{"id":39512,"date":"2026-10-19T12:33:18","date_gmt":"2026-10-19T03:33:18","guid":{"rendered":"https:\/\/flxy.jp\/media\/?p=39512"},"modified":"2026-10-19T12:46:44","modified_gmt":"2026-10-19T03:46:44","slug":"rag%e3%81%a8%e3%81%af%ef%bc%9f%e6%a4%9c%e7%b4%a2%e6%8b%a1%e5%bc%b5%e7%94%9f%e6%88%90%e3%81%ae%e4%bb%95%e7%b5%84%e3%81%bf%e3%81%a8%e6%b4%bb%e7%94%a8%e4%be%8b%e3%82%92%e3%82%8f%e3%81%8b%e3%82%8a","status":"publish","type":"post","link":"https:\/\/flxy.jp\/media\/article\/39512","title":{"rendered":"RAG\u3068\u306f\uff1f\u691c\u7d22\u62e1\u5f35\u751f\u6210\u306e\u4ed5\u7d44\u307f\u3068\u6d3b\u7528\u4f8b\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac"},"content":{"rendered":"<p>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\u3001\u751f\u6210AI\u304c\u56de\u7b54\u3092\u4f5c\u308b\u524d\u306b\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u5185\u5bb9\u3092\u6839\u62e0\u3068\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u8aad\u307f\u65b9\u306f\u300c\u30e9\u30b0\u300d\u3067\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u306a\u3044\u793e\u5185\u60c5\u5831\u3084\u6700\u65b0\u60c5\u5831\u3092\u6271\u3048\u308b\u306e\u304c\u7279\u9577\u3067\u3059\u3002<\/p>\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u4ed5\u7d44\u307f\u3084\u6d3b\u7528\u4f8b\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u9055\u3044\u306b\u52a0\u3048\u3066\u3001RAG\u3092\u4f5c\u308b\u5074\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u3084\u6848\u4ef6\u306e\u5b9f\u614b\u307e\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u304b\u3089\u30b3\u30d4\u30fc-->\n\n<div class=\"cta-btn-box\" data-cta-group=\"G1\" data-cta-variant=\"A\">\n<p>\u305d\u306e\u30b9\u30ad\u30eb\u3001\u5b9f\u52d9\u306e\u6848\u4ef6\u3067\u6d3b\u304b\u3057\u307e\u305b\u3093\u304b\uff1f\u5c02\u4efb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u7121\u6599\u3067\u3054\u63d0\u6848\u3057\u307e\u3059<\/p>\n<a href=\"https:\/\/flxy.jp\/form\/expert\/input\" class=\"cta-btn-01\" data-cta-group=\"G1\" data-cta-variant=\"A\" data-cta-position=\"top\">\u30b9\u30ad\u30eb\u306b\u5408\u3046\u6848\u4ef6\u3092\u7d39\u4ecb\u3057\u3066\u3082\u3089\u3046<\/a>\n<\/div>\n\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u307e\u3067\u30b3\u30d4\u30fc-->\n\n<div id=\"toc_container\" class=\"no_bullets\"><p class=\"toc_title\">\u76ee\u6b21<\/p><ul class=\"toc_list\"><li><a href=\"#RAGAI\">RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\u5916\u90e8\u60c5\u5831\u3092\u691c\u7d22\u3057\u3066\u751f\u6210AI\u306e\u56de\u7b54\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u6280\u8853<\/a><ul><li><a href=\"#RAGRetrieval-Augmented_Generation\">RAG\u306e\u8aad\u307f\u65b9\u3068Retrieval-Augmented Generation\u306e\u610f\u5473<\/a><\/li><li><a href=\"#RAG\">RAG\u3092\u7c21\u5358\u306b\u8a00\u3046\u3068\u4f55\u304b\uff08\u5177\u4f53\u4f8b\u3067\u7406\u89e3\u3059\u308b\uff09<\/a><\/li><li><a href=\"#RAGAILLM\">RAG\u3068\u5f93\u6765\u306e\u751f\u6210AI\uff08LLM\uff09\u306e\u9055\u3044<\/a><\/li><\/ul><\/li><li><a href=\"#RAGAI-2\">RAG\u304c\u751f\u6210AI\u306b\u5fc5\u8981\u3068\u3055\u308c\u308b\u7406\u7531<\/a><ul><li><a href=\"#AI\">\u5f93\u6765\u306e\u751f\u6210AI\u304c\u62b1\u3048\u308b\u8ab2\u984c<\/a><\/li><li><a href=\"#i\">\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u8aa4\u3063\u305f\u56de\u7b54\uff09\u306e\u6291\u5236<\/a><\/li><li><a href=\"#i-2\">\u6700\u65b0\u60c5\u5831\u30fb\u793e\u5185\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u304c\u3067\u304d\u308b<\/a><\/li><\/ul><\/li><li><a href=\"#RAG3\">RAG\u306e\u4ed5\u7d44\u307f\u3092\u691c\u7d22\u30fb\u62e1\u5f35\u30fb\u751f\u6210\u306e3\u30d5\u30a7\u30fc\u30ba\u3067\u89e3\u8aac<\/a><ul><li><a href=\"#Retrieval\">\u691c\u7d22\uff08Retrieval\uff09\u30d5\u30a7\u30fc\u30ba<\/a><\/li><li><a href=\"#Augmentation\">\u62e1\u5f35\uff08Augmentation\uff09\u30d5\u30a7\u30fc\u30ba<\/a><\/li><li><a href=\"#Generation\">\u751f\u6210\uff08Generation\uff09\u30d5\u30a7\u30fc\u30ba<\/a><\/li><\/ul><\/li><li><a href=\"#RAG-2\">RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044\u3068\u4f7f\u3044\u5206\u3051<\/a><ul><li><a href=\"#i-3\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u7279\u5fb4<\/a><\/li><li><a href=\"#RAG-3\">RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4f7f\u3044\u5206\u3051<\/a><\/li><\/ul><\/li><li><a href=\"#RAG-4\">RAG\u306e\u4e3b\u306a\u6d3b\u7528\u4f8b<\/a><ul><li><a href=\"#i-4\">\u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\u30fb\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u691c\u7d22<\/a><\/li><li><a href=\"#i-5\">\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3067\u306e\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc<\/a><\/li><li><a href=\"#i-6\">\u793e\u5185\u30eb\u30fc\u30eb\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u306e\u691c\u7d22<\/a><\/li><\/ul><\/li><li><a href=\"#RAG-5\">RAG\u3092\u5c0e\u5165\u30fb\u904b\u7528\u3059\u308b\u969b\u306e\u30dd\u30a4\u30f3\u30c8<\/a><ul><li><a href=\"#i-7\">\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u30fb\u691c\u7d22\u7cbe\u5ea6\u306e\u78ba\u4fdd<\/a><\/li><li><a href=\"#i-8\">\u95b2\u89a7\u6a29\u9650\u3068\u30a2\u30af\u30bb\u30b9\u5236\u5fa1<\/a><\/li><li><a href=\"#i-9\">\u793e\u5185\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc<\/a><\/li><\/ul><\/li><li><a href=\"#RAG-6\">RAG\u306e\u8ab2\u984c\u3068\u6700\u65b0\u6280\u8853\u306e\u52d5\u5411<\/a><ul><li><a href=\"#RAG-7\">RAG\u306e\u9650\u754c\u3068\u6b8b\u308b\u8ab2\u984c<\/a><\/li><li><a href=\"#AIAgentic_RAG\">AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08Agentic RAG\uff09\u3078\u306e\u767a\u5c55<\/a><\/li><\/ul><\/li><li><a href=\"#RAG-8\">\u30a8\u30f3\u30b8\u30cb\u30a2\u304cRAG\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306b\u62bc\u3055\u3048\u308b\u3079\u304d\u6280\u8853\u3068\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u306e\u5b9f\u614b<\/a><ul><li><a href=\"#LangChainRAG\">LangChain\u306a\u3069\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3063\u305fRAG\u69cb\u7bc9\u306e\u6d41\u308c<\/a><\/li><li><a href=\"#Embedding\">Embedding\u30fb\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u30fb\u30c1\u30e3\u30f3\u30af\u8a2d\u8a08\u306e\u52d8\u6240<\/a><\/li><li><a href=\"#RAG-9\">RAG\u95a2\u9023\u306e\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u3067\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u3068\u5358\u4fa1\u306e\u5b9f\u614b<\/a><\/li><\/ul><\/li><li><a href=\"#RAG-10\">RAG\u3092\u5b66\u3093\u3060\u5148\u306e\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9<\/a><ul><li><a href=\"#RAG-11\">RAG\u30b9\u30ad\u30eb\u304c\u6d3b\u304d\u308b\u8077\u7a2e<\/a><\/li><li><a href=\"#AI-2\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066AI\u6848\u4ef6\u306b\u643a\u308f\u308b\u306b\u306f<\/a><\/li><\/ul><\/li><li><a href=\"#AIFLEXY\">AI\u6848\u4ef6\u306b\u643a\u308f\u308b\u306a\u3089FLEXY\uff08\u30d5\u30ec\u30ad\u30b7\u30fc\uff09\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044<\/a><\/li><li><a href=\"#i-10\">\u307e\u3068\u3081<\/a><\/li><\/ul><\/div>\n<h2><span id=\"RAGAI\">RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\u5916\u90e8\u60c5\u5831\u3092\u691c\u7d22\u3057\u3066\u751f\u6210AI\u306e\u56de\u7b54\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u6280\u8853<\/span><\/h2>\n\n<p><img decoding=\"async\" src=\"https:\/\/flxy.jp\/media\/wp-content\/uploads\/2026\/10\/shutterstock_2644982137-scaled.jpg\" alt=\"\u30ce\u30fc\u30c8PC\u3092\u64cd\u4f5c\u3059\u308b\u624b\u3068\u3001\u753b\u9762\u4e0a\u306b\u6d6e\u304b\u3076AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u30a4\u30e1\u30fc\u30b8\" style=\"max-width:100%; height:auto;\"><\/p>\n\n<p>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\u3001\u751f\u6210AI\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u524d\u306b\u5916\u90e8\u306e\u60c5\u5831\u6e90\u304b\u3089\u95a2\u9023\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u5185\u5bb9\u3092\u6839\u62e0\u3068\u3057\u3066\u56de\u7b54\u3092\u7d44\u307f\u7acb\u3066\u308b\u6280\u8853\u3067\u3059\u3002\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306b\u300c\u691c\u7d22\u300d\u306e\u4ed5\u7d44\u307f\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u60c5\u5831\u306b\u3082\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<p>\u901a\u5e38\u306eLLM\u306f\u5b66\u7fd2\u6642\u70b9\u307e\u3067\u306e\u77e5\u8b58\u3060\u3051\u3067\u56de\u7b54\u3057\u307e\u3059\u3002RAG\u306f\u305d\u3053\u306b\u5916\u90e8\u306e\u691c\u7d22\u3092\u8db3\u3059\u305f\u3081\u3001\u793e\u5185\u6587\u66f8\u3084\u6700\u65b0\u60c5\u5831\u3092\u56de\u7b54\u306b\u53cd\u6620\u3067\u304d\u308b\u70b9\u304c\u5927\u304d\u306a\u9055\u3044\u3067\u3059\u3002\u4f01\u696d\u304c\u751f\u6210AI\u3092\u696d\u52d9\u306b\u7d44\u307f\u8fbc\u3080\u969b\u306e\u4e2d\u6838\u7684\u306a\u624b\u6cd5\u3068\u3057\u3066\u5e83\u304c\u3063\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n<h3><span id=\"RAGRetrieval-Augmented_Generation\">RAG\u306e\u8aad\u307f\u65b9\u3068Retrieval-Augmented Generation\u306e\u610f\u5473<\/span><\/h3>\n\n<p>RAG\u306f\u4e00\u822c\u306b\u300c\u30e9\u30b0\u300d\u3068\u8aad\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u6b63\u5f0f\u540d\u79f0\u306f\u300cRetrieval-Augmented Generation\u300d\u3067\u3001\u65e5\u672c\u8a9e\u3067\u306f\u300c\u691c\u7d22\u62e1\u5f35\u751f\u6210\u300d\u3068\u8a33\u3055\u308c\u308b\u3082\u306e\u3067\u3059\u3002Retrieval\uff08\u691c\u7d22\uff09\u3001Augmented\uff08\u62e1\u5f35\uff09\u3001Generation\uff08\u751f\u6210\uff09\u3068\u3044\u30463\u3064\u306e\u8a9e\u304c\u3001\u305d\u306e\u307e\u307e\u51e6\u7406\u306e\u6d41\u308c\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p>\u3010\u51fa\u5178\uff1a<a href=\"https:\/\/www.ntt.com\/bizon\/glossary\/e-r\/rag.html\" target=\"_blank\" rel=\"nofollow noopener\">RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f\u610f\u5473\u30fb\u5b9a\u7fa9 | IT\u30c8\u30ec\u30f3\u30c9\u7528\u8a9e<\/a>\uff08NTT\u30c9\u30b3\u30e2\u30d3\u30b8\u30cd\u30b9\uff08NTT\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30ba\uff09\uff09\u3011<\/p>\n\n<p>\u3010\u51fa\u5178\uff1a<a href=\"https:\/\/www.hitachi-solutions.co.jp\/katsubun\/column\/generative_ai003\/\" target=\"_blank\" rel=\"nofollow noopener\">\u751f\u6210AI\u306b\u304a\u3051\u308bRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f \u4ed5\u7d44\u307f\u3084\u6d3b\u7528\u4f8b\u3092\u3054\u7d39\u4ecb | \u6d3b\u6587<\/a>\uff08\u65e5\u7acb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30ba\uff09\u3011<\/p>\n\n<p>\u3064\u307e\u308a\u7565\u8a9e\u306e\u4e26\u3073\u3092\u8ffd\u3046\u3060\u3051\u3067\u3001\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u62e1\u5f35\u3057\u3001\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3068\u3044\u30463\u6bb5\u968e\u306e\u4ed5\u7d44\u307f\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3053\u306e3\u8a9e\u306e\u610f\u5473\u3092\u62bc\u3055\u3048\u3066\u304a\u304f\u3068\u3001\u5f8c\u8ff0\u3059\u308b\u4ed5\u7d44\u307f\u306e\u7406\u89e3\u304c\u30b9\u30e0\u30fc\u30ba\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<h3><span id=\"RAG\">RAG\u3092\u7c21\u5358\u306b\u8a00\u3046\u3068\u4f55\u304b\uff08\u5177\u4f53\u4f8b\u3067\u7406\u89e3\u3059\u308b\uff09<\/span><\/h3>\n\n<p>RAG\u3092\u7c21\u5358\u306b\u8a00\u3046\u3068\u300c\u6301\u3061\u8fbc\u307f\u53ef\u306e\u8a66\u9a13\u3092\u53d7\u3051\u308b\u751f\u6210AI\u300d\u3067\u3059\u3002\u901a\u5e38\u306e\u751f\u6210AI\u306f\u3001\u5b66\u7fd2\u3057\u305f\u77e5\u8b58\u3060\u3051\u3067\u7b54\u3048\u308b\u6697\u8a18\u578b\u306e\u8a66\u9a13\u3092\u53d7\u3051\u3066\u3044\u308b\u72b6\u614b\u3068\u3044\u3048\u307e\u3059\u3002\u8a18\u61b6\u304c\u3042\u3044\u307e\u3044\u306a\u554f\u984c\u3067\u306f\u3001\u305d\u308c\u3089\u3057\u3044\u8aa4\u7b54\u3092\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u3082\u3042\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<p>\u4e00\u65b9\u3067RAG\u306f\u3001\u8a66\u9a13\u4e2d\u306b\u53c2\u8003\u66f8\u3092\u958b\u3044\u3066\u8a72\u5f53\u30da\u30fc\u30b8\u3092\u63a2\u3057\u3001\u305d\u306e\u8a18\u8ff0\u3092\u3082\u3068\u306b\u7b54\u6848\u3092\u66f8\u304f\u65b9\u5f0f\u3067\u3059\u3002\u53c2\u8003\u66f8\u306b\u3042\u305f\u308b\u306e\u304c\u793e\u5185\u306e\u8cc7\u6599\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3001\u8a72\u5f53\u30da\u30fc\u30b8\u3092\u63a2\u3059\u4f5c\u696d\u304c\u691c\u7d22\u3001\u7b54\u6848\u3092\u66f8\u304f\u4f5c\u696d\u304c\u751f\u6210\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002\u624b\u5143\u306e\u8cc7\u6599\u306b\u57fa\u3065\u304f\u305f\u3081\u3001\u6839\u62e0\u306e\u3042\u308b\u56de\u7b54\u3092\u4f5c\u308a\u3084\u3059\u304f\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<h3><span id=\"RAGAILLM\">RAG\u3068\u5f93\u6765\u306e\u751f\u6210AI\uff08LLM\uff09\u306e\u9055\u3044<\/span><\/h3>\n\n<p>\u5f93\u6765\u306eLLM\u3068RAG\u306e\u9055\u3044\u306f\u3001\u56de\u7b54\u306e\u6839\u62e0\u3092\u300c\u5b66\u7fd2\u6e08\u307f\u306e\u77e5\u8b58\u300d\u306b\u7f6e\u304f\u304b\u300c\u691c\u7d22\u3057\u305f\u60c5\u5831\u300d\u306b\u7f6e\u304f\u304b\u3068\u3044\u3046\u70b9\u306b\u3042\u308a\u307e\u3059\u3002ChatGPT\u306e\u3088\u3046\u306aLLM\u5358\u4f53\u306f\u3001\u5b66\u7fd2\u6642\u70b9\u307e\u3067\u306e\u4e00\u822c\u7684\u306a\u77e5\u8b58\u3067\u56de\u7b54\u3059\u308b\u3082\u306e\u3067\u3059\u3002RAG\u306fLLM\u306e\u5916\u5074\u306b\u691c\u7d22\u306e\u4ed5\u7d44\u307f\u3092\u8db3\u3059\u3053\u3068\u3067\u3001LLM\u304c\u77e5\u3089\u306a\u3044\u60c5\u5831\u3092\u56de\u7b54\u306b\u53cd\u6620\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/p>\n\n<p>\u6ce8\u610f\u3057\u305f\u3044\u306e\u306f\u3001RAG\u304cLLM\u306e\u4ee3\u308f\u308a\u306b\u306a\u308b\u6280\u8853\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u70b9\u3067\u3057\u3087\u3046\u3002\u3042\u304f\u307e\u3067LLM\u3092\u81ea\u793e\u306e\u60c5\u5831\u306b\u5f37\u304f\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u3067\u3042\u308a\u3001\u4e21\u8005\u306f\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n<h2><span id=\"RAGAI-2\">RAG\u304c\u751f\u6210AI\u306b\u5fc5\u8981\u3068\u3055\u308c\u308b\u7406\u7531<\/span><\/h2>\n\n<p>RAG\u304c\u5fc5\u8981\u3068\u3055\u308c\u308b\u7406\u7531\u306f\u3001\u751f\u6210AI\u5358\u4f53\u306b\u306f\u696d\u52d9\u5229\u7528\u3067\u554f\u984c\u306b\u306a\u308b\u5f31\u70b9\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u53e4\u3055\u3001\u793e\u5185\u60c5\u5831\u3092\u77e5\u3089\u306a\u3044\u3053\u3068\u3001\u305d\u3057\u3066\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3068\u3044\u30463\u3064\u306e\u8ab2\u984c\u3092\u3001RAG\u306f\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u76f4\u3055\u305a\u306b\u88dc\u3048\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"AI\">\u5f93\u6765\u306e\u751f\u6210AI\u304c\u62b1\u3048\u308b\u8ab2\u984c<\/span><\/h3>\n\n<p>\u5f93\u6765\u306e\u751f\u6210AI\u304c\u62b1\u3048\u308b\u6700\u5927\u306e\u8ab2\u984c\u306f\u3001\u5b66\u7fd2\u3057\u305f\u6642\u70b9\u307e\u3067\u306e\u60c5\u5831\u3057\u304b\u6301\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u76f4\u8fd1\u306e\u88fd\u54c1\u4ed5\u69d8\u3084\u6cd5\u6539\u6b63\u3001\u793e\u5185\u306e\u898f\u7a0b\u3084\u8b70\u4e8b\u9332\u3068\u3044\u3063\u305f\u60c5\u5831\u306b\u3064\u3044\u3066\u306f\u56de\u7b54\u3067\u304d\u306a\u3044\u304b\u3001\u53e4\u3044\u5185\u5bb9\u3092\u7b54\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n<p>\u7279\u306b\u4f01\u696d\u3067\u4f7f\u3046\u5834\u5408\u3001\u81ea\u793e\u56fa\u6709\u306e\u60c5\u5831\u3092\u77e5\u3089\u306a\u3044\u70b9\u304c\u5927\u304d\u306a\u58c1\u306b\u306a\u308a\u307e\u3059\u3002\u3069\u308c\u307b\u3069\u512a\u79c0\u306a\u30e2\u30c7\u30eb\u3067\u3082\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u306a\u3044\u793e\u5185\u30eb\u30fc\u30eb\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u306e\u4e2d\u8eab\u307e\u3067\u306f\u628a\u63e1\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u3053\u3053\u3092\u57cb\u3081\u308b\u624b\u6bb5\u3068\u3057\u3066RAG\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n<p>LLM\u3068\u751f\u6210AI\u306e\u9055\u3044\u3092\u6574\u7406\u3057\u3066\u304a\u304f\u3068\u3001RAG\u306e\u4f4d\u7f6e\u3065\u3051\u304c\u3088\u308a\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<p>LLM\u3068\u751f\u6210AI\u306e\u9055\u3044\u306b\u3064\u3044\u3066\u306f\u3001\u6b21\u306e\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<div class=\"linkcard\"><div class=\"lkc-internal-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/flxy.jp\/media\/article\/37024\"><div class=\"lkc-card\"><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img class=\"lkc-thumbnail-img\" src=\"\/\/flxy.jp\/media\/wp-content\/uploads\/2025\/08\/a4853168914138c16fda9ec8d2418ede-150x150.png\" alt=\"\" \/><\/figure><div class=\"lkc-title\"><div class=\"lkc-title-text\">LLM\u3068\u751f\u6210AI\u306e\u9055\u3044\uff5c\u4ed5\u7d44\u307f\u30fb\u6d3b\u7528\u6cd5\u30fb\u6ce8\u610f\u70b9\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac<\/div><\/div><div class=\"lkc-excerpt\">\u8fd1\u5e74\u3001\u751f\u6210AI\u3084\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u9032\u5316\u304c\u76ee\u899a\u307e\u3057\u304f\u3001\u696d\u52d9\u52b9\u7387\u5316\u3084\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u5206\u91ce\u3067\u306e\u6d3b\u7528\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u6280\u8853\u304c\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3057\u3001\u4f55\u304c\u7570\u306a\u308b\u306e\u304b\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u5bb9\u6613\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001LLM\u3068\u751f\u6210AI\u306e\u57fa\u672c\u7684\u306a\u5b9a\u7fa9\u304b\u3089\u3001\u30d3\u30b8\u30cd\u30b9\u3067\u306e\u5177\u4f53\u7684\u306a\u6d3b\u7528\u4e8b\u4f8b\u3001\u5c0e\u5165\u524d\u306b\u8003\u616e\u3059\u3079\u304d\u30ea\u30b9\u30af\u307e\u3067\u3092\u7db2\u7f85\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002LLM\u3084\u751f\u6210AI\u306e\u77e5\u8b58\u3092\u6d3b\u304b\u3057\u305f\u3044\u65b9\u306f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u6848\u4ef6\u3092\u591a\u6570\u6271\u3063\u3066\u3044\u308bFLEXY\uff08\u30d5\u30ec\u30ad\u30b7\u30fc\uff09\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002\u5e0c\u671b\u3084\u7d4c\u6b74\u3092\u304a\u3046\u304b\u304c\u3044\u3057\u305f\u4e0a\u3067\u3001\u6761\u4ef6\u306b\u5408\u3063\u305f\u6848\u4ef6\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002...<\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n\n<h3><span id=\"i\">\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u8aa4\u3063\u305f\u56de\u7b54\uff09\u306e\u6291\u5236<\/span><\/h3>\n\n<p>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3068\u306f\u3001\u751f\u6210AI\u304c\u4e8b\u5b9f\u306b\u57fa\u3065\u304b\u306a\u3044\u5185\u5bb9\u3092\u3001\u3042\u305f\u304b\u3082\u6b63\u3057\u3044\u304b\u306e\u3088\u3046\u306b\u7b54\u3048\u3066\u3057\u307e\u3046\u73fe\u8c61\u3067\u3059\u3002\u696d\u52d9\u3067\u4f7f\u3046\u5834\u5408\u3001\u8aa4\u3063\u305f\u56de\u7b54\u304c\u9867\u5ba2\u5bfe\u5fdc\u3084\u610f\u601d\u6c7a\u5b9a\u306b\u6df7\u5165\u3059\u308b\u30ea\u30b9\u30af\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<p>RAG\u306f\u691c\u7d22\u3057\u305f\u6587\u66f8\u3092\u6839\u62e0\u306b\u56de\u7b54\u3092\u7d44\u307f\u7acb\u3066\u308b\u305f\u3081\u3001\u3053\u3046\u3057\u305f\u8aa4\u7b54\u3092\u6e1b\u3089\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u6839\u62e0\u3068\u306a\u3063\u305f\u6587\u66f8\u3092\u51fa\u5178\u3068\u3057\u3066\u63d0\u793a\u3067\u304d\u308b\u306e\u3082\u5f37\u307f\u3067\u3059\u3002\u5229\u7528\u8005\u304c\u56de\u7b54\u306e\u59a5\u5f53\u6027\u3092\u81ea\u5206\u3067\u691c\u8a3c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"i-2\">\u6700\u65b0\u60c5\u5831\u30fb\u793e\u5185\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u304c\u3067\u304d\u308b<\/span><\/h3>\n\n<p>RAG\u3092\u4f7f\u3048\u3070\u3001\u6700\u65b0\u306e\u6587\u66f8\u3092\u691c\u7d22\u5bfe\u8c61\u306b\u5165\u308c\u308b\u3060\u3051\u3067\u56de\u7b54\u306b\u53cd\u6620\u3067\u304d\u307e\u3059\u3002\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b\u5fc5\u8981\u306f\u306a\u304f\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3092\u66f4\u65b0\u3059\u308b\u3060\u3051\u3067\u60c5\u5831\u306e\u9bae\u5ea6\u3092\u4fdd\u3066\u308b\u306e\u304c\u5229\u70b9\u3067\u3059\u3002<\/p>\n\n<p>\u793e\u5185\u60c5\u5831\u306b\u3064\u3044\u3066\u3082\u540c\u69d8\u3067\u3001\u5c31\u696d\u898f\u5247\u3084\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u691c\u7d22\u5bfe\u8c61\u306b\u52a0\u3048\u308c\u3070\u3001\u81ea\u793e\u56fa\u6709\u306e\u8cea\u554f\u306b\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u306b\u306f\u624b\u3092\u5165\u308c\u305a\u306b\u3001\u7d44\u7e54\u306e\u77e5\u8b58\u3092\u6d3b\u7528\u3067\u304d\u308b\u70b9\u304c\u5b9f\u52d9\u3067\u91cd\u5b9d\u3055\u308c\u308b\u7406\u7531\u3067\u3059\u3002<\/p>\n\n<h2><span id=\"RAG3\">RAG\u306e\u4ed5\u7d44\u307f\u3092\u691c\u7d22\u30fb\u62e1\u5f35\u30fb\u751f\u6210\u306e3\u30d5\u30a7\u30fc\u30ba\u3067\u89e3\u8aac<\/span><\/h2>\n\n<p><img decoding=\"async\" src=\"https:\/\/flxy.jp\/media\/wp-content\/uploads\/2026\/10\/shutterstock_2843013569-scaled.jpg\" alt=\"\u968e\u6bb5\u72b6\u306b\u7a4d\u3093\u3060\u6728\u88fd\u30d6\u30ed\u30c3\u30af\u3068\u4e0a\u5411\u304d\u306e\u77e2\u5370\u3001\u305d\u306e\u5148\u306b\u5b66\u4f4d\u5e3d\u3092\u63b2\u3052\u308b\u624b\uff08\u6bb5\u968e\u3092\u8e0f\u3093\u3067\u9032\u3080\u30a4\u30e1\u30fc\u30b8\uff09\" style=\"max-width:100%; height:auto;\"><\/p>\n\n<p>RAG\u306e\u51e6\u7406\u306f\u3001\u7565\u8a9e\u306e\u4e26\u3073\u306e\u3068\u304a\u308a\u691c\u7d22\u30fb\u62e1\u5f35\u30fb\u751f\u6210\u306e3\u30d5\u30a7\u30fc\u30ba\u306b\u6574\u7406\u3059\u308b\u3068\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304c\u8cea\u554f\u3092\u5165\u529b\u3057\u3066\u304b\u3089\u56de\u7b54\u304c\u8fd4\u308b\u307e\u3067\u306e\u6d41\u308c\u3092\u3001\u9806\u3092\u8ffd\u3063\u3066\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n<h3><span id=\"Retrieval\">\u691c\u7d22\uff08Retrieval\uff09\u30d5\u30a7\u30fc\u30ba<\/span><\/h3>\n\n<p>\u6700\u521d\u306e\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u304b\u3089\u63a2\u3057\u51fa\u3057\u307e\u3059\u3002\u3042\u3089\u304b\u3058\u3081\u793e\u5185\u6587\u66f8\u3092\u5c0f\u3055\u306a\u5358\u4f4d\uff08\u30c1\u30e3\u30f3\u30af\uff09\u306b\u5206\u5272\u3057\u3001\u610f\u5473\u3092\u6570\u5024\u5316\u3057\u305f\u300c\u30d9\u30af\u30c8\u30eb\u300d\u306b\u5909\u63db\u3057\u3066\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n<p>\u8cea\u554f\u304c\u5165\u529b\u3055\u308c\u308b\u3068\u3001\u305d\u306e\u8cea\u554f\u3082\u540c\u3058\u304f\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3057\u3001\u610f\u5473\u304c\u8fd1\u3044\u30c1\u30e3\u30f3\u30af\u3092\u4e0a\u4f4d\u304b\u3089\u53d6\u308a\u51fa\u3059\u4ed5\u7d44\u307f\u3067\u3059\u3002\u3053\u306e\u30d5\u30a7\u30fc\u30ba\u306e\u7cbe\u5ea6\u304c\u3001\u6700\u7d42\u7684\u306a\u56de\u7b54\u306e\u8cea\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"Augmentation\">\u62e1\u5f35\uff08Augmentation\uff09\u30d5\u30a7\u30fc\u30ba<\/span><\/h3>\n\n<p>\u6b21\u306e\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u53d6\u308a\u51fa\u3057\u305f\u60c5\u5831\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002\u300c\u4ee5\u4e0b\u306e\u53c2\u8003\u60c5\u5831\u3092\u3082\u3068\u306b\u8cea\u554f\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3046\u6307\u793a\u3068\u4e00\u7dd2\u306b\u3001\u691c\u7d22\u7d50\u679c\u306e\u672c\u6587\u3092LLM\u3078\u6e21\u3059\u5de5\u7a0b\u3067\u3059\u3002<\/p>\n\n<p>\u3053\u3053\u3067\u6e21\u3059\u60c5\u5831\u306e\u91cf\u3084\u9806\u756a\u3082\u3001\u56de\u7b54\u306e\u54c1\u8cea\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002\u95a2\u9023\u5ea6\u306e\u9ad8\u3044\u60c5\u5831\u3092\u9069\u5207\u306a\u5f62\u3067\u307e\u3068\u3081\u3066LLM\u306b\u5c4a\u3051\u308b\u3053\u3068\u304c\u3001\u62e1\u5f35\u30d5\u30a7\u30fc\u30ba\u306e\u5f79\u5272\u3067\u3059\u3002<\/p>\n\n<h3><span id=\"Generation\">\u751f\u6210\uff08Generation\uff09\u30d5\u30a7\u30fc\u30ba<\/span><\/h3>\n\n<p>\u6700\u5f8c\u306e\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001LLM\u304c\u62e1\u5f35\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u3082\u3068\u306b\u56de\u7b54\u6587\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u53c2\u8003\u60c5\u5831\u306b\u6839\u62e0\u304c\u3042\u308b\u305f\u3081\u3001\u51fa\u5178\u3092\u6dfb\u3048\u305f\u56de\u7b54\u3092\u4f5c\u308c\u308b\u306e\u304c\u7279\u9577\u3067\u3059\u3002<\/p>\n\n<p>\u8a72\u5f53\u3059\u308b\u60c5\u5831\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u5834\u5408\u306b\u300c\u60c5\u5831\u304c\u3042\u308a\u307e\u305b\u3093\u300d\u3068\u8aa0\u5b9f\u306b\u8fd4\u3059\u8a2d\u8a08\u3082\u3067\u304d\u307e\u3059\u3002\u5b66\u7fd2\u6e08\u307f\u306e\u77e5\u8b58\u3060\u3051\u3067\u7b54\u3048\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u691c\u7d22\u3067\u5f97\u305f\u6839\u62e0\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3059\u308b\u70b9\u304c\u3001\u901a\u5e38\u306e\u751f\u6210AI\u3068\u306e\u6c7a\u5b9a\u7684\u306a\u9055\u3044\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<h2><span id=\"RAG-2\">RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044\u3068\u4f7f\u3044\u5206\u3051<\/span><\/h2>\n\n<p>RAG\u3068\u3088\u304f\u6bd4\u8f03\u3055\u308c\u308b\u306e\u304c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u3059\u3002\u7d50\u8ad6\u3068\u3057\u3066\u3001\u60c5\u5831\u306e\u66f4\u65b0\u304c\u983b\u7e41\u3067\u51fa\u5178\u304c\u5fc5\u8981\u306a\u7528\u9014\u306b\u306fRAG\u304c\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u4e21\u8005\u306f\u76ee\u7684\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u9055\u3044\u3092\u7406\u89e3\u3057\u305f\u3046\u3048\u3067\u9078\u3076\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n<h3><span id=\"i-3\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u7279\u5fb4<\/span><\/h3>\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u8ffd\u52a0\u306e\u30c7\u30fc\u30bf\u3067\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b\u624b\u6cd5\u3067\u3059\u3002\u6587\u4f53\u3084\u5c02\u9580\u7528\u8a9e\u306e\u7656\u3092\u899a\u3048\u3055\u305b\u305f\u308a\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u305f\u308a\u3059\u308b\u7528\u9014\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p>\u4e00\u65b9\u3067\u3001\u5b66\u7fd2\u306b\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u3001\u60c5\u5831\u304c\u66f4\u65b0\u3055\u308c\u308b\u305f\u3073\u306b\u518d\u5b66\u7fd2\u304c\u5fc5\u8981\u306b\u306a\u308b\u70b9\u304c\u6ce8\u610f\u3059\u3079\u304d\u3068\u3053\u308d\u3067\u3059\u3002\u983b\u7e41\u306b\u5909\u308f\u308b\u60c5\u5831\u3092\u6271\u3046\u5834\u5408\u306b\u306f\u3001\u904b\u7528\u306e\u8ca0\u62c5\u304c\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"RAG-3\">RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4f7f\u3044\u5206\u3051<\/span><\/h3>\n\n<p>\u4f7f\u3044\u5206\u3051\u306e\u57fa\u6e96\u306f\u300c\u60c5\u5831\u304c\u3069\u308c\u304f\u3089\u3044\u306e\u983b\u5ea6\u3067\u5909\u308f\u308b\u304b\u300d\u3068\u300c\u56de\u7b54\u306b\u6839\u62e0\u304c\u5fc5\u8981\u304b\u300d\u3067\u3059\u3002\u60c5\u5831\u304c\u983b\u7e41\u306b\u66f4\u65b0\u3055\u308c\u3001\u6839\u62e0\u306e\u63d0\u793a\u304c\u6c42\u3081\u3089\u308c\u308b\u306a\u3089RAG\u3092\u9078\u3073\u307e\u3059\u3002\u4e21\u8005\u306e\u9055\u3044\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n<table border=\"1\" style=\"width: 100%; border-collapse: collapse;\">\n<tr style=\"background-color: #B2EEE9;\">\n<th>\u89b3\u70b9<\/th>\n<th>RAG<\/th>\n<th>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/th>\n<\/tr>\n<tr>\n<td>\u4ed5\u7d44\u307f<\/td>\n<td>\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u8ffd\u52a0\u3059\u308b<\/td>\n<td>\u8ffd\u52a0\u30c7\u30fc\u30bf\u3067\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u5411\u3044\u3066\u3044\u308b\u7528\u9014<\/td>\n<td>\u793e\u5185\u6587\u66f8\u306e\u691c\u7d22\u3001\u6700\u65b0\u60c5\u5831\u306e\u53cd\u6620\u3001\u51fa\u5178\u4ed8\u304d\u56de\u7b54<\/td>\n<td>\u6587\u4f53\u3084\u5c02\u9580\u7528\u8a9e\u306e\u7656\u306e\u7fd2\u5f97\u3001\u7279\u5b9a\u30bf\u30b9\u30af\u306e\u7cbe\u5ea6\u5411\u4e0a<\/td>\n<\/tr>\n<tr>\n<td>\u60c5\u5831\u66f4\u65b0<\/td>\n<td>\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306e\u66f4\u65b0\u3060\u3051\u3067\u53cd\u6620\u3067\u304d\u308b<\/td>\n<td>\u66f4\u65b0\u306e\u305f\u3073\u306b\u518d\u5b66\u7fd2\u304c\u5fc5\u8981<\/td>\n<\/tr>\n<tr>\n<td>\u6ce8\u610f\u70b9<\/td>\n<td>\u691c\u7d22\u7cbe\u5ea6\u3068\u30c7\u30fc\u30bf\u6574\u5099\u304c\u54c1\u8cea\u3092\u6c7a\u3081\u308b<\/td>\n<td>\u5b66\u7fd2\u30b3\u30b9\u30c8\u304c\u9ad8\u3044<\/td>\n<\/tr>\n<\/table>\n\n<p>\u6587\u4f53\u3084\u5fdc\u7b54\u306e\u7656\u3092\u5909\u3048\u305f\u3044\u3060\u3051\u306a\u3089\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001\u6700\u65b0\u60c5\u5831\u3084\u793e\u5185\u6587\u66f8\u3092\u6839\u62e0\u306b\u3057\u305f\u3044\u306a\u3089RAG\u3068\u3044\u3046\u306e\u304c\u57fa\u672c\u306e\u8003\u3048\u65b9\u3067\u3059\u3002\u5b9f\u52d9\u3067\u306f\u4e21\u8005\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u69cb\u6210\u3082\u3042\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<h2><span id=\"RAG-4\">RAG\u306e\u4e3b\u306a\u6d3b\u7528\u4f8b<\/span><\/h2>\n\n<p><img decoding=\"async\" src=\"https:\/\/flxy.jp\/media\/wp-content\/uploads\/2026\/10\/shutterstock_2826286177-scaled.jpg\" alt=\"\u30bf\u30d6\u30ec\u30c3\u30c8\u306e\u4e0a\u3067AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u300c\u4f55\u3092\u304a\u624b\u4f1d\u3044\u3057\u307e\u3057\u3087\u3046\u304b\u300d\u3068\u5fdc\u7b54\u3057\u3066\u3044\u308b\u30a4\u30e1\u30fc\u30b8\" style=\"max-width:100%; height:auto;\"><\/p>\n\n<p>RAG\u306f\u300c\u793e\u5185\u306b\u6563\u3089\u3070\u3063\u305f\u6587\u66f8\u3092\u3001\u8cea\u554f\u306b\u7b54\u3048\u308b\u5f62\u3067\u5f15\u304d\u51fa\u3059\u300d\u7528\u9014\u3067\u7279\u306b\u52b9\u679c\u3092\u767a\u63ee\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u4ee3\u8868\u7684\u306a\u6d3b\u7528\u4f8b\u30923\u3064\u7d39\u4ecb\u3057\u307e\u3057\u3087\u3046\u3002\u3044\u305a\u308c\u3082\u793e\u5185\u306e\u60c5\u5831\u8cc7\u7523\u3092\u691c\u7d22\u5bfe\u8c61\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u696d\u52d9\u306e\u52b9\u7387\u5316\u306b\u3064\u306a\u3052\u308b\u4f7f\u3044\u65b9\u3067\u3059\u3002<\/p>\n\n<h3><span id=\"i-4\">\u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\u30fb\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u691c\u7d22<\/span><\/h3>\n\n<p>\u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\u306f\u3001RAG\u3068\u76f8\u6027\u306e\u3088\u3044\u6d3b\u7528\u9818\u57df\u3067\u3059\u3002\u5c31\u696d\u898f\u5247\u3084\u7d4c\u8cbb\u7cbe\u7b97\u306e\u30eb\u30fc\u30eb\u3001\u5404\u7a2e\u624b\u9806\u66f8\u3092\u691c\u7d22\u5bfe\u8c61\u306b\u3057\u3001\u793e\u54e1\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u30c1\u30e3\u30c3\u30c8\u5f62\u5f0f\u3067\u7b54\u3048\u307e\u3059\u3002<\/p>\n\n<p>\u7dcf\u52d9\u3084\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u90e8\u9580\u306b\u306f\u4f3c\u305f\u8cea\u554f\u304c\u7e70\u308a\u8fd4\u3057\u5bc4\u305b\u3089\u308c\u307e\u3059\u3002RAG\u304c\u4e00\u6b21\u5bfe\u5fdc\u3092\u62c5\u3046\u3053\u3068\u3067\u3001\u62c5\u5f53\u8005\u304c\u672c\u6765\u306e\u696d\u52d9\u306b\u96c6\u4e2d\u3057\u3084\u3059\u304f\u306a\u308b\u306e\u304c\u5229\u70b9\u3067\u3059\u3002<\/p>\n\n<h3><span id=\"i-5\">\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3067\u306e\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc<\/span><\/h3>\n\n<p>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3067\u306f\u3001\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u904e\u53bb\u306e\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74\u3092\u3082\u3068\u306b\u56de\u7b54\u6848\u3092\u63d0\u793a\u3057\u307e\u3059\u3002\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u304c\u6839\u62e0\u4ed8\u304d\u306e\u60c5\u5831\u3092\u3059\u3050\u53c2\u7167\u3067\u304d\u308b\u305f\u3081\u3001\u56de\u7b54\u4f5c\u6210\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u77ed\u7e2e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<p>\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306e\u54c1\u8cea\u3092\u4e00\u5b9a\u306b\u4fdd\u3061\u3084\u3059\u304f\u306a\u308b\u70b9\u3082\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002\u7d4c\u9a13\u306e\u6d45\u3044\u62c5\u5f53\u8005\u3067\u3082\u3001\u904e\u53bb\u306e\u5bfe\u5fdc\u4e8b\u4f8b\u3092\u8e0f\u307e\u3048\u305f\u5fdc\u7b54\u3092\u7d44\u307f\u7acb\u3066\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"i-6\">\u793e\u5185\u30eb\u30fc\u30eb\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u306e\u691c\u7d22<\/span><\/h3>\n\n<p>\u793e\u5185\u30eb\u30fc\u30eb\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u306e\u691c\u7d22\u3082\u3001RAG\u304c\u529b\u3092\u767a\u63ee\u3059\u308b\u5834\u9762\u3067\u3059\u3002\u4ed5\u69d8\u66f8\u3084\u8a2d\u8a08\u66f8\u3001\u904e\u53bb\u306e\u969c\u5bb3\u5831\u544a\u306a\u3069\u3092\u6a2a\u65ad\u7684\u306b\u691c\u7d22\u3057\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u3059\u3050\u306b\u5f15\u304d\u51fa\u305b\u307e\u3059\u3002<\/p>\n\n<p>\u62c5\u5f53\u8005\u306e\u7570\u52d5\u3067\u5931\u308f\u308c\u304c\u3061\u306a\u77e5\u8b58\u3092\u3001\u7d44\u7e54\u306e\u8cc7\u7523\u3068\u3057\u3066\u6b8b\u305b\u308b\u306e\u3082\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u6587\u66f8\u304c\u3069\u3053\u306b\u3042\u308b\u304b\u308f\u304b\u3089\u306a\u3044\u3068\u3044\u3046\u3001\u3088\u304f\u3042\u308b\u60a9\u307f\u306e\u89e3\u6d88\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n<h2><span id=\"RAG-5\">RAG\u3092\u5c0e\u5165\u30fb\u904b\u7528\u3059\u308b\u969b\u306e\u30dd\u30a4\u30f3\u30c8<\/span><\/h2>\n\n<p>RAG\u306e\u5c0e\u5165\u3067\u6210\u679c\u3092\u5de6\u53f3\u3059\u308b\u306e\u306f\u3001\u30e2\u30c7\u30eb\u3088\u308a\u3082\u691c\u7d22\u3068\u30c7\u30fc\u30bf\u306e\u8a2d\u8a08\u3067\u3059\u3002\u691c\u7d22\u7cbe\u5ea6\u306e\u78ba\u4fdd\u3001\u95b2\u89a7\u6a29\u9650\u306e\u7ba1\u7406\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e3\u70b9\u3092\u62bc\u3055\u3048\u3066\u304a\u304f\u3068\u3001\u904b\u7528\u3067\u3064\u307e\u305a\u304d\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"i-7\">\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u30fb\u691c\u7d22\u7cbe\u5ea6\u306e\u78ba\u4fdd<\/span><\/h3>\n\n<p>RAG\u306e\u56de\u7b54\u54c1\u8cea\u306f\u3001\u691c\u7d22\u30d5\u30a7\u30fc\u30ba\u3067\u3069\u308c\u3060\u3051\u9069\u5207\u306a\u6587\u66f8\u3092\u53d6\u308a\u51fa\u305b\u308b\u304b\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002\u95a2\u9023\u6587\u66f8\u3092\u53d6\u308a\u9055\u3048\u308b\u3068\u3001\u6839\u62e0\u304c\u305a\u308c\u305f\u56de\u7b54\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u305f\u3081\u3067\u3059\u3002<\/p>\n\n<p>\u610f\u5473\u306e\u8fd1\u3055\u3067\u63a2\u3059\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3060\u3051\u3067\u306f\u3001\u56fa\u6709\u540d\u8a5e\u3084\u578b\u756a\u306e\u5b8c\u5168\u4e00\u81f4\u3092\u53d6\u308a\u3053\u307c\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u304c\u6709\u52b9\u3068\u3055\u308c\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"i-8\">\u95b2\u89a7\u6a29\u9650\u3068\u30a2\u30af\u30bb\u30b9\u5236\u5fa1<\/span><\/h3>\n\n<p>\u793e\u5185\u30c7\u30fc\u30bf\u3092\u6271\u3046\u4ee5\u4e0a\u3001\u95b2\u89a7\u6a29\u9650\u306e\u7ba1\u7406\u306f\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u6a29\u9650\u306e\u306a\u3044\u6587\u66f8\u304c\u691c\u7d22\u7d50\u679c\u306b\u6df7\u3056\u3063\u3066\u3057\u307e\u3046\u3068\u3001\u672c\u6765\u898b\u3048\u3066\u306f\u3044\u3051\u306a\u3044\u60c5\u5831\u304c\u56de\u7b54\u306b\u73fe\u308c\u308b\u304a\u305d\u308c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n<p>\u5229\u7528\u8005\u3054\u3068\u306b\u691c\u7d22\u5bfe\u8c61\u3092\u5236\u5fa1\u3057\u3001\u305d\u306e\u4eba\u304c\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u7bc4\u56f2\u306e\u6587\u66f8\u3060\u3051\u3092\u56de\u7b54\u306e\u6839\u62e0\u306b\u3059\u308b\u8a2d\u8a08\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u5c0e\u5165\u524d\u306e\u6bb5\u968e\u3067\u6a29\u9650\u306e\u4ed5\u7d44\u307f\u3092\u6c7a\u3081\u3066\u304a\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n<h3><span id=\"i-9\">\u793e\u5185\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc<\/span><\/h3>\n\n<p>\u5916\u90e8\u306eLLM API\u306b\u793e\u5185\u30c7\u30fc\u30bf\u3092\u9001\u308b\u69cb\u6210\u3067\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u78ba\u8a8d\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u6a5f\u5bc6\u60c5\u5831\u3084\u500b\u4eba\u60c5\u5831\u306e\u6271\u3044\u306b\u3064\u3044\u3066\u3001\u30c7\u30fc\u30bf\u306e\u9001\u4fe1\u5148\u3084\u4fdd\u5b58\u306e\u6709\u7121\u3092\u628a\u63e1\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n<p>\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u3092\u5916\u90e8\u306b\u51fa\u3055\u306a\u3044\u305f\u3081\u306b\u3001\u81ea\u793e\u74b0\u5883\u3067LLM\u3092\u52d5\u304b\u3059\u69cb\u6210\u3092\u9078\u3076\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u3002\u6271\u3046\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u306b\u5fdc\u3058\u3066\u3001\u9069\u5207\u306a\u69cb\u6210\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n<p>RAG\u3067\u793e\u5185\u30c7\u30fc\u30bf\u3092\u6271\u3046\u969b\u306f\u3001\u751f\u6210AI\u7279\u6709\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3082\u62bc\u3055\u3048\u3066\u304a\u304d\u305f\u3044\u3068\u3053\u308d\u3067\u3059\u3002<\/p>\n\n<p>\u751f\u6210AI\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3068\u5bfe\u7b56\u306b\u3064\u3044\u3066\u306f\u3001\u6b21\u306e\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p><div class=\"linkcard\"><div class=\"lkc-internal-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/flxy.jp\/media\/article\/37027\"><div class=\"lkc-card\"><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img class=\"lkc-thumbnail-img\" src=\"\/\/flxy.jp\/media\/wp-content\/uploads\/2025\/08\/050efa927e513fb4a1b885172a8a578f-150x150.png\" alt=\"\" \/><\/figure><div class=\"lkc-title\"><div class=\"lkc-title-text\">\u751f\u6210AI\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3068\u306f\uff1f\u4f01\u696d\u304c\u4eca\u3059\u3050\u77e5\u308b\u3079\u304d\u5bfe\u7b56\u3068\u30dd\u30a4\u30f3\u30c8\u3092\u7d39\u4ecb<\/div><\/div><div class=\"lkc-excerpt\">\u751f\u6210AI\u306f\u3001\u696d\u52d9\u306e\u52b9\u7387\u5316\u3084\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u306a\u696d\u52d9\u652f\u63f4\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30d3\u30b8\u30cd\u30b9\u30b7\u30fc\u30f3\u3067\u5c0e\u5165\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u305d\u306e\u4fbf\u5229\u3055\u3068\u5f15\u304d\u63db\u3048\u306b\u3001\u60c5\u5831\u6f0f\u3048\u3044\u3084\u8aa4\u60c5\u5831\u306e\u62e1\u6563\u3068\u3044\u3063\u305f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u304c\u65b0\u305f\u306b\u6d6e\u4e0a\u3057\u3066\u3044\u308b\u306e\u3082\u4e8b\u5b9f\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u751f\u6210AI\u306e\u57fa\u672c\u77e5\u8b58\u304b\u3089\u5177\u4f53\u7684\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3001\u4f01\u696d\u304c\u8b1b\u3058\u308b\u3079\u304d\u5bfe\u7b56\u307e\u3067\u3092\u4f53\u7cfb\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u610f\u8b58\u306e\u9ad8\u3044\u30d7\u30ed\u4eba\u6750\u3068\u3057\u3066\u6d3b\u8e8d\u3057\u305f\u3044\u65b9\u306f\u3001FLEXY\uff08\u30d5\u30ec\u30ad\u30b7\u30fc\uff09\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002\u5e0c\u671b\u306b\u5408\u3063\u305f\u6848\u4ef6\u306e\u3054\u7d39\u4ecb\u3084\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3092\u91cd\u8996\u3059\u308b\u4f01\u696d\u3068\u306e\u30de\u30c3\u30c1\u30f3\u30b0\u3082\u53ef\u80fd\u3067\u3059\u3002\u767b...<\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u304b\u3089\u30b3\u30d4\u30fc--><\/p>\n\n<p>\u5b66\u3093\u3060\u6280\u8853\u3092\u5b9f\u52d9\u3067\u8a66\u3057\u305f\u3044\u65b9\u306f\u3001<a href=\"https:\/\/flxy.jp\/form\/expert\/input\" data-cta-group=\"G1\" data-cta-variant=\"A\" data-cta-position=\"mid\">\u5c02\u4efb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u7121\u6599\u76f8\u8ac7<\/a>\u3067\u5177\u4f53\u7684\u306a\u6848\u4ef6\u4f8b\u3092\u805e\u3051\u307e\u3059\u3002<\/p>\n\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u307e\u3067\u30b3\u30d4\u30fc-->\n\n<h2><span id=\"RAG-6\">RAG\u306e\u8ab2\u984c\u3068\u6700\u65b0\u6280\u8853\u306e\u52d5\u5411<\/span><\/h2>\n\n<p>RAG\u306f\u4e07\u80fd\u3067\u306f\u306a\u304f\u3001\u691c\u7d22\u306e\u54c1\u8cea\u306b\u56de\u7b54\u304c\u5de6\u53f3\u3055\u308c\u308b\u3068\u3044\u3046\u69cb\u9020\u7684\u306a\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u305d\u306e\u9650\u754c\u3092\u88dc\u3046\u767a\u5c55\u6280\u8853\u306e\u7814\u7a76\u3082\u9032\u884c\u4e2d\u3067\u3059\u3002\u8ab2\u984c\u3068\u6700\u65b0\u52d5\u5411\u306e\u4e21\u9762\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n<h3><span id=\"RAG-7\">RAG\u306e\u9650\u754c\u3068\u6b8b\u308b\u8ab2\u984c<\/span><\/h3>\n\n<p>RAG\u306e\u9650\u754c\u306f\u3001\u691c\u7d22\u3067\u53d6\u308a\u51fa\u3057\u305f\u60c5\u5831\u306e\u8cea\u306b\u56de\u7b54\u304c\u5927\u304d\u304f\u4f9d\u5b58\u3059\u308b\u70b9\u306b\u3042\u308a\u307e\u3059\u3002\u95a2\u9023\u6587\u66f8\u3092\u3046\u307e\u304f\u53d6\u308a\u51fa\u305b\u306a\u3051\u308c\u3070\u3001\u6839\u62e0\u306e\u305a\u308c\u305f\u56de\u7b54\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<p>\u5c0e\u5165\u306b\u3042\u305f\u3063\u3066\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u904b\u7528\u9762\u306e\u8ab2\u984c\u3082\u62bc\u3055\u3048\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308b\u3067\u3057\u3087\u3046\u3002\u4e3b\u306a\u8ab2\u984c\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n<ul>\n<li>\u691c\u7d22\u7cbe\u5ea6\u3078\u306e\u4f9d\u5b58: \u95a2\u9023\u6587\u66f8\u3092\u53d6\u308a\u9055\u3048\u308b\u3068\u3001\u6839\u62e0\u304c\u305a\u308c\u305f\u56de\u7b54\u306b\u306a\u308b<\/li>\n<li>\u30c7\u30fc\u30bf\u6574\u5099\u306e\u8ca0\u62c5: \u6587\u66f8\u306e\u5f62\u5f0f\u304c\u3070\u3089\u3070\u3089\u3060\u3068\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3084\u524d\u51e6\u7406\u306b\u5de5\u6570\u304c\u304b\u304b\u308b<\/li>\n<li>\u8907\u6570\u6587\u66f8\u3092\u307e\u305f\u3050\u8cea\u554f\u3078\u306e\u5f31\u3055: \u60c5\u5831\u304c\u8907\u6570\u306e\u6587\u66f8\u306b\u5206\u6563\u3057\u3066\u3044\u308b\u3068\u3001\u95a2\u4fc2\u3092\u305f\u3069\u3063\u305f\u56de\u7b54\u304c\u96e3\u3057\u3044<\/li>\n<\/ul>\n\n<h3><span id=\"AIAgentic_RAG\">AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08Agentic RAG\uff09\u3078\u306e\u767a\u5c55<\/span><\/h3>\n\n<p>RAG\u306f\u300c\u691c\u7d22\u3057\u3066\u7b54\u3048\u308b\u300d\u3060\u3051\u306e\u6280\u8853\u304b\u3089\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u90e8\u54c1\u3078\u3068\u5f79\u5272\u3092\u5e83\u3052\u3066\u3044\u307e\u3059\u3002AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u76ee\u7684\u306b\u5fdc\u3058\u3066\u81ea\u5f8b\u7684\u306b\u30c4\u30fc\u30eb\u3092\u547c\u3073\u51fa\u3057\u3001\u8907\u6570\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u4f5c\u696d\u3092\u9032\u3081\u308bAI\u3067\u3059\u3002<\/p>\n\n<p>\u305d\u306e\u4e2d\u3067RAG\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5fc5\u8981\u306a\u60c5\u5831\u3092\u53d6\u308a\u306b\u884c\u304f\u305f\u3081\u306e\u4e2d\u6838\u30c4\u30fc\u30eb\u3068\u3057\u3066\u7d44\u307f\u8fbc\u307e\u308c\u307e\u3059\u3002\u691c\u7d22\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u6b21\u306e\u884c\u52d5\u3092\u5224\u65ad\u3059\u308b\u3001Agentic RAG\u3068\u547c\u3070\u308c\u308b\u69cb\u6210\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n<p>\u307e\u305f\u3001\u6587\u66f8\u5185\u306e\u4eba\u7269\u3084\u7d44\u7e54\u306e\u95a2\u4fc2\u3092\u30b0\u30e9\u30d5\u69cb\u9020\u3067\u6574\u7406\u3059\u308b\u30b0\u30e9\u30d5RAG\u3082\u3001\u8907\u6570\u6587\u66f8\u3092\u307e\u305f\u3050\u8cea\u554f\u306b\u5f37\u3044\u624b\u6cd5\u3068\u3057\u3066\u7814\u7a76\u304c\u9032\u5c55\u4e2d\u3067\u3059\u3002RAG\u306f\u767a\u5c55\u306e\u9014\u4e0a\u306b\u3042\u308b\u6280\u8853\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<h2><span id=\"RAG-8\">\u30a8\u30f3\u30b8\u30cb\u30a2\u304cRAG\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306b\u62bc\u3055\u3048\u308b\u3079\u304d\u6280\u8853\u3068\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u306e\u5b9f\u614b<\/span><\/h2>\n\n<p><img decoding=\"async\" src=\"https:\/\/flxy.jp\/media\/wp-content\/uploads\/2026\/10\/shutterstock_2709207949-scaled.jpg\" alt=\"\u30c7\u30e5\u30a2\u30eb\u30e2\u30cb\u30bf\u30fc\u306b\u30b3\u30fc\u30c9\u3068\u7ba1\u7406\u753b\u9762\u3092\u6620\u3057\u3066\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3059\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u624b\u5143\" style=\"max-width:100%; height:auto;\"><\/p>\n\n<p>RAG\u306e\u69cb\u7bc9\u3067\u4fa1\u5024\u3092\u51fa\u305b\u308b\u306e\u306f\u3001LLM\u305d\u306e\u3082\u306e\u3088\u308a\u691c\u7d22\u3068\u30c7\u30fc\u30bf\u306e\u8a2d\u8a08\u306b\u5f37\u3044\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3059\u3002\u591a\u304f\u306e\u89e3\u8aac\u8a18\u4e8b\u306f\u5c0e\u5165\u4f01\u696d\u5411\u3051\u306b\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u4f5c\u308b\u5074\u306e\u8996\u70b9\u3067\u5fc5\u8981\u306a\u6280\u8853\u3068\u6848\u4ef6\u306e\u5b9f\u614b\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"LangChainRAG\">LangChain\u306a\u3069\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3063\u305fRAG\u69cb\u7bc9\u306e\u6d41\u308c<\/span><\/h3>\n\n<p>RAG\u306e\u5b9f\u88c5\u3067\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304cLangChain\u3067\u3059\u3002\u6587\u66f8\u306e\u8aad\u307f\u8fbc\u307f\u304b\u3089\u56de\u7b54\u751f\u6210\u307e\u3067\u3092\u90e8\u54c1\u3068\u3057\u3066\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u308b\u305f\u3081\u3001\u4e00\u9023\u306e\u6d41\u308c\u3092\u7d20\u65e9\u304f\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<p>RAG\u306e\u69cb\u7bc9\u306f\u3001\u4e00\u822c\u7684\u306b\u6587\u66f8\u306e\u8aad\u307f\u8fbc\u307f\u30fb\u5206\u5272\u30fb\u30d9\u30af\u30c8\u30eb\u5316\u30fb\u4fdd\u5b58\u30fb\u691c\u7d22\u30fb\u751f\u6210\u3068\u3044\u3063\u305f\u6d41\u308c\u3067\u9032\u307f\u307e\u3059\u3002<\/p>\n\n<ol>\n<li>\u8aad\u307f\u8fbc\u307f: PDF\u3084Web\u30da\u30fc\u30b8\u306a\u3069\u306e\u6587\u66f8\u3092\u8aad\u307f\u8fbc\u3080<\/li>\n<li>\u5206\u5272: \u6587\u66f8\u3092\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272\u3059\u308b<\/li>\n<li>\u30d9\u30af\u30c8\u30eb\u5316: \u5404\u30c1\u30e3\u30f3\u30af\u3092\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3067\u30d9\u30af\u30c8\u30eb\u5316\u3059\u308b<\/li>\n<li>\u4fdd\u5b58: \u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3059\u308b<\/li>\n<li>\u691c\u7d22: \u8cea\u554f\u306b\u8fd1\u3044\u30c1\u30e3\u30f3\u30af\u3092\u691c\u7d22\u3059\u308b<\/li>\n<li>\u751f\u6210: \u691c\u7d22\u7d50\u679c\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u307f\u3001LLM\u3067\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/li>\n<\/ol>\n\n<p>\u307e\u305a\u306f\u6570\u5341\u4ef6\u306e\u6587\u66f8\u3067\u4e00\u9023\u306e\u6d41\u308c\u3092\u52d5\u304b\u3057\u3001\u305d\u306e\u5f8c\u306b\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3084\u691c\u7d22\u65b9\u5f0f\u3092\u8abf\u6574\u3057\u3066\u3044\u304f\u306e\u304c\u8fd1\u9053\u3067\u3059\u3002\u5c0f\u3055\u304f\u4f5c\u3063\u3066\u691c\u8a3c\u3092\u7e70\u308a\u8fd4\u3059\u9032\u3081\u65b9\u304c\u5b9f\u52d9\u3067\u306f\u5b9a\u7740\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"Embedding\">Embedding\u30fb\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u30fb\u30c1\u30e3\u30f3\u30af\u8a2d\u8a08\u306e\u52d8\u6240<\/span><\/h3>\n\n<p>RAG\u306e\u7cbe\u5ea6\u3092\u6c7a\u3081\u308b\u52d8\u6240\u306f\u3001Embedding\uff08\u57cb\u3081\u8fbc\u307f\uff09\u30fb\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u30fb\u30c1\u30e3\u30f3\u30af\u8a2d\u8a08\u306e3\u70b9\u3067\u3059\u3002\u6587\u66f8\u3092\u3069\u306e\u5358\u4f4d\u3067\u5206\u5272\u3059\u308b\u304b\u3067\u3001\u691c\u7d22\u306e\u5f53\u305f\u308a\u3084\u3059\u3055\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n\n<p>\u30c1\u30e3\u30f3\u30af\u304c\u5927\u304d\u3059\u304e\u308b\u3068\u7121\u95a2\u4fc2\u306a\u60c5\u5831\u304c\u6df7\u3056\u308a\u3001\u5c0f\u3055\u3059\u304e\u308b\u3068\u6587\u8108\u304c\u9014\u5207\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u6587\u66f8\u306e\u7a2e\u5225\u3054\u3068\u306b\u9069\u5207\u306a\u5206\u5272\u5358\u4f4d\u3092\u6c7a\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n<p>\u691c\u7d22\u306b\u3064\u3044\u3066\u3082\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3060\u3051\u306b\u983c\u3089\u305a\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3068\u4f75\u7528\u3059\u308b\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u3084\u3001\u691c\u7d22\u7d50\u679c\u3092\u4e26\u3079\u66ff\u3048\u308b\u30ea\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u7cbe\u5ea6\u304c\u4e0a\u304c\u308a\u307e\u3059\u3002\u56de\u7b54\u306e\u6b63\u78ba\u3055\u3092\u5b9a\u91cf\u7684\u306b\u6e2c\u308b\u8a55\u4fa1\u8a2d\u8a08\u3082\u3001\u4f5c\u308b\u5074\u306b\u6b20\u304b\u305b\u306a\u3044\u30b9\u30ad\u30eb\u3067\u3059\u3002<\/p>\n\n<h3><span id=\"RAG-9\">RAG\u95a2\u9023\u306e\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u3067\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u3068\u5358\u4fa1\u306e\u5b9f\u614b<\/span><\/h3>\n\n<p>RAG\u3092\u6271\u3046\u6848\u4ef6\u3067\u4e2d\u5fc3\u3068\u306a\u308b\u8077\u7a2e\u306f\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3059\u3002FLEXY\u3067\u3082\u3053\u308c\u3089\u306e\u9818\u57df\u3067AI\u95a2\u9023\u306e\u6848\u4ef6\u3092\u6271\u3063\u3066\u304a\u308a\u3001RAG\u306e\u69cb\u7bc9\u3084\u751f\u6210AI\u306e\u6d3b\u7528\u3092\u62c5\u3046\u4eba\u6750\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p>\u6c42\u3081\u3089\u308c\u308b\u6280\u8853\u3068\u3057\u3066\u306f\u3001Python\u3084\u30af\u30e9\u30a6\u30c9\u3067RAG\u306e\u691c\u7d22\u57fa\u76e4\u304b\u3089\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u307e\u3067\u7d44\u307f\u7acb\u3066\u3089\u308c\u308b\u5b9f\u88c5\u529b\u304c\u91cd\u8996\u3055\u308c\u308b\u50be\u5411\u306b\u3042\u308a\u307e\u3059\u3002LangChain\u306a\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u7d4c\u9a13\u306b\u52a0\u3048\u3066\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3084\u8a55\u4fa1\u8a2d\u8a08\u306e\u77e5\u8b58\u304c\u3042\u308b\u3068\u5f37\u307f\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<p>RAG\u306f\u7814\u7a76\u3088\u308a\u3082\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5b9f\u88c5\u306e\u9818\u57df\u3067\u9700\u8981\u304c\u5e83\u304c\u3063\u3066\u3044\u307e\u3059\u3002\u793e\u5185\u306e\u6587\u66f8\u3084\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u305f\u3044\u4f01\u696d\u304c\u5897\u3048\u3066\u304a\u308a\u3001\u4f5c\u308b\u5074\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u6d3b\u8e8d\u3067\u304d\u308b\u5834\u9762\u306f\u591a\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<p>RAG\u3092\u6271\u3046LLM\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u5185\u5bb9\u3084\u5e74\u53ce\u3092\u77e5\u308a\u305f\u3044\u65b9\u306f\u3001\u6b21\u306e\u8a18\u4e8b\u304c\u53c2\u8003\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<div class=\"linkcard\"><div class=\"lkc-internal-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/flxy.jp\/media\/article\/37257\"><div class=\"lkc-card\"><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img class=\"lkc-thumbnail-img\" src=\"\/\/flxy.jp\/media\/wp-content\/uploads\/2025\/08\/c8817914686308ab34d4922766c1f70b-150x150.png\" alt=\"\" \/><\/figure><div class=\"lkc-title\"><div class=\"lkc-title-text\">LLM\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\uff1f\u9ad8\u5e74\u53ce\u304c\u898b\u8fbc\u307e\u308c\u308b\u8077\u7a2e\u306e\u4ed5\u4e8b\u5185\u5bb9\u3084\u5fc5\u8981\u30b9\u30ad\u30eb\u3092\u7d39\u4ecb<\/div><\/div><div class=\"lkc-excerpt\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u6d3b\u7528\u3057\u3066\u30d3\u30b8\u30cd\u30b9\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308bLLM\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u73fe\u4ee3\u306e\u4f01\u696d\u6d3b\u52d5\u306b\u6b20\u304b\u305b\u306a\u3044\u5b58\u5728\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001LLM\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u5185\u5bb9\u3084\u5e73\u5747\u5e74\u53ce\u3001\u5fc5\u8981\u30b9\u30ad\u30eb\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002\u5e74\u53ce\u30fb\u5358\u4fa1\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e\u65b9\u6cd5\u3084LLM\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5c06\u6765\u6027\u3001\u305d\u306e\u5148\u306e\u30ad\u30e3\u30ea\u30a2\u306b\u3064\u3044\u3066\u3082\u307e\u3068\u3081\u3066\u3044\u308b\u306e\u3067\u3001LLM\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u76ee\u6307\u3057\u3066\u3044\u308b\u521d\u5fc3\u8005\u3060\u3051\u3067\u306a\u304f\u3001\u3059\u3067\u306b\u6d3b\u8e8d\u3057\u3066\u3044\u308b\u65b9\u306b\u3082\u5f79\u7acb\u3064\u60c5\u5831\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002LLM\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u95a2\u5fc3\u306e\u3042\u308b\u65b9\u306f\u3001\u305c\u3072\u6700\u5f8c\u307e\u3067\u3054\u89a7\u304f\u3060\u3055\u3044\u3002\u3082\u3057\u3001LLM\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u3001\u52b9\u7387\u3088\u304f\u6848\u4ef6\u3092\u7372\u5f97\u3057\u305f\u3044\u3068\u304a\u8003\u3048\u306a\u3089...<\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n\n<p>AI\u9818\u57df\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e74\u53ce\u76f8\u5834\u3082\u3001\u3042\u308f\u305b\u3066\u78ba\u8a8d\u3057\u3066\u304a\u304f\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<div class=\"linkcard\"><div class=\"lkc-internal-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/flxy.jp\/media\/article\/28622\"><div class=\"lkc-card\"><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img class=\"lkc-thumbnail-img\" src=\"\/\/flxy.jp\/media\/wp-content\/uploads\/2023\/08\/ca2dd9d999bdf4d3d3598a3f284f3616-150x150.png\" alt=\"\" \/><\/figure><div class=\"lkc-title\"><div class=\"lkc-title-text\">AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e73\u5747\u5e74\u53ce\u306f? \u30b1\u30fc\u30b9\u5225\u3067\u306e\u7d66\u6599\u30fb\u6848\u4ef6\u5358\u4fa1\u306e\u76f8\u5834\u3068\u53ce\u5165\u30a2\u30c3\u30d7\u306e\u65b9\u6cd5...<\/div><\/div><div class=\"lkc-excerpt\">AI\u6280\u8853\u304c\u793e\u4f1a\u306e\u3042\u3089\u3086\u308b\u5834\u9762\u3067\u6d3b\u7528\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u6ce8\u76ee\u5ea6\u306f\u9ad8\u307e\u308b\u4e00\u65b9\u3067\u3059\u3002AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e74\u53ce\u3084\u3001\u53ce\u5165\u30a2\u30c3\u30d7\u306e\u65b9\u6cd5\u3092\u77e5\u308a\u305f\u3044\u65b9\u3082\u3044\u308b\u3067\u3057\u3087\u3046\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u539a\u751f\u52b4\u50cd\u7701\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304fAI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e73\u5747\u5e74\u53ce\u3092\u7d39\u4ecb\u3057\u3001\u56fd\u5185\u306e\u9ad8\u5e74\u53ce\u4e8b\u4f8b\u3084\u6d77\u5916\u3068\u306e\u6bd4\u8f03\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3084\u6d3e\u9063\u3068\u3044\u3063\u305f\u96c7\u7528\u5f62\u614b\u5225\u306e\u5358\u4fa1\u76f8\u5834\u307e\u3067\u3001\u30b1\u30fc\u30b9\u5225\u306b\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3078\u306e\u8ee2\u8eab\u3084\u526f\u696d\u3001\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u3068\u3044\u3063\u305f\u5177\u4f53\u7684\u306a\u5e74\u53ce\u30a2\u30c3\u30d7\u306e\u65b9\u6cd5\u3082\u7d39\u4ecb\u3059\u308b\u306e\u3067\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u306e\u30ad\u30e3\u30ea\u30a2\u30a2\u30c3\u30d7\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u65b9\u306f\u6700\u5f8c\u307e\u3067\u3054\u89a7\u304f\u3060\u3055...<\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n\n<p><a href=\"https:\/\/flxy.jp\/project\/ai-engineer-pm\">AI\u30a8\u30f3\u30b8\u30cb\u30a2\u30fbPM\u9818\u57df\u306e\u6848\u4ef6\u4e00\u89a7\u3092\u898b\u3066\u307f\u308b &gt;&gt;<\/a><\/p>\n\n<p><a href=\"https:\/\/flxy.jp\/project\/ai-engineer-pm\/ai-application-engineer\">AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u3092\u898b\u3066\u307f\u308b &gt;&gt;<\/a><\/p>\n\n<h2><span id=\"RAG-10\">RAG\u3092\u5b66\u3093\u3060\u5148\u306e\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9<\/span><\/h2>\n\n<p>RAG\u306e\u77e5\u8b58\u306f\u3001AI\u9818\u57df\u306e\u3055\u307e\u3056\u307e\u306a\u8077\u7a2e\u3067\u6d3b\u304b\u305b\u307e\u3059\u3002\u691c\u7d22\u3068\u30c7\u30fc\u30bf\u306e\u8a2d\u8a08\u3068\u3044\u3046RAG\u306e\u4e2d\u6838\u30b9\u30ad\u30eb\u306f\u3001AI\u3092\u696d\u52d9\u306b\u7d44\u307f\u8fbc\u3080\u3042\u3089\u3086\u308b\u5834\u9762\u3067\u6c42\u3081\u3089\u308c\u308b\u305f\u3081\u3067\u3059\u3002\u5b66\u3093\u3060\u5148\u306b\u3069\u3093\u306a\u30ad\u30e3\u30ea\u30a2\u304c\u5e83\u304c\u308b\u306e\u304b\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n<h3><span id=\"RAG-11\">RAG\u30b9\u30ad\u30eb\u304c\u6d3b\u304d\u308b\u8077\u7a2e<\/span><\/h3>\n\n<p>RAG\u30b9\u30ad\u30eb\u304c\u7279\u306b\u6d3b\u304d\u308b\u306e\u306f\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u3001LLM\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3063\u305f\u8077\u7a2e\u3067\u3059\u3002\u751f\u6210AI\u3092\u81ea\u793e\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u3080\u5f79\u5272\u3092\u62c5\u3046\u305f\u3081\u3001RAG\u306e\u69cb\u7bc9\u7d4c\u9a13\u304c\u76f4\u63a5\u7684\u306a\u5f37\u307f\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<p>\u3053\u308c\u3089\u306e\u8077\u7a2e\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u9078\u5b9a\u304b\u3089\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u5b9f\u88c5\u3001\u8a55\u4fa1\u8a2d\u8a08\u307e\u3067\u5e45\u5e83\u3044\u77e5\u8b58\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002RAG\u3092\u4e00\u901a\u308a\u4f5c\u308c\u308b\u7d4c\u9a13\u306f\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u306e\u5e02\u5834\u4fa1\u5024\u3092\u9ad8\u3081\u308b\u571f\u53f0\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<h3><span id=\"AI-2\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066AI\u6848\u4ef6\u306b\u643a\u308f\u308b\u306b\u306f<\/span><\/h3>\n\n<p>\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066AI\u6848\u4ef6\u306b\u643a\u308f\u308b\u306b\u306f\u3001\u5b9f\u88c5\u529b\u3092\u793a\u305b\u308b\u5b9f\u7e3e\u3092\u7a4d\u3080\u3053\u3068\u304c\u8fd1\u9053\u3067\u3059\u3002\u5c0f\u898f\u6a21\u306aRAG\u3092\u81ea\u5206\u3067\u69cb\u7bc9\u3057\u3001\u691c\u7d22\u7cbe\u5ea6\u306e\u6539\u5584\u3084\u8a55\u4fa1\u306e\u5de5\u592b\u3092\u5177\u4f53\u7684\u306b\u8a9e\u308c\u308b\u3088\u3046\u306b\u3057\u3066\u304a\u304f\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<p>\u8cc7\u683c\u3067\u30b9\u30ad\u30eb\u3092\u5ba2\u89b3\u7684\u306b\u793a\u3059\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002AI\u9818\u57df\u306e\u8cc7\u683c\u3092\u53d6\u5f97\u3057\u3066\u304a\u304f\u3068\u3001\u7d4c\u9a13\u306e\u88cf\u4ed8\u3051\u3068\u3057\u3066\u5f79\u7acb\u3064\u5834\u9762\u3082\u3042\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<p>AI\u30b9\u30ad\u30eb\u3092\u8a3c\u660e\u3057\u305f\u3044\u65b9\u5411\u3051\u306b\u3001\u304a\u3059\u3059\u3081\u306e\u8cc7\u683c\u3092\u6b21\u306e\u8a18\u4e8b\u3067\u307e\u3068\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<div class=\"linkcard\"><div class=\"lkc-internal-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/flxy.jp\/media\/article\/34716\"><div class=\"lkc-card\"><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img class=\"lkc-thumbnail-img\" src=\"\/\/flxy.jp\/media\/wp-content\/uploads\/2025\/01\/c58f6c351f6eb71aa321417a5a06b7e7-150x150.png\" alt=\"\" \/><\/figure><div class=\"lkc-title\"><div class=\"lkc-title-text\">AI\u8cc7\u683c\u304a\u3059\u3059\u308110\u9078\uff5c\u53d6\u5f97\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u3084\u52c9\u5f37\u65b9\u6cd5\u3092\u7d39\u4ecb<\/div><\/div><div class=\"lkc-excerpt\">\u3055\u307e\u3056\u307e\u306a\u56e3\u4f53\u304cAI\u306b\u95a2\u9023\u3059\u308b\u8cc7\u683c\u8a66\u9a13\u3092\u5b9f\u65bd\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u300c\u3069\u308c\u304c\u5b9f\u52d9\u306b\u5f79\u7acb\u3064\u306e\u304b\u308f\u304b\u3089\u306a\u3044\u300d\u300c\u53d6\u5f97\u306e\u512a\u5148\u9806\u4f4d\u304c\u308f\u304b\u3089\u306a\u3044\u300d\u306a\u3069\u3068\u60a9\u3080\u65b9\u306f\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002AI\u5206\u91ce\u3067\u30ad\u30e3\u30ea\u30a2\u30a2\u30c3\u30d7\u3092\u76ee\u6307\u3057\u3066\u3044\u304d\u305f\u3044\u65b9\u306b\u5411\u3051\u3066\u3001\u304a\u3059\u3059\u3081\u306eAI\u8cc7\u683c\u3084\u53d6\u5f97\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u3001\u5177\u4f53\u7684\u306a\u52c9\u5f37\u65b9\u6cd5\u306a\u3069\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002\u5b66\u7fd2\u306e\u52aa\u529b\u3092\u3001\u30ad\u30e3\u30ea\u30a2\u306e\u9078\u629e\u80a2\u306b\u3002\u53d6\u5f97\u5f8c\u306e\u30ad\u30e3\u30ea\u30a2\u3092\u7121\u6599\u76f8\u8ac7\u3067\u63cf\u3051\u307e\u3059\u7121\u6599\u30ad\u30e3\u30ea\u30a2\u76f8\u8ac7\u3092\u7533\u3057\u8fbc\u3080AI\u8cc7\u683c\u304a\u3059\u3059\u308110\u9078AI\u8cc7\u683c\u306b\u306f\u3001\u57fa\u790e\u77e5\u8b58\u3092\u554f\u3046\u521d\u5b66\u8005\u5411\u3051\u306e\u3082\u306e\u304b\u3089\u3001\u5c02\u9580\u77e5\u8b58\u3092\u554f\u3046\u4e0a\u7d1a\u8005\u5411\u3051\u306e\u3082\u306e\u307e\u3067\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u304c...<\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n\n<h2><span id=\"AIFLEXY\">AI\u6848\u4ef6\u306b\u643a\u308f\u308b\u306a\u3089FLEXY\uff08\u30d5\u30ec\u30ad\u30b7\u30fc\uff09\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044<\/span><\/h2>\n\n<p>RAG\u3084AI\u9818\u57df\u306e\u77e5\u898b\u3092\u6d3b\u304b\u305b\u308b\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u3092\u63a2\u3059\u306a\u3089\u3001\u30cf\u30a4\u30b9\u30ad\u30eb\u306a\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u4eba\u6750\u3068\u4f01\u696d\u3092\u3064\u306a\u3050\u30b5\u30fc\u30d3\u30b9FLEXY\uff08\u30d5\u30ec\u30ad\u30b7\u30fc\uff09\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002FLEXY\u306fAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3063\u305fAI\u9818\u57df\u306e\u6848\u4ef6\u3092\u6271\u3063\u3066\u304a\u308a\u3001RAG\u306e\u69cb\u7bc9\u3084\u751f\u6210AI\u306e\u6d3b\u7528\u306b\u95a2\u308f\u308b\u4ed5\u4e8b\u306b\u51fa\u4f1a\u3048\u307e\u3059\u3002<\/p>\n\n<p>\u5c02\u4efb\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30d2\u30a2\u30ea\u30f3\u30b0\u306b\u57fa\u3065\u304d\u3001\u3042\u306a\u305f\u306e\u30b9\u30ad\u30eb\u306b\u5408\u3063\u305f\u6848\u4ef6\u3092\u3054\u7d39\u4ecb\u3002\u30ad\u30e3\u30ea\u30a2\u306e\u76f8\u8ac7\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u4eca\u5f8c\u306e\u65b9\u5411\u6027\u3092\u4e00\u7dd2\u306b\u8003\u3048\u305f\u3044\u65b9\u306b\u3082\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u767b\u9332\u306f\u7121\u6599\u3067\u3001<a href=\"https:\/\/flxy.jp\/lp\/lp001\">FLEXY\uff08\u30d5\u30ec\u30ad\u30b7\u30fc\uff09<\/a>\u306b\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n<p><a href=\"https:\/\/flxy.jp\/project\/ai-engineer-pm\">AI\u30a8\u30f3\u30b8\u30cb\u30a2\u30fbPM\u9818\u57df\u306e\u6848\u4ef6\u4e00\u89a7\u3092\u898b\u3066\u307f\u308b &gt;&gt;<\/a><\/p>\n\n<h2><span id=\"i-10\">\u307e\u3068\u3081<\/span><\/h2>\n\n<p>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\u3001\u751f\u6210AI\u304c\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u6839\u62e0\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u53e4\u3055\u3001\u793e\u5185\u60c5\u5831\u306e\u4e0d\u8db3\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3068\u3044\u3046\u751f\u6210AI\u306e\u5f31\u70b9\u3092\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u76f4\u3055\u305a\u306b\u88dc\u3048\u307e\u3059\u3002\u4ed5\u7d44\u307f\u306f\u691c\u7d22\u30fb\u62e1\u5f35\u30fb\u751f\u6210\u306e3\u30d5\u30a7\u30fc\u30ba\u3067\u6574\u7406\u3067\u304d\u3001\u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\u3084\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306a\u3069\u5e45\u5e83\u3044\u696d\u52d9\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p>\u6210\u679c\u3092\u5de6\u53f3\u3059\u308b\u306e\u306f\u30e2\u30c7\u30eb\u3067\u306f\u306a\u304f\u3001\u691c\u7d22\u3068\u30c7\u30fc\u30bf\u306e\u8a2d\u8a08\u3067\u3059\u3002\u30c1\u30e3\u30f3\u30af\u8a2d\u8a08\u3084\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3001\u8a55\u4fa1\u8a2d\u8a08\u3068\u3044\u3063\u305f\u30b9\u30ad\u30eb\u3092\u6301\u3064\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u6d3b\u8e8d\u3067\u304d\u308b\u9818\u57df\u3068\u3044\u3048\u307e\u3059\u3002RAG\u3092\u4f7f\u3046\u5074\u304b\u3089\u4f5c\u308b\u5074\u3078\u8e0f\u307f\u51fa\u3057\u305f\u3044\u65b9\u306f\u3001\u307e\u305a\u306f\u5c0f\u898f\u6a21\u306a\u5b9f\u88c5\u3067\u4e00\u9023\u306e\u6d41\u308c\u3092\u4f53\u9a13\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u304b\u3089\u30b3\u30d4\u30fc-->\n\n<div class=\"cta-btn-box\" data-cta-group=\"G1\" data-cta-variant=\"A\">\n<p>\u6848\u4ef6\u63a2\u3057\u306e\u60a9\u307f\u4ea4\u6e09\u306e\u4e0d\u5b89\u3001\u5c02\u4efb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5168\u3066\u30b5\u30dd\u30fc\u30c8<\/p>\n<a href=\"https:\/\/flxy.jp\/form\/expert\/input\" class=\"cta-btn-01\" data-cta-group=\"G1\" data-cta-variant=\"A\" data-cta-position=\"end\">\u4eca\u3059\u3050\u7121\u6599\u30ad\u30e3\u30ea\u30a2\u76f8\u8ac7\u3092\u7533\u3057\u8fbc\u3080<\/a>\n<\/div>\n\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u307e\u3067\u30b3\u30d4\u30fc-->\n","protected":false},"excerpt":{"rendered":"<p>RAG\u3068\u306f\u4f55\u304b\u3092\u5b9a\u7fa9\u3068\u8aad\u307f\u65b9\u304b\u3089\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u5f93\u6765\u306e\u751f\u6210AI\u3068\u306e\u9055\u3044\u3001\u691c\u7d22\u30fb\u62e1\u5f35\u30fb\u751f\u6210\u306e\u4ed5\u7d44\u307f\u3001\u793e\u5185\u6d3b\u7528\u4f8b\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u4f7f\u3044\u5206\u3051\u3001\u5b9f\u88c5\u30fb\u904b\u7528\u306e\u6ce8\u610f\u70b9\u307e\u3067\u30a8\u30f3\u30b8\u30cb\u30a2\u8996\u70b9\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>","protected":false},"author":60,"featured_media":39514,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[7,722],"top":[],"infeed":[],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/flxy.jp\/media\/wp-json\/wp\/v2\/posts\/39512"}],"collection":[{"href":"https:\/\/flxy.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/flxy.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/flxy.jp\/media\/wp-json\/wp\/v2\/users\/60"}],"replies":[{"embeddable":true,"href":"https:\/\/flxy.jp\/media\/wp-json\/wp\/v2\/comments?post=39512"}],"version-history":[{"count":5,"href":"https:\/\/flxy.jp\/media\/wp-json\/wp\/v2\/posts\/39512\/revisions"}],"predecessor-version":[{"id":39532,"href":"https:\/\/flxy.jp\/media\/wp-json\/wp\/v2\/posts\/39512\/revisions\/39532"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flxy.jp\/media\/wp-json\/wp\/v2\/media\/39514"}],"wp:attachment":[{"href":"https:\/\/flxy.jp\/media\/wp-json\/wp\/v2\/media?parent=39512"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flxy.jp\/media\/wp-json\/wp\/v2\/categories?post=39512"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flxy.jp\/media\/wp-json\/wp\/v2\/tags?post=39512"},{"taxonomy":"top","embeddable":true,"href":"https:\/\/flxy.jp\/media\/wp-json\/wp\/v2\/top?post=39512"},{"taxonomy":"infeed","embeddable":true,"href":"https:\/\/flxy.jp\/media\/wp-json\/wp\/v2\/infeed?post=39512"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}