{"id":2285,"date":"2025-10-02T16:17:07","date_gmt":"2025-10-02T07:17:07","guid":{"rendered":"https:\/\/twostone-s.com\/columns\/?p=2285"},"modified":"2026-02-25T12:56:06","modified_gmt":"2026-02-25T03:56:06","slug":"ai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88%e3%81%a8rag%e3%81%a8%e3%81%af%ef%bc%9f%e6%a6%82%e8%a6%81%e3%83%bb%e3%83%a1%e3%83%aa%e3%83%83%e3%83%88%e3%83%bb%e6%b4%bb%e7%94%a8%e4%ba%8b","status":"publish","type":"post","link":"https:\/\/twostone-s.com\/columns\/ai\/ai-basics\/2285\/","title":{"rendered":"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068RAG\u3068\u306f\uff1f\u6982\u8981\u30fb\u30e1\u30ea\u30c3\u30c8\u30fb\u6d3b\u7528\u4e8b\u4f8b\u307e\u3068\u3081"},"content":{"rendered":"\n<p>\u4f01\u696d\u6d3b\u52d5\u306e\u73fe\u5834\u3067\u306f\u3001\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306e\u8ca0\u8377\u5897\u5927\u3001\u696d\u52d9\u30ca\u30ec\u30c3\u30b8\u306e\u5c5e\u4eba\u5316\u3001\u60c5\u5831\u306e\u6d3b\u7528\u4e0d\u8db3\u3068\u3044\u3063\u305f\u8ab2\u984c\u304c\u9577\u5e74\u5b58\u5728\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u8fd1\u5e74\u3067\u306f\u696d\u52d9\u306e\u591a\u69d8\u5316\u30fb\u9ad8\u5ea6\u5316\u304c\u9032\u3080\u306a\u304b\u3067\u3001\u300c\u6b63\u78ba\u304b\u3064\u5373\u6642\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u696d\u52d9\u652f\u63f4\u300d\u306e\u30cb\u30fc\u30ba\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u80cc\u666f\u3067\u3001\u4eca\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304cAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068RAG\uff08Retrieval-Augmented Generation\uff09\u3068\u547c\u3070\u308c\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068RAG\u306e\u57fa\u672c\u6982\u8981\u304b\u3089\u3001\u305d\u308c\u305e\u308c\u306e\u30e1\u30ea\u30c3\u30c8\u3001\u7d44\u307f\u5408\u308f\u305b\u305f\u6d3b\u7528\u306b\u3088\u308b\u52b9\u679c\u3001\u5c0e\u5165\u624b\u9806\u3001\u3055\u3089\u306b\u306f\u5148\u9032\u4f01\u696d\u306b\u3088\u308b\u6d3b\u7528\u4e8b\u4f8b\u307e\u3067\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u308c\u304b\u3089\u696d\u52d9\u306e\u30c7\u30b8\u30bf\u30eb\u5316\u3092\u9032\u3081\u305f\u3044\u4f01\u696d\u306e\u62c5\u5f53\u8005\u306b\u3068\u3063\u3066\u3001\u5b9f\u8df5\u7684\u306a\u30d2\u30f3\u30c8\u3092\u5f97\u3089\u308c\u308b\u5185\u5bb9\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068RAG\u3068\u306f\uff1f<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"563\" src=\"https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576020-1.jpeg\" alt=\"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u304a\u3051\u308bRAG\u306e\u30a4\u30e1\u30fc\u30b8\" class=\"wp-image-2288\" srcset=\"https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576020-1.jpeg 1000w, https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576020-1-300x169.jpeg 300w, https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576020-1-768x432.jpeg 768w, https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576020-1-290x163.jpeg 290w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" 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class=\"wp-block-heading\">AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306f<\/h3>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u3067\u30e6\u30fc\u30b6\u30fc\u3068\u5bfe\u8a71\u3057\u306a\u304c\u3089\u696d\u52d9\u3092\u652f\u63f4\u3059\u308b\u4eee\u60f3\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\u751f\u6210AI\uff08Generative AI\uff09\u306e\u6280\u8853\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u304a\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u5f62\u5f0f\u3067\u8cea\u554f\u306b\u7b54\u3048\u305f\u308a\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u30fb\u6574\u7406\u3057\u305f\u308a\u3001\u5b9a\u578b\u696d\u52d9\u3092\u81ea\u52d5\u3067\u5b9f\u884c\u3057\u305f\u308a\u3059\u308b\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u52d9\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u793e\u5185\u306eFAQ\u5bfe\u5fdc\u3001\u55b6\u696d\u8cc7\u6599\u306e\u4f5c\u6210\u88dc\u52a9\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u5bfe\u5fdc\u306a\u3069\u3001\u591a\u5c90\u306b\u308f\u305f\u308b\u30b7\u30fc\u30f3\u3067\u5c0e\u5165\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u3053\u308c\u307e\u3067\u4eba\u624b\u306b\u983c\u3063\u3066\u3044\u305f\u696d\u52d9\u306e\u4e00\u90e8\u3092\u81ea\u52d5\u5316\u3067\u304d\u308b\u305f\u3081\u3001\u696d\u52d9\u52b9\u7387\u5316\u3084\u30b3\u30b9\u30c8\u524a\u6e1b\u304c\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001\u8fd1\u5e74\u3067\u306fAPI\u3084RPA\u3068\u306e\u9023\u643a\u306b\u3088\u308a\u3001\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u3092\u6a2a\u65ad\u7684\u306b\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u9ad8\u5ea6\u306aAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3082\u767b\u5834\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udca1 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Generation\uff09\u3068\u306f\u3001\u300c\u691c\u7d22\uff08Retrieval\uff09\u300d\u3068\u300c\u751f\u6210\uff08Generation\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u751f\u6210AI\u306e\u9ad8\u5ea6\u5316\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u901a\u5e38\u306e\u751f\u6210AI\u306f\u3001\u3042\u3089\u304b\u3058\u3081\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u304c\u3001\u305d\u306e\u60c5\u5831\u306f\u56fa\u5b9a\u3055\u308c\u3066\u304a\u308a\u3001\u6700\u65b0\u306e\u60c5\u5831\u3084\u793e\u5185\u9650\u5b9a\u306e\u60c5\u5831\u3092\u6271\u3046\u306e\u304c\u82e6\u624b\u3068\u3044\u3046\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>RAG\u3067\u306f\u3001\u751f\u6210AI\u304c\u56de\u7b54\u3092\u51fa\u3059\u524d\u306b\u3001\u5916\u90e8\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\uff08\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084FAQ\u30c7\u30fc\u30bf\u306a\u3069\uff09\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u57fa\u306b\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6700\u65b0\u304b\u3064\u4f01\u696d\u72ec\u81ea\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u5fdc\u7b54\u304c\u671f\u5f85\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306a\u4f8b\u3068\u3057\u3066\u306f\u3001\u793e\u5185\u306e\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u304b\u3089\u95a2\u9023\u30da\u30fc\u30b8\u3092\u81ea\u52d5\u3067\u53c2\u7167\u3057\u306a\u304c\u3089\u56de\u7b54\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u3001\u904e\u53bb\u306e\u8b70\u4e8b\u9332\u3092\u57fa\u306b\u793e\u5185Q&amp;A\u3092\u751f\u6210\u3059\u308bAI\u30c4\u30fc\u30eb\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 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class=\"wp-block-heading\">AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5c0e\u5165\u306f\u3001\u5358\u306a\u308b\u696d\u52d9\u652f\u63f4\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u7d44\u7e54\u5168\u4f53\u306e\u696d\u52d9\u52b9\u7387\u5316\u30fb\u5bfe\u5fdc\u54c1\u8cea\u306e\u5411\u4e0a\u30fb\u30ca\u30ec\u30c3\u30b8\u5171\u6709\u306e\u4fc3\u9032\u3068\u3044\u3063\u305f\u591a\u65b9\u9762\u306b\u308f\u305f\u308b\u30e1\u30ea\u30c3\u30c8\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u52a0\u3048\u3066\u3001\u5c5e\u4eba\u5316\u306e\u89e3\u6d88\u3084\u60c5\u5831\u306e\u4e00\u5143\u5316\u3001\u5f93\u696d\u54e1\u306e\u8ca0\u62c5\u8efd\u6e1b\u3068\u3044\u3063\u305f\u52b9\u679c\u3082\u671f\u5f85\u3067\u304d\u3001\u50cd\u304d\u65b9\u6539\u9769\u3084DX\u63a8\u9032\u306e\u57fa\u76e4\u6574\u5099\u306b\u3082\u3064\u306a\u304c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4ee3\u8868\u7684\u306a3\u3064\u306e\u30e1\u30ea\u30c3\u30c8\u306b\u3064\u3044\u3066\u3001\u5177\u4f53\u4f8b\u3068\u3068\u3082\u306b\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2460\u696d\u52d9\u52b9\u7387\u306e\u5411\u4e0a\u3068\u81ea\u52d5\u5316<\/h3>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u5b9a\u578b\u7684\u306a\u696d\u52d9\u306e\u81ea\u52d5\u5316\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u4eba\u7684\u30ea\u30bd\u30fc\u30b9\u306e\u6700\u9069\u914d\u5206\u304c\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u793e\u5185\u306e\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3084\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u306e\u53c2\u7167\u5bfe\u5fdc\u3068\u3044\u3063\u305f\u300c\u7e70\u308a\u8fd4\u3057\u696d\u52d9\u300d\u306f\u3001\u591a\u304f\u306e\u5f93\u696d\u54e1\u304c\u6642\u9593\u3092\u53d6\u3089\u308c\u304c\u3061\u306a\u4f5c\u696d\u3067\u3059\u3002AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u3053\u308c\u3089\u306e\u8cea\u554f\u306b\u5373\u5ea7\u306b\u5bfe\u5fdc\u3067\u304d\u3001\u62c5\u5f53\u8005\u306e\u5de5\u6570\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u55b6\u696d\u65e5\u5831\u306e\u4f5c\u6210\u3001\u4f1a\u8b70\u8b70\u4e8b\u9332\u306e\u8981\u7d04\u3001\u9867\u5ba2\u60c5\u5831\u306e\u6574\u7406\u306a\u3069\u3082AI\u306b\u3088\u3063\u3066\u52b9\u7387\u5316\u3055\u308c\u3001\u4eba\u9593\u304c\u672c\u6765\u6ce8\u529b\u3059\u3079\u304d\u4f01\u753b\u3084\u6226\u7565\u696d\u52d9\u306b\u96c6\u4e2d\u3067\u304d\u308b\u74b0\u5883\u3092\u6574\u3048\u3089\u308c\u308b\u306e\u3082\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u696d\u52d9\u5168\u4f53\u306e\u6d41\u308c\u3092\u30b9\u30e0\u30fc\u30ba\u306b\u3057\u3001\u751f\u7523\u6027\u306e\u5e95\u4e0a\u3052\u306b\u8ca2\u732e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udca1 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class=\"wp-block-heading\">\u246124\u6642\u9593\u5bfe\u5fdc\u306e\u4eee\u60f3\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3068\u3057\u3066\u6a5f\u80fd<\/h3>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u6642\u9593\u3084\u5834\u6240\u306b\u7e1b\u3089\u308c\u305a\u306b\u7a3c\u50cd\u3067\u304d\u308b\u306e\u3082\u5927\u304d\u306a\u5f37\u307f\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5f93\u6765\u306f\u4eba\u54e1\u78ba\u4fdd\u304c\u96e3\u3057\u304b\u3063\u305f\u591c\u9593\u30fb\u4f11\u65e5\u5bfe\u5fdc\u3084\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u5c55\u958b\u306b\u4f34\u3046\u30bf\u30a4\u30e0\u30be\u30fc\u30f3\u306e\u9055\u3044\u306b\u3082\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u73fe\u5834\u3067\u306f\u3001\u55b6\u696d\u6642\u9593\u5916\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3057\u3066\u3082AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5373\u5ea7\u306b\u56de\u7b54\u3059\u308b\u3053\u3068\u3067\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a\u304c\u898b\u8fbc\u3081\u307e\u3059\u3002\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u6709\u4eba\u5bfe\u5fdc\u3078\u306e\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u3082\u53ef\u80fd\u306a\u305f\u3081\u3001\u30b5\u30dd\u30fc\u30c8\u4f53\u5236\u306e\u54c1\u8cea\u3092\u4fdd\u3061\u306a\u304c\u3089\u5bfe\u5fdc\u30b9\u30d4\u30fc\u30c9\u3092\u5411\u4e0a\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u793e\u5185\u696d\u52d9\u306b\u304a\u3044\u3066\u3082\u300124\u6642\u9593\u5229\u7528\u53ef\u80fd\u306aAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u30eb\u30fc\u30eb\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u3067\u3001\u6025\u306a\u30c8\u30e9\u30d6\u30eb\u3084\u78ba\u8a8d\u4f5c\u696d\u306b\u8fc5\u901f\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u4f53\u5236\u304c\u6574\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2462\u5c5e\u4eba\u5316\u306e\u89e3\u6d88\u3068\u30ca\u30ec\u30c3\u30b8\u306e\u5171\u6709<\/h3>\n\n\n\n<p>\u696d\u52d9\u30ce\u30a6\u30cf\u30a6\u3084\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306e\u5185\u5bb9\u304c\u3001\u7279\u5b9a\u306e\u62c5\u5f53\u8005\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u72b6\u614b\uff08\u5c5e\u4eba\u5316\uff09\u306f\u3001\u591a\u304f\u306e\u7d44\u7e54\u304c\u62b1\u3048\u308b\u8ab2\u984c\u3067\u3059\u3002AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u3053\u306e\u300c\u4eba\u306b\u4f9d\u5b58\u3059\u308b\u696d\u52d9\u77e5\u8b58\u300d\u3092\u53ef\u8996\u5316\u30fb\u69cb\u9020\u5316\u3057\u3001\u5168\u793e\u3067\u5171\u6709\u53ef\u80fd\u306b\u3059\u308b\u4ed5\u7d44\u307f\u3092\u62c5\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\u306b\u304a\u3044\u3066\u3001\u30d9\u30c6\u30e9\u30f3\u793e\u54e1\u304c\u84c4\u7a4d\u3057\u3066\u304d\u305f\u5bfe\u5fdc\u30ce\u30a6\u30cf\u30a6\u3092\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3068\u3057\u3066AI\u306b\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u8ab0\u3067\u3082\u305d\u306e\u77e5\u898b\u3092\u6d3b\u7528\u3067\u304d\u308b\u74b0\u5883\u304c\u6574\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u77e5\u8b58\u306e\u7d99\u627f\u3084\u6559\u80b2\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u306b\u3082\u3064\u306a\u304c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001\u65b0\u5165\u793e\u54e1\u3084\u7570\u52d5\u8005\u3067\u3082\u3059\u3050\u306b\u60c5\u5831\u3078\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u305f\u3081\u3001\u30b9\u30e0\u30fc\u30ba\u306a\u30aa\u30f3\u30dc\u30fc\u30c7\u30a3\u30f3\u30b0\u3084\u696d\u52d9\u7acb\u3061\u4e0a\u304c\u308a\u306e\u65e9\u671f\u5316\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u7d44\u7e54\u5185\u306e\u77e5\u898b\u3092\u8cc7\u7523\u3068\u3057\u3066\u6d3b\u304b\u3057\u3001\u696d\u52d9\u306e\u6a19\u6e96\u5316\u30fb\u5e73\u6e96\u5316\u3092\u63a8\u9032\u3059\u308b\u5f79\u5272\u3082\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u306e\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<p>RAG\uff08Retrieval-Augmented Generation\uff09\u306f\u3001\u8fd1\u5e74\u6025\u901f\u306b\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u751f\u6210AI\u306e\u5fdc\u7528\u6280\u8853\u306e\u3072\u3068\u3064\u3067\u3059\u3002\u751f\u6210AI\u306e\u5229\u4fbf\u6027\u3092\u6d3b\u304b\u3057\u3064\u3064\u3001\u4f01\u696d\u3054\u3068\u306e\u696d\u52d9\u8ab2\u984c\u3084\u60c5\u5831\u6d3b\u7528\u306b\u6700\u9069\u5316\u3067\u304d\u308b\u70b9\u304c\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3068\u9023\u643a\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u5b9f\u52d9\u306b\u5373\u3057\u305f\u5f62\u3067AI\u3092\u6d3b\u7528\u3067\u304d\u308b\u306e\u304c\u5927\u304d\u306a\u7279\u9577\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001RAG\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u5f97\u3089\u308c\u308b3\u3064\u306e\u4e3b\u8981\u306a\u30e1\u30ea\u30c3\u30c8\u3092\u5177\u4f53\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2460\u6b63\u78ba\u3067\u4e00\u8cab\u6027\u306e\u3042\u308b\u56de\u7b54\u751f\u6210\u304c\u53ef\u80fd<\/h3>\n\n\n\n<p>\u5f93\u6765\u306e\u751f\u6210AI\u306f\u3001\u5927\u91cf\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u81ea\u7136\u306a\u6587\u7ae0\u3092\u51fa\u529b\u3067\u304d\u308b\u53cd\u9762\u3001\u6700\u65b0\u60c5\u5831\u3084\u7279\u5b9a\u9818\u57df\u306e\u77e5\u8b58\u306b\u5bfe\u3057\u3066\u6b63\u78ba\u3055\u3092\u6b20\u304f\u3053\u3068\u304c\u8ab2\u984c\u3068\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>RAG\u306f\u3001\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u524d\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u300c\u691c\u7d22\uff08Retrieval\uff09\u300d\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u5143\u306b\u300c\u751f\u6210\uff08Generation\uff09\u300d\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u3088\u308a\u6b63\u78ba\u6027\u306e\u9ad8\u3044\u56de\u7b54\u3092\u5f97\u3089\u308c\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3084FAQ\u3092\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3068\u3057\u3066\u6d3b\u7528\u3059\u308c\u3070\u3001AI\u304c\u5e38\u306b\u4fe1\u983c\u3067\u304d\u308b\u60c5\u5831\u6e90\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3092\u51fa\u305b\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5229\u7528\u8005\u3054\u3068\u306b\u56de\u7b54\u5185\u5bb9\u304c\u3070\u3089\u3064\u304f\u3068\u3044\u3063\u305f\u4e0d\u5b89\u3082\u89e3\u6d88\u3055\u308c\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306e\u5411\u4e0a\u306b\u3064\u306a\u304c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2461hallucination\uff08\u865a\u507d\u751f\u6210\uff09\u306e\u6291\u5236<\/h3>\n\n\n\n<p>\u751f\u6210AI\u306b\u304a\u3051\u308b\u4ee3\u8868\u7684\u306a\u554f\u984c\u306e\u3072\u3068\u3064\u304c\u300challucination\uff08\u5e7b\u899a\uff09\u300d\u3068\u547c\u3070\u308c\u308b\u73fe\u8c61\u3067\u3059\u3002\u3053\u308c\u306f\u3001AI\u304c\u5b58\u5728\u3057\u306a\u3044\u4e8b\u5b9f\u3092\u3042\u305f\u304b\u3082\u771f\u5b9f\u306e\u3088\u3046\u306b\u751f\u6210\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u3067\u3001\u696d\u52d9\u4e0a\u306e\u30ea\u30b9\u30af\u306b\u3064\u306a\u304c\u308b\u6050\u308c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>RAG\u3067\u306f\u3001\u60c5\u5831\u306e\u51fa\u5178\u3092\u691c\u7d22\u30d7\u30ed\u30bb\u30b9\u3067\u7279\u5b9a\u3057\u3066\u304b\u3089\u751f\u6210\u51e6\u7406\u306b\u9032\u3080\u305f\u3081\u3001AI\u304c\u52dd\u624b\u306b\u5185\u5bb9\u3092\u60f3\u50cf\u3059\u308b\u53ef\u80fd\u6027\u304c\u4f4e\u4e0b\u3059\u308b\u3067\u3057\u3087\u3046\u3002\u691c\u7d22\u5bfe\u8c61\u3068\u3057\u3066\u8a2d\u5b9a\u3059\u308b\u30ca\u30ec\u30c3\u30b8\u30bd\u30fc\u30b9\u304c\u4fe1\u983c\u3067\u304d\u308b\u3082\u306e\u3067\u3042\u308c\u3070\u3042\u308b\u307b\u3069\u3001\u51fa\u529b\u3055\u308c\u308b\u56de\u7b54\u306e\u7cbe\u5ea6\u3068\u6b63\u78ba\u6027\u306f\u5411\u4e0a\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2462\u81ea\u793e\u30ca\u30ec\u30c3\u30b8\u306e\u6d3b\u7528\u306b\u3088\u308b\u72ec\u81ea\u6027<\/h3>\n\n\n\n<p>RAG\u306e\u5927\u304d\u306a\u9b45\u529b\u306e\u3072\u3068\u3064\u304c\u3001\u4f01\u696d\u3084\u7d44\u7e54\u304c\u4fdd\u6709\u3059\u308b\u72ec\u81ea\u306e\u30ca\u30ec\u30c3\u30b8\u3092\u6d3b\u7528\u3067\u304d\u308b\u70b9\u3067\u3059\u3002\u6c4e\u7528\u578b\u306e\u751f\u6210AI\u3067\u306f\u96e3\u3057\u304b\u3063\u305f\u3001\u793e\u5185\u6587\u66f8\u30fb\u6280\u8853\u8cc7\u6599\u30fb\u696d\u52d9\u30d5\u30ed\u30fc\u3068\u3044\u3063\u305f\u300c\u500b\u5225\u6027\u306e\u9ad8\u3044\u60c5\u5831\u300d\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3084\u793e\u54e1\u6559\u80b2\u306e\u5834\u9762\u306b\u304a\u3044\u3066\u3001\u81ea\u793e\u5c02\u7528\u306eQ&amp;A\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u691c\u7d22\u5bfe\u8c61\u306b\u3059\u308c\u3070\u3001\u696d\u52d9\u306b\u5fdc\u3058\u305f\u5185\u5bb9\u3067\u56de\u7b54\u3067\u304d\u308bRAG\u578bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4ed6\u793e\u3068\u306e\u5dee\u5225\u5316\u3092\u56f3\u308a\u306a\u304c\u3089\u3001\u52b9\u7387\u7684\u306a\u696d\u52d9\u904b\u7528\u304c\u5b9f\u73fe\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001\u30ca\u30ec\u30c3\u30b8\u306e\u66f4\u65b0\u3082\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u53cd\u6620\u3067\u304d\u308b\u8a2d\u8a08\u306b\u3059\u308c\u3070\u3001\u5e38\u306b\u6700\u65b0\u306e\u60c5\u5831\u3092\u30e6\u30fc\u30b6\u30fc\u306b\u63d0\u4f9b\u3067\u304d\u308b\u4f53\u5236\u3092\u6574\u3048\u3089\u308c\u308b\u306e\u3082\u30e1\u30ea\u30c3\u30c8\u306e1\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udca1 \u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044\uff1a<a href=\"https:\/\/twostone-s.com\/columns\/ai\/ai-basics\/2280\/\" title=\"\">RAG\u3068\u9023\u643a\u3057\u3066\u6b63\u78ba\u306a\u56de\u7b54\u3092\u5c0e\u304d\u51fa\u3059\u300c\u63a8\u8ad6\u6a5f\u80fd\u300d\u306e\u4ed5\u7d44\u307f<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u578bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5c0e\u5165\u30b9\u30c6\u30c3\u30d7<\/h2>\n\n\n\n<p>RAG\u578bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u696d\u52d9\u52b9\u7387\u5316\u3084\u30ca\u30ec\u30c3\u30b8\u6d3b\u7528\u306e\u9ad8\u5ea6\u5316\u304c\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u52b9\u679c\u7684\u306b\u904b\u7528\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u6bb5\u968e\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u5c0e\u5165\u3092\u9032\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5c0e\u5165\u76ee\u7684\u3084\u5bfe\u8c61\u696d\u52d9\u3092\u660e\u78ba\u306b\u3057\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u6574\u5099\u3084\u691c\u8a3c\u30d7\u30ed\u30bb\u30b9\u3092\u8e0f\u3080\u3053\u3068\u3067\u3001\u73fe\u5834\u306b\u5b9a\u7740\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u9577\u671f\u7684\u306a\u6210\u679c\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001RAG\u578bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5c0e\u5165\u306b\u304a\u3051\u308b5\u3064\u306e\u57fa\u672c\u30b9\u30c6\u30c3\u30d7\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d7\u2460\uff1a\u76ee\u7684\u3068\u5bfe\u8c61\u696d\u52d9\u306e\u660e\u78ba\u5316<\/h3>\n\n\n\n<p>\u6700\u521d\u306b\u884c\u3046\u3079\u304d\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5c0e\u5165\u3059\u308b\u76ee\u7684\u3068\u3001\u5bfe\u8c61\u3068\u3059\u308b\u696d\u52d9\u7bc4\u56f2\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u4f55\u3092\u6539\u5584\u3057\u305f\u3044\u306e\u304b\u3001\u3069\u306e\u696d\u52d9\u306bAI\u3092\u9069\u7528\u3057\u305f\u3044\u306e\u304b\u3092\u6574\u7406\u3057\u306a\u3044\u307e\u307e\u5c0e\u5165\u3092\u9032\u3081\u308b\u3068\u3001\u73fe\u5834\u3068\u306e\u30ae\u30e3\u30c3\u30d7\u304c\u751f\u3058\u3066\u5b9a\u7740\u3057\u3065\u3089\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u300c\u793e\u5185\u554f\u3044\u5408\u308f\u305b\u306e\u8ca0\u62c5\u8efd\u6e1b\u300d\u300c\u55b6\u696d\u8cc7\u6599\u306e\u4f5c\u6210\u652f\u63f4\u300d\u300cFAQ\u5bfe\u5fdc\u306e\u81ea\u52d5\u5316\u300d\u306a\u3069\u3001\u5177\u4f53\u7684\u306a\u8ab2\u984c\u3084\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u7d5e\u308a\u8fbc\u3080\u3053\u3068\u304c\u6210\u529f\u3078\u306e\u7b2c\u4e00\u6b69\u3067\u3059\u3002\u95a2\u4fc2\u90e8\u7f72\u3084\u73fe\u5834\u62c5\u5f53\u8005\u3068\u65e9\u671f\u306b\u3059\u308a\u5408\u308f\u305b\u3092\u884c\u3044\u3001\u76ee\u6307\u3059\u3079\u304d\u30b4\u30fc\u30eb\u3092\u5171\u6709\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d7\u2461\uff1a\u5bfe\u8c61\u30c7\u30fc\u30bf\u306e\u6574\u5099<\/h3>\n\n\n\n<p>\u6b21\u306b\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6d3b\u7528\u3059\u308b\u30ca\u30ec\u30c3\u30b8\u30c7\u30fc\u30bf\uff08\u4f8b\uff1a\u793e\u5185FAQ\u3001\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u3001\u4ed5\u69d8\u66f8\u3001\u8b70\u4e8b\u9332\u306a\u3069\uff09\u3092\u53ce\u96c6\u30fb\u6574\u7406\u3057\u307e\u3059\u3002RAG\u3067\u306f\u3001\u3053\u306e\u30ca\u30ec\u30c3\u30b8\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u5bfe\u8c61\u3068\u3059\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u8cea\u3068\u69cb\u9020\u304c\u56de\u7b54\u7cbe\u5ea6\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u6574\u5099\u306e\u969b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u524d\u51e6\u7406\u3092\u4e01\u5be7\u306b\u884c\u3046\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u60c5\u5831\u306e\u91cd\u8907\u30fb\u77db\u76fe\u3092\u306a\u304f\u3059<\/li>\n\n\n\n<li>\u53e4\u3044\u60c5\u5831\u3084\u4e0d\u8981\u306a\u30c7\u30fc\u30bf\u3092\u9664\u5916\u3059\u308b<\/li>\n\n\n\n<li>\u3067\u304d\u308b\u3060\u3051\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u7d71\u4e00\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u30ca\u30ec\u30c3\u30b8\u306e\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3068\u69cb\u9020\u5316\u3092\u9069\u5207\u306b\u884c\u3046\u3053\u3068\u3067\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6b63\u78ba\u304b\u3064\u4e00\u8cab\u6027\u306e\u3042\u308b\u56de\u7b54\u3092\u51fa\u305b\u308b\u72b6\u614b\u3092\u6574\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d7\u2462\uff1a\u9069\u5207\u306aRAG\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u9078\u5b9a<\/h3>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306e\u6574\u5099\u3068\u4e26\u884c\u3057\u3066\u3001\u81ea\u793e\u306b\u9069\u3057\u305fRAG\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\uff08\u6280\u8853\u57fa\u76e4\uff09\u3092\u9078\u5b9a\u3057\u307e\u3059\u3002\u73fe\u5728\u3001\u56fd\u5185\u5916\u3067\u3055\u307e\u3056\u307e\u306aRAG\u5bfe\u5fdc\u306e\u751f\u6210AI\u30c4\u30fc\u30eb\u3084API\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u9078\u5b9a\u6642\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u89b3\u70b9\u3092\u6bd4\u8f03\u691c\u8a0e\u3059\u308b\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3084\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u30c4\u30fc\u30eb\u3068\u306e\u9023\u643a\u6027<\/li>\n\n\n\n<li>\u30ca\u30ec\u30c3\u30b8\u30c7\u30fc\u30bf\u306e\u767b\u9332\u30fb\u66f4\u65b0\u306e\u3057\u3084\u3059\u3055<\/li>\n\n\n\n<li>\u60c5\u5831\u6f0f\u3048\u3044\u5bfe\u7b56\u306a\u3069\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd<\/li>\n\n\n\n<li>\u56de\u7b54\u306e\u6b63\u78ba\u6027\u3084\u691c\u7d22\u7cbe\u5ea6\uff08\u30c8\u30c3\u30d7k\u691c\u7d22\u306a\u3069\uff09<\/li>\n\n\n\n<li>\u5c0e\u5165\u30fb\u904b\u7528\u30b3\u30b9\u30c8<\/li>\n<\/ul>\n\n\n\n<p>\u5fc5\u8981\u3067\u3042\u308c\u3070\u30d9\u30f3\u30c0\u30fc\u3084\u5916\u90e8\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u306e\u5354\u696d\u3082\u8996\u91ce\u306b\u5165\u308c\u308b\u3068\u3001\u5c0e\u5165\u30ea\u30b9\u30af\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d7\u2463\uff1aPoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u3068\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af<\/h3>\n\n\n\n<p>RAG\u578bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u672c\u683c\u7684\u306b\u5c0e\u5165\u3059\u308b\u524d\u306b\u3001PoC\uff08Proof of Concept\uff1a\u6982\u5ff5\u5b9f\u8a3c\uff09\u3092\u5b9f\u65bd\u3057\u307e\u3057\u3087\u3046\u3002\u9650\u5b9a\u7684\u306a\u696d\u52d9\u7bc4\u56f2\u3067AI\u3092\u8a66\u9a13\u904b\u7528\u3057\u3001\u6027\u80fd\u8a55\u4fa1\u30fb\u8ab2\u984c\u62bd\u51fa\u30fb\u5229\u7528\u8005\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u5f97\u308b\u3053\u3068\u3067\u3001\u7cbe\u5ea6\u3068\u904b\u7528\u9762\u306e\u8ab2\u984c\u3092\u6d17\u3044\u51fa\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p>PoC\u3092\u901a\u3058\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u691c\u8a3c\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u56de\u7b54\u7cbe\u5ea6\u306f\u5b9f\u52d9\u30ec\u30d9\u30eb\u306b\u9054\u3057\u3066\u3044\u308b\u304b<\/li>\n\n\n\n<li>\u5229\u7528\u8005\u306e\u5229\u4fbf\u6027\u306f\u9ad8\u3044\u304b<\/li>\n\n\n\n<li>\u60f3\u5b9a\u5916\u306e\u8aa4\u7b54\u3084hallucination\u304c\u8d77\u304d\u306a\u3044\u304b<\/li>\n\n\n\n<li>\u793e\u5185\u30eb\u30fc\u30eb\u3084\u696d\u52d9\u30d5\u30ed\u30fc\u306b\u652f\u969c\u306f\u306a\u3044\u304b<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u6bb5\u968e\u3067\u5f97\u305f\u77e5\u898b\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306e\u4fee\u6b63\u3084UI\u6539\u5584\u3001\u793e\u5185\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u6574\u5099\u306a\u3069\u306b\u3082\u6d3b\u304b\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d7\u2464\uff1a\u672c\u683c\u5c0e\u5165\u3068\u793e\u5185\u5c55\u958b<\/h3>\n\n\n\n<p>PoC\u3067\u6709\u52b9\u6027\u304c\u78ba\u8a8d\u3067\u304d\u305f\u3089\u3001\u3044\u3088\u3044\u3088\u672c\u683c\u5c0e\u5165\u3068\u5168\u793e\u7684\u306a\u5c55\u958b\u3078\u3068\u79fb\u884c\u3057\u307e\u3059\u3002\u5c0e\u5165\u5f8c\u306f\u3001\u5358\u306a\u308b\u30c4\u30fc\u30eb\u63d0\u4f9b\u306b\u7559\u307e\u3089\u305a\u3001\u904b\u7528\u4f53\u5236\u306e\u6574\u5099\u3068\u7d99\u7d9a\u7684\u306a\u6539\u5584\u6d3b\u52d5\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5229\u7528\u30de\u30cb\u30e5\u30a2\u30eb\u3084FAQ\u306e\u6574\u5099<\/li>\n\n\n\n<li>\u5229\u7528\u72b6\u6cc1\u3084\u56de\u7b54\u7cbe\u5ea6\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/li>\n\n\n\n<li>\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u6539\u5584\u8981\u671b\u306e\u53ce\u96c6\u30fb\u53cd\u6620<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u8ffd\u52a0\u30fb\u66f4\u65b0\u306b\u3088\u308b\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306e\u62e1\u5f35<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u3046\u3057\u305fPDCA\u30b5\u30a4\u30af\u30eb\u3092\u56de\u3059\u3053\u3068\u3067\u3001RAG\u578bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3088\u308a\u5b9f\u52d9\u306b\u6839\u5dee\u3057\u305f\u3001\u9ad8\u54c1\u8cea\u306a\u696d\u52d9\u652f\u63f4\u30c4\u30fc\u30eb\u3078\u3068\u6210\u9577\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5c0e\u5165\u4e8b\u4f8b<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"563\" src=\"https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576027-2.jpeg\" alt=\"RAG\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5c0e\u5165\u4e8b\u4f8b\u306e\u30a4\u30e1\u30fc\u30b8\" class=\"wp-image-2286\" srcset=\"https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576027-2.jpeg 1000w, https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576027-2-300x169.jpeg 300w, https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576027-2-768x432.jpeg 768w, https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576027-2-290x163.jpeg 290w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>RAG\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u30fb\u696d\u52d9\u3067\u5b9f\u7528\u5316\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u8fd1\u5e74\u3067\u306f\u3001\u793e\u5185\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3084\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u691c\u7d22\u3001\u30aa\u30f3\u30dc\u30fc\u30c7\u30a3\u30f3\u30b0\u652f\u63f4\u306a\u3069\u5e45\u5e83\u3044\u7528\u9014\u3067\u5c0e\u5165\u304c\u9032\u3081\u3089\u308c\u3001\u5b9a\u578b\u696d\u52d9\u306e\u52b9\u7387\u5316\u3084\u30ca\u30ec\u30c3\u30b8\u6d3b\u7528\u306e\u9ad8\u5ea6\u5316\u306b\u8ca2\u732e\u3057\u3066\u3044\u308b\u306e\u304c\u7279\u9577\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u5b9f\u969b\u306b\u5c0e\u5165\u3057\u3066\u6210\u679c\u3092\u4e0a\u3052\u3066\u3044\u308b3\u793e\u306e\u4e8b\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u5404\u793e\u304c\u3069\u306e\u3088\u3046\u306a\u76ee\u7684\u3067RAG\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u3001\u3069\u306e\u3088\u3046\u306a\u52b9\u679c\u3092\u5f97\u305f\u306e\u304b\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8b\u4f8b\u2460\u897f\u65e5\u672c\u65c5\u5ba2\u9244\u9053\u682a\u5f0f\u4f1a\u793e\uff5c\u99c5\u54e1\u696d\u52d9\u3092\u652f\u63f4\u3059\u308b\u300cCopilot for \u99c5\u54e1\u300d\u3092\u958b\u767a<\/h3>\n\n\n\n<p>\u897f\u65e5\u672c\u65c5\u5ba2\u9244\u9053\u682a\u5f0f\u4f1a\u793e\uff08JR\u897f\u65e5\u672c\uff09\u3067\u306f\u3001\u99c5\u54e1\u306e\u696d\u52d9\u8ca0\u8377\u8efd\u6e1b\u3068\u30b5\u30fc\u30d3\u30b9\u54c1\u8cea\u5411\u4e0a\u3092\u76ee\u7684\u306b\u3001\u751f\u6210AI\u3068RAG\u3092\u6d3b\u7528\u3057\u305f\u300cCopilot for \u99c5\u54e1\u300d\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u672c\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u99c5\u696d\u52d9\u306b\u95a2\u3059\u308b\u30de\u30cb\u30e5\u30a2\u30eb\u3084FAQ\u3001\u898f\u5247\u96c6\u306a\u3069\u3092\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3068\u3057\u3066\u69cb\u7bc9\u3057\u3001AI\u304c\u5229\u7528\u8005\u304b\u3089\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u6700\u9069\u306a\u56de\u7b54\u3092\u63d0\u793a\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u300c\u8eca\u3044\u3059\u5229\u7528\u306e\u304a\u5ba2\u69d8\u3078\u306e\u6848\u5185\u65b9\u6cd5\u300d\u300c\u5929\u5019\u306b\u3088\u308b\u9045\u5ef6\u5bfe\u5fdc\u306e\u624b\u9806\u300d\u306a\u3069\u3001\u72b6\u6cc1\u306b\u5fdc\u3058\u305f\u696d\u52d9\u5bfe\u5fdc\u3092AI\u304c\u6848\u5185\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u7d50\u679c\u3001\u65b0\u4eba\u99c5\u54e1\u306e\u696d\u52d9\u7fd2\u719f\u304c\u65e9\u307e\u308a\u3001\u30d9\u30c6\u30e9\u30f3\u793e\u54e1\u306e\u30b5\u30dd\u30fc\u30c8\u696d\u52d9\u306e\u8ca0\u62c5\u3082\u8efd\u6e1b\u53ef\u80fd\u3067\u3059\u3002RAG\u306b\u3088\u308b\u9ad8\u7cbe\u5ea6\u306a\u60c5\u5831\u691c\u7d22\u306b\u3088\u308a\u3001\u696d\u52d9\u306e\u6a19\u6e96\u5316\u3068\u30b5\u30fc\u30d3\u30b9\u54c1\u8cea\u306e\u5e73\u6e96\u5316\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u51fa\u5178\u53c2\u7167\uff1a<a href=\"https:\/\/www.headwaters.co.jp\/news\/jr_west_ai_copilot_for_ekiin.html\">JR\u897f\u65e5\u672c\u306e\u751f\u6210AI\u300cCopilot for \u99c5\u54e1\u300d\u306b\u5bfe\u3059\u308b\u958b\u767a\u652f\u63f4\u3092\u884c\u3063\u3066\u3044\u307e\u3059 &#8211; \u682a\u5f0f\u4f1a\u793e\u30d8\u30c3\u30c9\u30a6\u30a9\u30fc\u30bf\u30fc\u30b9<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8b\u4f8b\u2461LINE\u30e4\u30d5\u30fc\u682a\u5f0f\u4f1a\u793e\uff5c\u696d\u52d9\u52b9\u7387\u5316\u30c4\u30fc\u30eb\u300cSeekAI\u300d\u306bRAG\u3092\u672c\u683c\u5c0e\u5165<\/h3>\n\n\n\n<p>LINE\u30e4\u30d5\u30fc\u682a\u5f0f\u4f1a\u793e\u306f\u3001\u793e\u5185\u306e\u696d\u52d9\u52b9\u7387\u5316\u3092\u76ee\u7684\u306b\u958b\u767a\u3057\u305f\u751f\u6210AI\u30c4\u30fc\u30eb\u300cSeekAI\uff08\u30b7\u30fc\u30af\u30a8\u30fc\u30a2\u30a4\uff09\u300d\u306b\u3001RAG\u6a5f\u80fd\u3092\u672c\u683c\u7684\u306b\u5c0e\u5165\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u540c\u793e\u3067\u306f\u5927\u91cf\u306e\u793e\u5185\u6587\u66f8\u3001FAQ\u3001\u8b70\u4e8b\u9332\u3001\u4ed5\u69d8\u66f8\u306a\u3069\u3092\u691c\u7d22\u53ef\u80fd\u306a\u30ca\u30ec\u30c3\u30b8\u3068\u3057\u3066\u6574\u5099\u3057\u3001\u5f93\u696d\u54e1\u304c\u8cea\u554f\u3092\u3059\u308b\u3068AI\u304c\u95a2\u9023\u6587\u66f8\u3092\u691c\u7d22\u3057\u305f\u3046\u3048\u3067\u9069\u5207\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002\u5f93\u6765\u3001\u60c5\u5831\u691c\u7d22\u306b\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3044\u305f\u5834\u9762\u3067\u3082\u3001\u6570\u79d2\u3067\u6b63\u78ba\u306a\u60c5\u5831\u3092\u53d6\u5f97\u3067\u304d\u308b\u74b0\u5883\u304c\u6574\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7d50\u679c\u3068\u3057\u3066\u3001\u696d\u52d9\u6642\u9593\u306e\u77ed\u7e2e\u3084\u5c5e\u4eba\u5316\u306e\u89e3\u6d88\u304c\u9032\u307f\u3001\u793e\u5185\u306e\u30ca\u30ec\u30c3\u30b8\u6d3b\u7528\u304c\u52a0\u901f\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001RAG\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u5f93\u6765\u306e\u751f\u6210AI\u306b\u898b\u3089\u308c\u304c\u3061\u3060\u3063\u305f\u8aa4\u7b54\u3084\u66d6\u6627\u306a\u56de\u7b54\u3082\u5927\u5e45\u306b\u6e1b\u5c11\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u51fa\u5178\u53c2\u7167\uff1a<a href=\"https:\/\/www.lycorp.co.jp\/ja\/news\/release\/008806\/\">LINE\u30e4\u30d5\u30fc\u3001RAG\u6280\u8853\u3092\u6d3b\u7528\u3057\u305f\u72ec\u81ea\u696d\u52d9\u52b9\u7387\u5316\u30c4\u30fc\u30eb\u300cSeekAI\u300d\u3092\u5168\u5f93\u696d\u54e1\u306b\u672c\u683c\u5c0e\u5165\u3002\u81a8\u5927\u306a\u793e\u5185\u6587\u66f8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u90e8\u9580\u3054\u3068\u306b\u6700\u9069\u306a\u56de\u7b54\u3092\u8868\u793a\u3057\u3001\u78ba\u8a8d\u30fb\u554f\u3044\u5408\u308f\u305b\u6642\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8b\u4f8b\u2462\u682a\u5f0f\u4f1a\u793e\u3086\u3081\u307f\uff5c\u65b0\u5165\u793e\u54e1\u5411\u3051\u30aa\u30f3\u30dc\u30fc\u30c7\u30a3\u30f3\u30b0\u652f\u63f4\u306bRAG\u3092\u6d3b\u7528<\/h3>\n\n\n\n<p>\u682a\u5f0f\u4f1a\u793e\u3086\u3081\u307f\u3067\u306f\u3001\u65b0\u5165\u793e\u54e1\u306e\u30aa\u30f3\u30dc\u30fc\u30c7\u30a3\u30f3\u30b0\u652f\u63f4\u306bRAG\u3092\u6d3b\u7528\u3057\u305fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5c0e\u5165\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u65b0\u5165\u793e\u54e1\u304c\u696d\u52d9\u4e2d\u306b\u308f\u304b\u3089\u306a\u3044\u3053\u3068\u304c\u3042\u308c\u3070\u3001\u30c1\u30e3\u30c3\u30c8\u5f62\u5f0f\u3067AI\u306b\u8cea\u554f\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002\u793e\u5185\u30eb\u30fc\u30eb\u3084\u5c31\u696d\u898f\u5247\u3001\u30c4\u30fc\u30eb\u306e\u4f7f\u3044\u65b9\u306a\u3069\u3092\u30ca\u30ec\u30c3\u30b8\u3068\u3057\u3066\u767b\u9332\u3057\u3066\u304a\u308a\u3001AI\u304c\u5373\u5ea7\u306b\u56de\u7b54\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u53d6\u308a\u7d44\u307f\u306b\u3088\u308a\u3001\u65b0\u5165\u793e\u54e1\u304c\u8cea\u554f\u306e\u305f\u3073\u306b\u5148\u8f29\u793e\u54e1\u306b\u6642\u9593\u3092\u5272\u304f\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u3001\u81ea\u5df1\u89e3\u6c7a\u529b\u306e\u5411\u4e0a\u306b\u3064\u306a\u304c\u3063\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001RAG\u306e\u4ed5\u7d44\u307f\u306b\u3088\u308a\u3001\u793e\u5185\u60c5\u5831\u306b\u5fdc\u3058\u305f\u6b63\u78ba\u306a\u56de\u7b54\u304c\u53ef\u80fd\u3067\u3001\u6559\u80b2\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u306b\u3082\u3064\u306a\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u51fa\u5178\u53c2\u7167\uff1a<a href=\"https:\/\/prtimes.jp\/main\/html\/rd\/p\/000000129.000004930.html\">\u3086\u3081\u307f\u3001\u65b0\u5165\u793e\u54e1\u306e\u30aa\u30f3\u30dc\u30fc\u30c7\u30a3\u30f3\u30b0\u652f\u63f4\u306bRAG\u3092\u6d3b\u7528\u3057\u305f\u751f\u6210AI\u3092\u5c0e\u5165<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5c0e\u5165\u6642\u306b\u6ce8\u610f\u3059\u3079\u304d\u30dd\u30a4\u30f3\u30c8<\/h2>\n\n\n\n<p>RAG\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u696d\u52d9\u52b9\u7387\u5316\u3084\u30ca\u30ec\u30c3\u30b8\u6d3b\u7528\u306b\u5927\u304d\u306a\u52b9\u679c\u3092\u3082\u305f\u3089\u3059\u4e00\u65b9\u3067\u3001\u5c0e\u5165\u30fb\u904b\u7528\u306b\u3042\u305f\u3063\u3066\u306f\u3044\u304f\u3064\u304b\u306e\u6ce8\u610f\u70b9\u3082\u5b58\u5728\u3057\u307e\u3059\u3002\u5c0e\u5165\u306e\u76ee\u7684\u304c\u66d6\u6627\u3060\u3063\u305f\u308a\u3001\u30c7\u30fc\u30bf\u6574\u5099\u3084\u5f93\u696d\u54e1\u6559\u80b2\u304c\u4e0d\u5341\u5206\u3060\u3063\u305f\u308a\u3059\u308b\u3068\u3001\u671f\u5f85\u3057\u305f\u6210\u679c\u304c\u5f97\u3089\u308c\u306a\u3044\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3046\u3057\u305f\u30ea\u30b9\u30af\u3092\u56de\u907f\u3059\u308b\u306b\u306f\u3001\u4e8b\u524d\u306e\u6e96\u5099\u3068\u904b\u7528\u8a2d\u8a08\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u3053\u3053\u3067\u306f\u3001RAG\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5c0e\u5165\u3059\u308b\u969b\u306b\u4f01\u696d\u304c\u610f\u8b58\u3059\u3079\u304d3\u3064\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2460\u30b9\u30e2\u30fc\u30eb\u30b9\u30bf\u30fc\u30c8\u3067\u9032\u3081\u308b<\/h3>\n\n\n\n<p>RAG\u578bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u9ad8\u6a5f\u80fd\u306a\u5206\u3001\u3044\u304d\u306a\u308a\u5168\u793e\u5c55\u958b\u3084\u5927\u898f\u6a21\u5c0e\u5165\u3092\u884c\u3046\u3068\u3001\u671f\u5f85\u5024\u3068\u5b9f\u7528\u6027\u306b\u30ae\u30e3\u30c3\u30d7\u304c\u751f\u307e\u308c\u3001\u73fe\u5834\u306b\u6df7\u4e71\u3092\u62db\u304f\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u5c0e\u5165\u521d\u671f\u306f\u3001\u7279\u5b9a\u90e8\u9580\u3084\u696d\u52d9\u306b\u9650\u5b9a\u3057\u305f\u30b9\u30e2\u30fc\u30eb\u30b9\u30bf\u30fc\u30c8\u304b\u3089\u59cb\u3081\u308b\u306e\u304c\u52b9\u679c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u300c\u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\u300d\u300cFAQ\u5bfe\u5fdc\u300d\u300c\u55b6\u696d\u8cc7\u6599\u306e\u691c\u7d22\u652f\u63f4\u300d\u306a\u3069\u3001\u660e\u78ba\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u304c\u3042\u308b\u9818\u57df\u304b\u3089\u59cb\u3081\u308b\u3053\u3068\u3067\u6210\u679c\u3092\u51fa\u3057\u3084\u3059\u304f\u3001\u73fe\u5834\u304b\u3089\u306e\u4fe1\u983c\u3082\u5f97\u3089\u308c\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u521d\u671f\u6bb5\u968e\u3067\u5f97\u3089\u308c\u305f\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u57fa\u306b\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u91cd\u306d\u3001\u5f90\u3005\u306b\u4ed6\u90e8\u7f72\u30fb\u5168\u793e\u5c55\u958b\u3078\u3068\u30b9\u30b1\u30fc\u30eb\u3057\u3066\u3044\u304f\u306e\u304c\u7406\u60f3\u7684\u306a\u9032\u3081\u65b9\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2461\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u5bfe\u7b56\u3092\u3059\u308b<\/h3>\n\n\n\n<p>RAG\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u793e\u5185\u306e\u91cd\u8981\u30c7\u30fc\u30bf\u3092\u6271\u3046\u305f\u3081\u3001\u60c5\u5831\u6f0f\u3048\u3044\u30ea\u30b9\u30af\u3084\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u306e\u89b3\u70b9\u304b\u3089\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u306f\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u7279\u306b\u30af\u30e9\u30a6\u30c9\u578b\u30b5\u30fc\u30d3\u30b9\u3084\u5916\u90e8API\u3092\u6d3b\u7528\u3059\u308b\u5834\u5408\u3001\u30c7\u30fc\u30bf\u306e\u4fdd\u7ba1\u5834\u6240\u30fb\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u30fb\u901a\u4fe1\u306e\u6697\u53f7\u5316\u3068\u3044\u3063\u305f\u57fa\u672c\u7684\u306a\u5bfe\u7b56\u306f\u5fc5\u305a\u78ba\u8a8d\u3057\u3066\u304a\u304b\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306b\u500b\u4eba\u60c5\u5831\u3084\u6a5f\u5bc6\u60c5\u5831\u3092\u542b\u3080\u5834\u5408\u306f\u3001\u30a2\u30af\u30bb\u30b9\u5236\u9650\u3084\u30de\u30b9\u30ad\u30f3\u30b0\u51e6\u7406\u306e\u5fb9\u5e95\u3082\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u4f01\u696d\u30dd\u30ea\u30b7\u30fc\u3084\u6cd5\u898f\u5236\uff08\u4f8b\uff1a\u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u6cd5\u3001GDPR\u306a\u3069\uff09\u306b\u9069\u5408\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3082\u4e8b\u524d\u306b\u30c1\u30a7\u30c3\u30af\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>AI\u306e\u5229\u4fbf\u6027\u306b\u983c\u308a\u3059\u304e\u305a\u3001\u6280\u8853\u9762\u30fb\u904b\u7528\u9762\u306e\u53cc\u65b9\u3067\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u4f53\u5236\u3065\u304f\u308a\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2462\u5f93\u696d\u54e1\u6559\u80b2\u306b\u3082\u53d6\u308a\u7d44\u3080<\/h3>\n\n\n\n<p>\u3069\u308c\u307b\u3069\u512a\u308c\u305fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5c0e\u5165\u3057\u3066\u3082\u3001\u73fe\u5834\u306e\u5f93\u696d\u54e1\u304c\u4f7f\u3044\u3053\u306a\u305b\u306a\u3051\u308c\u3070\u52b9\u679c\u306f\u767a\u63ee\u3055\u308c\u307e\u305b\u3093\u3002\u300cAI\u306b\u5bfe\u3059\u308b\u4e0d\u5b89\u300d\u3084\u300c\u4f7f\u3044\u65b9\u304c\u308f\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3063\u305f\u5fc3\u7406\u7684\u30fb\u6280\u8853\u7684\u306a\u30cf\u30fc\u30c9\u30eb\u304c\u3001\u73fe\u5834\u3067\u306e\u6d3b\u7528\u3092\u59a8\u3052\u308b\u539f\u56e0\u306b\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u5c0e\u5165\u3068\u4e26\u884c\u3057\u3066\u793e\u5185\u3067\u306e\u6559\u80b2\u304c\u91cd\u8981\u3067\u3059\u3002\u64cd\u4f5c\u65b9\u6cd5\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3060\u3051\u3067\u306a\u304f\u3001\u300cAI\u306f\u696d\u52d9\u3092\u596a\u3046\u3082\u306e\u3067\u306f\u306a\u304f\u652f\u63f4\u3059\u308b\u5b58\u5728\u3067\u3042\u308b\u300d\u3068\u3044\u3046\u7406\u89e3\u3092\u6df1\u3081\u308b\u5834\u3082\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001\u65e5\u5e38\u7684\u306bAI\u3068\u5bfe\u8a71\u3059\u308b\u6587\u5316\u3092\u6839\u3065\u304b\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u793e\u5185\u30dd\u30fc\u30bf\u30eb\u3084\u30c1\u30e3\u30c3\u30c8\u30c4\u30fc\u30eb\u3068\u9023\u643a\u3057\u305f\u5c0e\u7dda\u8a2d\u8a08\u3001\u30e6\u30fc\u30b6\u30fc\u30b5\u30dd\u30fc\u30c8\u7a93\u53e3\u306e\u6574\u5099\u306a\u3069\u3082\u6709\u52b9\u3067\u3059\u3002\u73fe\u5834\u306e\u58f0\u3092\u7d99\u7d9a\u7684\u306b\u5438\u3044\u4e0a\u3052\u3001AI\u306e\u6539\u5584\u306b\u3064\u306a\u3052\u308b\u300c\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306e\u5faa\u74b0\u300d\u3082\u610f\u8b58\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udca1 \u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044\uff1a<a href=\"https:\/\/twostone-s.com\/columns\/ai\/ai-basics\/2215\/\" title=\"\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u5c0e\u5165\u6642\u306e\u8ab2\u984c\u3092\u628a\u63e1\u3057\u5931\u6557\u3092\u9632\u3050\u305f\u3081\u306e\u5bfe\u7b56\u30ac\u30a4\u30c9<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081\uff5cAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3084RAG\u3092\u6d3b\u7528\u3057\u3066\u696d\u52d9\u52b9\u7387\u5316\u3092\u56f3\u308d\u3046<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"563\" src=\"https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576032-3.jpeg\" alt=\"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3084RAG\u306e\u6d3b\u7528\u306b\u3088\u308a\u696d\u52d9\u52b9\u7387\u5316\u3092\u76ee\u6307\u3059\u30a4\u30e1\u30fc\u30b8\" class=\"wp-image-2287\" srcset=\"https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576032-3.jpeg 1000w, https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576032-3-300x169.jpeg 300w, https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576032-3-768x432.jpeg 768w, https:\/\/twostone-s.com\/columns\/wp-content\/uploads\/2025\/07\/docx-image-1753942576032-3-290x163.jpeg 290w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3084RAG\uff08Retrieval-Augmented 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