa\u5b9a\u3057\u3001\u66f4\u65b0\u524d\u306b\u30c6\u30b9\u30c8\u74b0\u5883\u3067\u691c\u8a3c\u3059\u308b\u904b\u7528\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<h2 id=\"F\">LangChain\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306e3\u3064\u306e\u30ea\u30b9\u30af\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3068\u5bfe\u7b56<\/h2>\n<p>LangChain\u306f\u4fbf\u5229\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u304c\u3001\u5c0e\u5165\u3059\u308c\u3070\u81ea\u52d5\u7684\u306b\u9ad8\u54c1\u8cea\u306aAI\u30b7\u30b9\u30c6\u30e0\u304c\u5b8c\u6210\u3059\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u3053\u3053\u3067\u306f\u3001LangChain\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b\u60f3\u5b9a\u3055\u308c\u308b\u30ea\u30b9\u30af\u3068\u3001\u305d\u308c\u305e\u308c\u306e\u5bfe\u7b56\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u30ea\u30b9\u30af\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/th>\n<th>\u8d77\u3053\u308a\u5f97\u308b\u554f\u984c<\/th>\n<th>\u4e3b\u306a\u5bfe\u7b56<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>API\u30b3\u30b9\u30c8\u3068\u9045\u5ef6\u304c\u5897\u3048\u308b<\/td>\n<td>\u51e6\u7406\u30b9\u30c6\u30c3\u30d7\u304c\u5897\u3048\u3001\u30b3\u30b9\u30c8\u3084\u5fdc\u7b54\u6642\u9593\u304c\u5897\u52a0\u3059\u308b<\/td>\n<td>\u30ad\u30e3\u30c3\u30b7\u30e5\u6d3b\u7528\u3001\u51e6\u7406\u7d4c\u8def\u306e\u6574\u7406\u3001\u30e2\u30c7\u30eb\u306e\u4f7f\u3044\u5206\u3051\u3001\u5229\u7528\u91cf\u76e3\u8996<\/td>\n<\/tr>\n<tr>\n<td>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8a2d\u5b9a\u306e\u4e0d\u5099<\/td>\n<td>\u6a5f\u5bc6\u60c5\u5831\u3084\u500b\u4eba\u60c5\u5831\u304c\u610f\u56f3\u305b\u305aLLM\u306b\u6e21\u308b<\/td>\n<td>\u6700\u5c0f\u6a29\u9650\u3001API\u30ad\u30fc\u7ba1\u7406\u3001\u30ed\u30b0\u4fdd\u8b77\u3001\u627f\u8a8d\u30d5\u30ed\u30fc\u8a2d\u8a08<\/td>\n<\/tr>\n<tr>\n<td>\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u983b\u5ea6\u304c\u9ad8\u3044<\/td>\n<td>\u30d0\u30fc\u30b8\u30e7\u30f3\u5909\u66f4\u3067\u904e\u53bb\u306e\u30b3\u30fc\u30c9\u304c\u52d5\u304b\u306a\u304f\u306a\u308b<\/td>\n<td>\u30d0\u30fc\u30b8\u30e7\u30f3\u56fa\u5b9a\u3001\u30c6\u30b9\u30c8\u74b0\u5883\u3067\u306e\u691c\u8a3c\u3001CI\u306b\u3088\u308b\u56de\u5e30\u30c6\u30b9\u30c8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u51e6\u7406\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u306b\u3088\u308bAPI\u30b3\u30b9\u30c8\u3068\u9045\u5ef6\u306e\u5897\u52a0<\/h3>\n<p>LangChain\u3092\u4f7f\u3046\u3068\u3001\u8907\u6570\u306e\u51e6\u7406\u3092\u7d44\u307f\u5408\u308f\u305b\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u51e6\u7406\u30b9\u30c6\u30c3\u30d7\u304c\u5897\u3048\u308b\u307b\u3069\u3001API\u547c\u3073\u51fa\u3057\u56de\u6570\u3084\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u91cf\u304c\u5897\u3048\u3001\u30b3\u30b9\u30c8\u3084\u30ec\u30b9\u30dd\u30f3\u30b9\u9045\u5ef6\u304c\u5927\u304d\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001RAG\u3067\u306f\u6b21\u306e\u3088\u3046\u306a\u51e6\u7406\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3092\u53d7\u3051\u53d6\u308b<\/li>\n<li>\u95a2\u9023\u6587\u66f8\u3092\u691c\u7d22\u3059\u308b<\/li>\n<li>\u691c\u7d22\u7d50\u679c\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u3080<\/li>\n<li>LLM\u3067\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/li>\n<li>\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u518d\u691c\u7d22\u3084\u518d\u751f\u6210\u3092\u884c\u3046<\/li>\n<\/ul>\n<p>\u3053\u306e\u6d41\u308c\u304c\u8907\u96d1\u306b\u306a\u308b\u307b\u3069\u3001\u51e6\u7406\u6642\u9593\u3084\u30b3\u30b9\u30c8\u304c\u5897\u3048\u307e\u3059\u3002\u7279\u306b\u3001\u793e\u5185\u5168\u4f53\u3067\u5229\u7528\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u3001\u554f\u3044\u5408\u308f\u305b\u4ef6\u6570\u304c\u591a\u3044\u696d\u52d9\u3067\u306f\u3001API\u30b3\u30b9\u30c8\u304c\u60f3\u5b9a\u4ee5\u4e0a\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><span class=\"q_underline q_underline1\"><strong>\u30b3\u30b9\u30c8\u3068\u901f\u5ea6\u3092\u7ba1\u7406\u3059\u308b\u306b\u306f\u3001\u8a2d\u8a08\u6bb5\u968e\u304b\u3089\u51e6\u7406\u7d4c\u8def\u3092\u30b7\u30f3\u30d7\u30eb\u306b\u4fdd\u3064<\/strong><\/span> \u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5bfe\u7b56\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u3088\u304f\u3042\u308b\u8cea\u554f\u306f\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u6d3b\u7528\u3059\u308b<\/li>\n<li>\u5fc5\u8981\u4ee5\u4e0a\u306b\u9577\u3044\u6587\u66f8\u3092LLM\u306b\u6e21\u3055\u306a\u3044<\/li>\n<li>\u691c\u7d22\u5bfe\u8c61\u30c7\u30fc\u30bf\u3092\u6574\u7406\u3059\u308b<\/li>\n<li>\u4f4e\u30b3\u30b9\u30c8\u30e2\u30c7\u30eb\u3068\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u5206\u3051\u308b<\/li>\n<li>\u30d0\u30c3\u30c1\u51e6\u7406\u3092\u4f75\u7528\u3059\u308b<\/li>\n<li>\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u3068API\u5229\u7528\u91cf\u3092\u5b9a\u671f\u7684\u306b\u78ba\u8a8d\u3059\u308b<\/li>\n<\/ul>\n<p>PoC\u6bb5\u968e\u3067\u306f\u52d5\u4f5c\u78ba\u8a8d\u3060\u3051\u3067\u306a\u304f\u30011\u56de\u3042\u305f\u308a\u306e\u51e6\u7406\u30b3\u30b9\u30c8\u3084\u6708\u9593\u5229\u7528\u91cf\u306e\u8a66\u7b97\u3082\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8a2d\u5b9a\u306e\u4e0d\u5099\u306b\u3088\u308b\u60c5\u5831\u6f0f\u3048\u3044<\/h3>\n<p>LangChain\u306f\u3001LLM\u3001\u793e\u5185DB\u3001\u5916\u90e8API\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3092\u6a2a\u65ad\u3057\u3066\u9023\u643a\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u6a29\u9650\u8a2d\u8a08\u3084\u30c7\u30fc\u30bf\u7ba1\u7406\u3092\u8aa4\u308b\u3068\u3001\u793e\u5185\u6a5f\u5bc6\u3084\u500b\u4eba\u60c5\u5831\u304c\u610f\u56f3\u305b\u305aLLM\u306b\u6e21\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001RAG\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u3001\u691c\u7d22\u5bfe\u8c61\u3068\u306a\u308b\u6587\u66f8\u306e\u6a29\u9650\u8a2d\u5b9a\u304c\u4e0d\u5341\u5206\u3060\u3068\u3001\u672c\u6765\u95b2\u89a7\u3067\u304d\u306a\u3044\u60c5\u5831\u304c\u56de\u7b54\u306b\u542b\u307e\u308c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u5916\u90e8API\u3068\u9023\u643a\u3059\u308b\u5834\u5408\u306f\u3001API\u30ad\u30fc\u306e\u6f0f\u3048\u3044\u3084\u904e\u5270\u306a\u5b9f\u884c\u6a29\u9650\u306b\u3082\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u4f01\u696d\u5c0e\u5165\u3067\u306f\u3001\u6700\u5c0f\u6a29\u9650\u306e\u539f\u5247\u306b\u57fa\u3065\u3044\u3066\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u3064\u307e\u308a\u3001 <span class=\"q_underline q_underline1\"><strong>\u30e6\u30fc\u30b6\u30fc\u3084AI\u304c\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u60c5\u5831\u30fb\u5b9f\u884c\u3067\u304d\u308b\u51e6\u7406\u3092\u5fc5\u8981\u6700\u5c0f\u9650\u306b\u5236\u9650<\/strong><\/span> \u3057\u307e\u3059\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5bfe\u7b56\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u90e8\u7f72\u3084\u5f79\u8077\u3054\u3068\u306e\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3092\u8a2d\u8a08\u3059\u308b<\/li>\n<li>API\u30ad\u30fc\u3092\u6697\u53f7\u5316\u3057\u3066\u7ba1\u7406\u3059\u308b<\/li>\n<li>\u30ed\u30b0\u306b\u500b\u4eba\u60c5\u5831\u3084\u6a5f\u5bc6\u60c5\u5831\u3092\u6b8b\u3057\u3059\u304e\u306a\u3044<\/li>\n<li>\u5916\u90e8LLM\u306b\u9001\u4fe1\u3059\u308b\u30c7\u30fc\u30bf\u7bc4\u56f2\u3092\u5236\u9650\u3059\u308b<\/li>\n<li>\u56de\u7b54\u5185\u5bb9\u306b\u6a5f\u5bc6\u60c5\u5831\u304c\u542b\u307e\u308c\u306a\u3044\u304b\u691c\u8a3c\u3059\u308b<\/li>\n<li>\u91cd\u8981\u64cd\u4f5c\u306b\u306f\u4eba\u9593\u306e\u627f\u8a8d\u30d5\u30ed\u30fc\u3092\u5165\u308c\u308b<\/li>\n<\/ul>\n<p>\u7279\u306b\u3001\u9867\u5ba2\u60c5\u5831\u3001\u5951\u7d04\u60c5\u5831\u3001\u4eba\u4e8b\u60c5\u5831\u3001\u533b\u7642\u30fb\u91d1\u878d\u95a2\u9023\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u306f\u3001PoC\u6bb5\u968e\u304b\u3089\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u90e8\u9580\u3084\u6cd5\u52d9\u90e8\u9580\u3068\u9023\u643a\u3059\u308b\u3053\u3068\u304c\u671b\u307e\u3057\u3044\u3067\u3059\u3002<\/p>\n<h3>\u9ad8\u3044\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u983b\u5ea6\u306b\u3088\u308b\u4e92\u63db\u6027\u30fb\u4fdd\u5b88\u30ea\u30b9\u30af<\/h3>\n<p>LangChain\u306f\u958b\u767a\u304c\u6d3b\u767a\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u65b0\u3057\u3044\u6a5f\u80fd\u304c\u8ffd\u52a0\u3055\u308c\u3084\u3059\u3044\u4e00\u65b9\u3067\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u66f4\u65b0\u306b\u3088\u308a\u904e\u53bb\u306e\u30b3\u30fc\u30c9\u304c\u52d5\u304b\u306a\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u3001PoC\u6bb5\u968e\u3067\u4f5c\u6210\u3057\u305f\u30b3\u30fc\u30c9\u3092\u305d\u306e\u307e\u307e\u672c\u756a\u74b0\u5883\u306b\u79fb\u884c\u3059\u308b\u5834\u5408\u3001\u4f9d\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u5dee\u5206\u306b\u3088\u3063\u3066\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u53e4\u3044\u5b9f\u88c5\u4f8b\u3092\u53c2\u8003\u306b\u3059\u308b\u3068\u3001\u73fe\u5728\u306e\u4ed5\u69d8\u3068\u5408\u308f\u306a\u3044\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u5c0e\u5165\u6642\u306b\u306f\u3001 <span class=\"q_underline q_underline1\"><strong>\u5229\u7528\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u56fa\u5b9a\u3057\u3001\u691c\u8a3c\u6e08\u307f\u306e\u74b0\u5883\u3092\u660e\u78ba\u306b\u3059\u308b<\/strong><\/span> \u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5bfe\u7b56\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u672c\u756a\u74b0\u5883\u3067\u306f\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u56fa\u5b9a\u3059\u308b<\/li>\n<li>\u66f4\u65b0\u524d\u306b\u30c6\u30b9\u30c8\u74b0\u5883\u3067\u52d5\u4f5c\u78ba\u8a8d\u3059\u308b<\/li>\n<li>CI\u306b\u3088\u308b\u56de\u5e30\u30c6\u30b9\u30c8\u3092\u7528\u610f\u3059\u308b<\/li>\n<li>\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u5b9a\u671f\u7684\u306b\u78ba\u8a8d\u3059\u308b<\/li>\n<li>PoC\u30b3\u30fc\u30c9\u3068\u672c\u756a\u30b3\u30fc\u30c9\u3092\u5206\u3051\u3066\u7ba1\u7406\u3059\u308b<\/li>\n<\/ul>\n<p>LangChain\u306f\u4fbf\u5229\u306a\u4e00\u65b9\u3067\u3001\u7d99\u7d9a\u7684\u306a\u4fdd\u5b88\u3092\u524d\u63d0\u3068\u3057\u305f\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002\u793e\u5185\u306b\u904b\u7528\u3067\u304d\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u5916\u90e8\u306e\u5c02\u9580\u4eba\u6750\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3082\u9078\u629e\u80a2\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2 id=\"G\">LangChain\u74b0\u5883\u306e\u69cb\u7bc9\u30fbPoC\u652f\u63f4\u306f\u300c\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u300d\u3078\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044<\/h2>\n<p>LangChain\u3092\u6d3b\u7528\u3059\u308c\u3070\u3001\u793e\u5185\u30c7\u30fc\u30bf\u3092\u53c2\u7167\u3059\u308bAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u3001\u5916\u90e8API\u3068\u9023\u643a\u3059\u308b\u696d\u52d9\u652f\u63f4AI\u3092\u69cb\u7bc9\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u4f01\u696d\u5c0e\u5165\u3067\u306f\u3001\u6280\u8853\u9078\u5b9a\u3001\u30c7\u30fc\u30bf\u6574\u7406\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8a2d\u8a08\u3001PoC\u8a55\u4fa1\u3001\u672c\u756a\u904b\u7528\u4f53\u5236\u306e\u69cb\u7bc9\u307e\u3067\u5e45\u5e83\u3044\u691c\u8a0e\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u7279\u306b\u3001\u6b21\u306e\u3088\u3046\u306a\u60a9\u307f\u3092\u6301\u3064\u4f01\u696d\u3067\u306f\u3001\u793e\u5185\u3060\u3051\u3067\u9032\u3081\u308b\u306e\u304c\u96e3\u3057\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>LangChain\u3001Dify\u3001LLM API\u5358\u4f53\u5229\u7528\u306e\u3069\u308c\u3092\u9078\u3076\u3079\u304d\u304b\u308f\u304b\u3089\u306a\u3044<\/li>\n<li>RAG\u3092\u69cb\u7bc9\u3057\u305f\u3044\u304c\u3001\u793e\u5185\u30c7\u30fc\u30bf\u306e\u6574\u7406\u65b9\u6cd5\u304c\u308f\u304b\u3089\u306a\u3044<\/li>\n<li>PoC\u3092\u5b9f\u65bd\u3057\u305f\u3082\u306e\u306e\u3001\u672c\u756a\u904b\u7528\u306b\u9032\u3081\u308b\u5224\u65ad\u57fa\u6e96\u304c\u306a\u3044<\/li>\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u6a29\u9650\u7ba1\u7406\u306b\u4e0d\u5b89\u304c\u3042\u308b<\/li>\n<li>AI\u958b\u767a\u306b\u8a73\u3057\u3044\u30a8\u30f3\u30b8\u30cb\u30a2\u3084PM\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b<\/li>\n<\/ul>\n<p>\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u3067\u306f\u3001AI\u5c0e\u5165\u3084DX\u63a8\u9032\u3001\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u306b\u77e5\u898b\u3092\u6301\u3064\u30d7\u30ed\u4eba\u6750\u306e\u6d3b\u7528\u3092\u652f\u63f4\u3067\u304d\u307e\u3059\u3002\u793e\u5185\u306b\u5c02\u9580\u4eba\u6750\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u5834\u5408\u3067\u3082\u3001\u69cb\u60f3\u6574\u7406\u3001PoC\u8a2d\u8a08\u3001\u8981\u4ef6\u5b9a\u7fa9\u3001\u958b\u767a\u30c7\u30a3\u30ec\u30af\u30b7\u30e7\u30f3\u3001\u904b\u7528\u6539\u5584\u307e\u3067\u3001\u5fc5\u8981\u306a\u30d5\u30a7\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u5916\u90e8\u4eba\u6750\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p><a id=\"banner_wp_34_top\" href=\"https:\/\/mirai-works.co.jp\/business-pro\/wp_freeconsultant.jp_introduction\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2024\/11\/FC\u30b5\u30fc\u30d3\u30b9\u8cc7\u6599WP.png\" alt=\"\" width=\"900\" height=\"200\" class=\"alignnone size-full wp-image-9405\" \/><\/a><\/p>\n<h2 id=\"H\">\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u306b\u3088\u308bAI\u95a2\u9023\u306e\u652f\u63f4\u4e8b\u4f8b<\/h2>\n<p>\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u3067\u306f\u3001AI\u6d3b\u7528\u3084\u30c7\u30fc\u30bf\u5206\u6790\u3001\u9700\u8981\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306a\u3069\u3001\u4f01\u696d\u3054\u3068\u306e\u8ab2\u984c\u306b\u5fdc\u3058\u305f\u30d7\u30ed\u4eba\u6750\u306e\u6d3b\u7528\u3092\u652f\u63f4\u3057\u3066\u3044\u307e\u3059<\/p>\n<p>\u3053\u3053\u3067\u306f\u3001LangChain\u74b0\u5883\u306e\u69cb\u7bc9\u3084PoC\u306b\u3082\u5fdc\u7528\u3057\u3084\u3059\u3044\u3001AI\u30fb\u30c7\u30fc\u30bf\u6d3b\u7528\u9818\u57df\u306e\u652f\u63f4\u4e8b\u4f8b\u30922\u3064\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h3>\u4e8b\u4f8b\u2460<\/h3>\n<p>\u5927\u624b\u98f2\u98df\u696d\u754c\u4f1a\u793e\u3067\u306f\u3001\u672c\u683c\u904b\u7528\u306b\u5411\u3051\u305f\u30c7\u30fc\u30bf\u6d3b\u7528\u3092\u9032\u3081\u305f\u3044\u3082\u306e\u306e\u3001PoC\u6b62\u307e\u308a\u306e\u72b6\u614b\u304c\u7d9a\u3044\u3066\u3044\u307e\u3057\u305f\u3002POS\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3067\u304d\u308b\u4eba\u6750\u3084\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u77e5\u898b\u3092\u6301\u3064\u4eba\u6750\u3001AI\u6d3b\u7528\u306e\u7d4c\u9a13\u3092\u6301\u3064\u4eba\u6750\u304c\u4e0d\u8db3\u3057\u3066\u304a\u308a\u3001\u793e\u5185\u3067\u8907\u6570\u306e\u30c7\u30fc\u30bf\u6d3b\u7528PoC\u3092\u5b9f\u65bd\u3057\u3066\u3082\u3001\u7d50\u679c\u3068\u3057\u3066\u3046\u307e\u304f\u9032\u307e\u306a\u3044\u72b6\u6cc1\u306b\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<table>\n<tbody>\n<tr>\n<th>\u5f53\u6642\u306e\u8ab2\u984c<\/th>\n<td>\u30fb\u672c\u683c\u904b\u7528\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u6d3b\u7528\u3092\u9032\u3081\u305f\u3044\u304c\u3001PoC\u6b62\u307e\u308a\u306e\u72b6\u614b\u3060\u3063\u305f<br \/>\u30fbPOS\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3067\u304d\u308b\u4eba\u6750\u304c\u4e0d\u8db3\u3057\u3066\u3044\u305f<br \/>\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3084AI\u6d3b\u7528\u306e\u77e5\u898b\u3092\u6301\u3064\u4eba\u6750\u304c\u4e0d\u8db3\u3057\u3066\u3044\u305f<br \/>\u30fb\u793e\u5185\u3067\u8907\u6570\u306e\u30c7\u30fc\u30bf\u6d3b\u7528PoC\u3092\u5b9f\u65bd\u3057\u3066\u3044\u305f\u304c\u3001\u7d50\u679c\u3068\u3057\u3066\u3046\u307e\u304f\u9032\u307e\u306a\u3044\u72b6\u6cc1\u3060\u3063\u305f<br \/>\u30fb\u73fe\u5834\u3067\u306f\u3001\u30c7\u30fc\u30bf\u6d3b\u7528\u306b\u5411\u3051\u3066\u4f55\u304b\u3089\u624b\u3092\u4ed8\u3051\u308c\u3070\u3088\u3044\u304b\u308f\u304b\u3089\u306a\u3044\u72b6\u614b\u3060\u3063\u305f<br \/>\u30fb\u7d4c\u55b6\u6307\u6a19\u306b\u7d10\u3065\u304f\u6709\u52b9\u306aAI\u63a8\u9032\u3092\u9032\u3081\u305f\u3044\u304c\u3001\u63a8\u9032\u3067\u304d\u308b\u4eba\u6750\u304c\u5c11\u306a\u304b\u3063\u305f<\/td>\n<\/tr>\n<tr>\n<th>\u5b9f\u65bd\u3057\u305f\u3053\u3068<\/th>\n<td>\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068AI\u6d3b\u7528\u306b\u77e5\u898b\u3092\u6301\u3064\u30d7\u30ed\u4eba\u6750\u3092\u30a2\u30b5\u30a4\u30f3\u3057\u305f<br \/>\u30fb\u98f2\u98df\u696d\u754c\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u6d3b\u7528\u3084\u9700\u8981\u4e88\u6e2c\u306e\u77e5\u898b\u3092\u3082\u3068\u306b\u3001\u73fe\u72b6\u628a\u63e1\u3068\u30c7\u30fc\u30bf\u6574\u7406\u3092\u5b9f\u65bd\u3057\u305f<br \/>\u30fb\u5206\u6790\u53ef\u80fd\u306a\u30c7\u30fc\u30bf\u306e\u7279\u5b9a\u3092\u884c\u3044\u3001\u6709\u52b9\u306a\u30c7\u30fc\u30bf\u5206\u6790\u304c\u3067\u304d\u308b\u72b6\u614b\u3092\u6574\u5099\u3057\u305f<br \/>\u30fb\u7d4c\u55b6\u6307\u6a19\u306b\u7d10\u3065\u304f\u30c7\u30fc\u30bf\u5206\u6790\u304a\u3088\u3073\u9700\u8981\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3092\u652f\u63f4\u3057\u305f<br \/>\u30fb\u98df\u54c1\u30fb\u88fd\u9020\u696d\u754c\u3067\u306e\u5b9f\u7e3e\u3092\u6301\u3064\u4eba\u6750\u304c\u3001\u30d3\u30b8\u30cd\u30b9\u6539\u5584\u63d0\u6848\u307e\u3067\u4f34\u8d70\u3057\u305f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u305d\u306e\u7d50\u679c\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044\u9700\u8981\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u3001\u7d4c\u55b6\u6307\u6a19\u306b\u7d10\u3065\u304f\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u88fd\u9020\u306e\u7121\u99c4\u3092\u8efd\u6e1b\u3059\u308b\u3053\u3068\u306b\u3082\u3064\u306a\u304c\u308a\u3001\u4eca\u56de\u306e\u9700\u8981\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u6210\u529f\u4f8b\u306f\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u89b3\u70b9\u3067\u3082\u5927\u304d\u306a\u6210\u679c\u3092\u4e0a\u3052\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u4ed6\u5546\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u3078\u306e\u6d3b\u7528\u306b\u5411\u3051\u305f\u6a2a\u5c55\u958b\u306eAI\u6d3b\u7528\u3082\u59cb\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u4e8b\u4f8b\u2461<\/h3>\n<p>\u5927\u624b\u98f2\u98df\u30b5\u30fc\u30d3\u30b9\u4f1a\u793e\u3067\u306f\u3001\u98df\u54c1\u30fb\u98f2\u98df\u306e\u5728\u5eab\u72b6\u6cc1\u3092\u3082\u3068\u306b\u9700\u8981\u4e88\u6e2c\u306b\u5411\u3051\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u76f8\u8ac7\u3067\u304d\u308b\u76f8\u624b\u304c\u3044\u306a\u3044\u3053\u3068\u304c\u8ab2\u984c\u3067\u3057\u305f\u3002\u98df\u54c1\u30fb\u98f2\u98df\u30c9\u30e1\u30a4\u30f3\u306eAI\u4eba\u6750\u3084\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5224\u65ad\u3067\u304d\u308b\u4eba\u6750\u3001\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u4e0d\u8db3\u3057\u3066\u304a\u308a\u3001\u9700\u8981\u4e88\u6e2c\u3084\u5728\u5eab\u6700\u9069\u5316\u306b\u5411\u3051\u305f\u53d6\u308a\u7d44\u307f\u3092\u9032\u3081\u306b\u304f\u3044\u72b6\u6cc1\u306b\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<table>\n<tbody>\n<tr>\n<th>\u5f53\u6642\u306e\u8ab2\u984c<\/th>\n<td>\u30fb\u98df\u54c1\u30fb\u98f2\u98df\u306e\u5728\u5eab\u72b6\u6cc1\u3092\u3082\u3068\u306b\u3001\u9700\u8981\u4e88\u6e2c\u306b\u5411\u3051\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u76f8\u8ac7\u3067\u304d\u308b\u76f8\u624b\u304c\u3044\u306a\u304b\u3063\u305f<br \/>\u30fb\u98df\u54c1\u30fb\u98f2\u98df\u30c9\u30e1\u30a4\u30f3\u306eAI\u4eba\u6750\u304c\u4e0d\u8db3\u3057\u3066\u3044\u305f<br \/>\u30fb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5224\u65ad\u3067\u304d\u308b\u4eba\u6750\u304c\u4e0d\u8db3\u3057\u3066\u3044\u305f<br \/>\u30fb\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u306e\u4eba\u6750\u304c\u4e0d\u8db3\u3057\u3066\u3044\u305f<br \/>\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u5b58\u5728\u3057\u3066\u3044\u305f\u304c\u3001\u540c\u3058\u8a00\u8a9e\u3067\u8b70\u8ad6\u3067\u304d\u308b\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u4e0d\u8db3\u3057\u3066\u3044\u305f<br \/>\u30fb\u5929\u5019\u3084\u5b63\u7bc0\u3001\u9023\u4f11\u3001\u30c8\u30ec\u30f3\u30c9\u306a\u3069\u3001\u9700\u8981\u5909\u52d5\u8981\u56e0\u304c\u591a\u304f\u3001\u4eba\u306e\u5224\u65ad\u306b\u3088\u308b\u4e88\u6e2c\u306b\u9650\u754c\u3092\u611f\u3058\u3066\u3044\u305f<br \/>\u30fb\u98df\u54c1\u30fb\u98f2\u98df\u9818\u57df\u306e\u77e5\u8b58\u3092\u6301\u3064\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u3092\u63a2\u3057\u3066\u3044\u305f\u304c\u3001\u63a1\u7528\u3067\u304d\u305a\u60a9\u307f\u3092\u62b1\u3048\u3066\u3044\u305f<\/td>\n<\/tr>\n<tr>\n<th>\u5b9f\u65bd\u3057\u305f\u3053\u3068<\/th>\n<td>\u30fb\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u9818\u57df\u306b\u5f37\u3044\u30d7\u30ed\u4eba\u6750\u3092\u30a2\u30b5\u30a4\u30f3\u3057\u305f<br \/>\u30fb\u98f2\u98df\u696d\u754c\u306eDX\u63a8\u9032\u3084\u958b\u767a\u90e8\u9580\u3067\u306e\u7d4c\u9a13\u3092\u6301\u3064\u4eba\u6750\u304c\u53c2\u753b\u3057\u305f<br \/>\u30fb\u30c7\u30fc\u30bf\u6d3b\u7528\u306b\u5411\u3051\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u751f\u6210\u3084\u9700\u8981\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u691c\u8a0e\u3092\u652f\u63f4\u3057\u305f<br \/>\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068\u9023\u643a\u3057\u3001\u98df\u54c1\u9700\u8981\u4e88\u6e2c\u304a\u3088\u3073\u5728\u5eab\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u958b\u767a\u3092\u9032\u3081\u305f<br \/>\u30fbPoC\u3092\u901a\u3058\u3066\u3001\u73fe\u5834\u3067\u904b\u7528\u53ef\u80fd\u306a\u9700\u8981\u4e88\u6e2c\u306e\u4ed5\u7d44\u307f\u3065\u304f\u308a\u3092\u652f\u63f4\u3057\u305f<br \/>\u30fb\u98df\u54c1\u306e\u9700\u8981\u4e88\u6e2c\u30e2\u30c7\u30eb\u69cb\u7bc9\u7d4c\u9a13\u3092\u6d3b\u304b\u3057\u3001\u7cbe\u5ea6\u5411\u4e0a\u3068\u696d\u52d9\u6539\u5584\u306b\u5411\u3051\u305f\u63d0\u6848\u3092\u884c\u3063\u305f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u305d\u306e\u7d50\u679c\u3001\u30d7\u30ed\u306e\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u3068\u3068\u3082\u306b\u9700\u8981\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u958b\u767a\u30fb\u904b\u7528\u3057\u305f\u3053\u3068\u3067\u3001\u9700\u8981\u4e88\u6e2c\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3001\u4e88\u6e2c\u304c\u5b9f\u969b\u306e\u9700\u8981\u306b\u5bfe\u3057\u306690\uff05\u3092\u8d85\u3048\u308b\u7cbe\u5ea6\u3067\u9069\u5408\u3059\u308b\u6210\u679c\u306b\u3064\u306a\u304c\u308a\u307e\u3057\u305f\u3002\u5404\u5e97\u8217\u3067\u306f\u3001\u3053\u308c\u307e\u3067\u4eba\u306e\u7d4c\u9a13\u3084\u52d8\u306b\u983c\u3063\u3066\u3044\u305f\u9700\u8981\u4e88\u6e2c\u306e\u8ca0\u62c5\u304c\u8efd\u6e1b\u3055\u308c\u3001\u5728\u5eab\u7ba1\u7406\u3084\u767a\u6ce8\u5224\u65ad\u3092\u52b9\u7387\u5316\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u9700\u8981\u4e88\u6e2c\u306b\u304b\u304b\u308b\u4f5c\u696d\u6642\u9593\u3092\u524a\u6e1b\u3067\u304d\u305f\u3053\u3068\u3067\u3001\u5e97\u8217\u30b9\u30bf\u30c3\u30d5\u306f\u63a5\u5ba2\u5bfe\u5fdc\u3084\u6848\u5185\u30b5\u30fc\u30d3\u30b9\u306a\u3069\u3001\u4eba\u306b\u3057\u304b\u3067\u304d\u306a\u3044\u696d\u52d9\u306b\u96c6\u4e2d\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3057\u305f\u3002\u7d50\u679c\u3068\u3057\u3066\u3001\u52b9\u7387\u7684\u306a\u5e97\u8217\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u5b9f\u73fe\u3068\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a\u306b\u3064\u306a\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 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