{"id":3345,"date":"2026-03-11T10:04:28","date_gmt":"2026-03-11T01:04:28","guid":{"rendered":"https:\/\/agile-software.net\/?p=3345"},"modified":"2026-03-11T10:40:42","modified_gmt":"2026-03-11T01:40:42","slug":"rag%e6%a7%8b%e7%af%89%e3%81%ae%e5%b8%b8%e8%ad%98%e3%82%92%e5%a4%89%e3%81%88%e3%82%8b%ef%bc%81%e5%ae%9f%e7%b8%be%e3%81%82%e3%82%8b%e3%83%84%e3%83%bc%e3%83%ab%e3%82%92%e3%82%aa%e3%83%bc%e3%83%ab","status":"publish","type":"post","link":"https:\/\/agile-software.net\/?p=3345","title":{"rendered":"RAG\u69cb\u7bc9\u306e\u5e38\u8b58\u3092\u5909\u3048\u308b\uff01\u5b9f\u7e3e\u3042\u308b\u30c4\u30fc\u30eb\u3092\u30aa\u30fc\u30eb\u30a4\u30f3\u30ef\u30f3\u306b\u307e\u3068\u3081\u305f\u300cOpenRAG\u300d\u3068\u306f\uff1f"},"content":{"rendered":"\n<p>LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u9632\u304e\u3001\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u7279\u5b9a\u306e\u77e5\u8b58\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<strong>RAG\uff08Retrieval-Augmented Generation\uff09<\/strong>\u3002\u4eca\u3084\u591a\u304f\u306e\u4f01\u696d\u3084\u958b\u767a\u8005\u304c\u6ce8\u76ee\u3057\u3001\u5c0e\u5165\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u5b9f\u969b\u306bRAG\u30b7\u30b9\u30c6\u30e0\u3092\u30bc\u30ed\u304b\u3089\u69cb\u7bc9\u3057\u3088\u3046\u3068\u3057\u3066\u3001<strong>\u300c\u30c4\u30fc\u30eb\u306e\u9078\u5b9a\u3068\u9023\u643a\u300d\u306e\u58c1<\/strong>\u306b\u3076\u3064\u304b\u3063\u305f\u7d4c\u9a13\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u305d\u3093\u306aRAG\u69cb\u7bc9\u306e\u7169\u308f\u3057\u3055\u3092\u4e00\u6383\u3057\u3001\u7206\u901f\u3067\u30b7\u30b9\u30c6\u30e0\u3092\u7acb\u3061\u4e0a\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u6ce8\u76ee\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u300cOpenRAG\u300d\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f93\u6765\u306eRAG\u69cb\u7bc9\u304c\u62b1\u3048\u3066\u3044\u305f\u300c\u9023\u643a\u306e\u58c1\u300d<\/h2>\n\n\n\n<p>\u3053\u308c\u307e\u3067\u3001\u672c\u683c\u7684\u306aRAG\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8907\u6570\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u5225\u3005\u306b\u7528\u610f\u3057\u3001\u305d\u308c\u3089\u3092\u7e4b\u304e\u5408\u308f\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u30fb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/strong>\uff08LangChain, LlamaIndex\u306a\u3069\uff09<\/li>\n\n\n\n<li><strong>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/strong>\uff08Chroma, Pinecone, Qdrant\u306a\u3069\uff09<\/li>\n\n\n\n<li><strong>\u57cb\u3081\u8fbc\u307f\uff08Embedding\uff09\u30e2\u30c7\u30eb<\/strong><\/li>\n\n\n\n<li><strong>\u30c6\u30ad\u30b9\u30c8\u5206\u5272\uff08\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\uff09\u30c4\u30fc\u30eb<\/strong><\/li>\n\n\n\n<li><strong>LLM API\u306e\u7d71\u5408<\/strong><\/li>\n\n\n\n<li><strong>\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff08UI\uff09<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u305d\u308c\u305e\u308c\u9032\u5316\u304c\u65e9\u304f\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u9055\u3044\u306b\u3088\u308b\u30a8\u30e9\u30fc\u3084\u3001API\u4ed5\u69d8\u306e\u5909\u66f4\u306b\u3088\u308b\u4e0d\u5177\u5408\u304c\u983b\u767a\u3057\u304c\u3061\u3067\u3059\u3002\u300cRAG\u306e\u30ed\u30b8\u30c3\u30af\u3092\u4f5c\u308a\u305f\u3044\u3060\u3051\u306a\u306e\u306b\u3001\u74b0\u5883\u69cb\u7bc9\u3084\u30c4\u30fc\u30eb\u306e\u63a5\u7d9a\u8a2d\u5b9a\u306b\u5927\u534a\u306e\u6642\u9593\u3092\u596a\u308f\u308c\u3066\u3057\u307e\u3046\u300d\u3068\u3044\u3046\u306e\u304c\u3001\u591a\u304f\u306e\u958b\u767a\u8005\u306e\u672c\u97f3\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">OpenRAG\u306e\u767b\u5834\uff1a\u5b9f\u7e3e\u3042\u308b\u30c4\u30fc\u30eb\u3092\u300c\u6700\u521d\u304b\u3089\u7e4b\u304c\u3063\u305f\u72b6\u614b\u300d\u3067\u63d0\u4f9b<\/h2>\n\n\n\n<p>\u3053\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u751f\u307e\u308c\u305f\u306e\u304c\u300cOpenRAG\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>OpenRAG\u306f\u3001\u4e00\u8a00\u3067\u8a00\u3048\u3070\u300cRAG\u69cb\u7bc9\u306e\u305f\u3081\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u30fb\u30d1\u30c3\u30b1\u30fc\u30b8\u300d\u3067\u3059\u3002RAG\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u8457\u540d\u3067\u5b9f\u7e3e\u306e\u3042\u308b\u30c4\u30fc\u30eb\u7fa4\u3092\u3001<strong>\u3042\u3089\u304b\u3058\u3081\u6700\u9069\u306b\u9023\u643a\uff08\u914d\u7dda\uff09\u3057\u305f\u72b6\u614b<\/strong>\u3067\u63d0\u4f9b\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">OpenRAG\u306e3\u3064\u306e\u5f37\u529b\u306a\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<p><strong>1. \u5c0e\u5165\u3057\u3066\u3059\u3050\u306b\u52d5\u304f\u300c\u30aa\u30fc\u30eb\u30a4\u30f3\u30ef\u30f3\u300d<\/strong> \u500b\u5225\u306e\u30c4\u30fc\u30eb\u3092\u4e00\u3064\u305a\u3064\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u8aad\u307f\u8fbc\u3093\u3067\u63a5\u7d9a\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002OpenRAG\u3092\u30af\u30ed\u30fc\u30f3\uff08\u307e\u305f\u306f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff09\u3059\u308b\u3060\u3051\u3067\u3001\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u304b\u3089\u691c\u7d22\u3001LLM\u306b\u3088\u308b\u56de\u7b54\u751f\u6210\u307e\u3067\u306e\u4e00\u9023\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304c\u5373\u5ea7\u306b\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>2. \u8457\u540d\u30fb\u5b9f\u7e3e\u3042\u308b\u30c4\u30fc\u30eb\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3088\u308b\u9ad8\u3044\u4fe1\u983c\u6027<\/strong> \u72ec\u81ea\u306e\u30de\u30a4\u30ca\u30fc\u306a\u30c4\u30fc\u30eb\u3067\u56fa\u3081\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u3059\u3067\u306b\u696d\u754c\u306e\u30c7\u30d5\u30a1\u30af\u30c8\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u3068\u306a\u3063\u3066\u3044\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u7fa4\u3092\u30d1\u30c3\u30b1\u30fc\u30b8\u30f3\u30b0\u3057\u3066\u3044\u307e\u3059\u3002\uff08\u203b\u3053\u3053\u306b\u5177\u4f53\u7684\u306a\u30c4\u30fc\u30eb\u540d\u3092\u5165\u308c\u308b\uff1a\u4f8b\u300cLangChain\u3068ChromaDB\u3092\u30d9\u30fc\u30b9\u306b\u301c\u300d\u306a\u3069\uff09\u305d\u306e\u305f\u3081\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u9ad8\u304f\u3001\u5f8c\u304b\u3089\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3082\u5bb9\u6613\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>3. \u672c\u8cea\u7684\u306a\u958b\u767a\u3078\u306e\u30d5\u30a9\u30fc\u30ab\u30b9<\/strong> \u74b0\u5883\u69cb\u7bc9\u3084\u4f9d\u5b58\u95a2\u4fc2\u306e\u30a8\u30e9\u30fc\u89e3\u6c7a\u306b\u60a9\u307e\u3055\u308c\u308b\u3053\u3068\u304c\u306a\u304f\u306a\u308b\u305f\u3081\u3001\u958b\u767a\u8005\u306f\u300c\u3069\u3093\u306a\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307e\u305b\u308b\u304b\u300d\u300c\u3069\u306e\u3088\u3046\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u304b\u300d\u3068\u3044\u3063\u305f\u3001<strong>RAG\u306e\u30b3\u30a2\u30d0\u30ea\u30e5\u30fc\u3092\u9ad8\u3081\u308b\u4f5c\u696d<\/strong>\u306b100%\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u60f3\u5b9a\u3055\u308c\u308b\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u793e\u5185\u898f\u5b9a\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u306eAI\u691c\u7d22\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/strong>\u3092\u30b5\u30af\u30c3\u3068\u4f5c\u308a\u305f\u3044<\/li>\n\n\n\n<li>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u7528\u306e<strong>FAQ\u56de\u7b54\u30dc\u30c3\u30c8<\/strong>\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u6570\u65e5\u3067\u7528\u610f\u3057\u305f\u3044<\/li>\n\n\n\n<li>RAG\u306e\u4ed5\u7d44\u307f\u3092\u5b66\u3076\u305f\u3081\u306e<strong>\u5b66\u7fd2\u7528\u30fb\u691c\u8a3c\u7528\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8<\/strong>\u3068\u3057\u3066\u6d3b\u7528\u3057\u305f\u3044<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>RAG\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u306f\u3001\u3082\u306f\u3084\u300c\u8907\u6570\u306e\u30c4\u30fc\u30eb\u3092\u30d1\u30ba\u30eb\u3088\u3046\u306b\u7d44\u307f\u5408\u308f\u305b\u308b\u82e6\u52b4\u306e\u9023\u7d9a\u300d\u3067\u3042\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p><strong>OpenRAG<\/strong>\u3092\u4f7f\u3048\u3070\u3001\u5b9f\u7e3e\u3042\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u7fa4\u304c\u6700\u521d\u304b\u3089\u624b\u3092\u53d6\u308a\u5408\u3063\u3066\u3042\u306a\u305f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304f\u308c\u307e\u3059\u3002\u3053\u308c\u304b\u3089RAG\u3092\u69cb\u7bc9\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u65b9\u3001\u307e\u305f\u306f\u904e\u53bb\u306b\u9023\u643a\u306e\u8907\u96d1\u3055\u3067\u632b\u6298\u3057\u305f\u7d4c\u9a13\u306e\u3042\u308b\u65b9\u306f\u3001\u305c\u3072\u4e00\u5ea6\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>&#x1f449; <strong><a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/www.google.com\/search?q=%23\">OpenRAG\u306eGitHub\u30ea\u30dd\u30b8\u30c8\u30ea\u306f\u3053\u3061\u3089<\/a><\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u65e2\u5b58\u30a2\u30d7\u30ea\u3078\u306e\u5c0e\u5165\u30a4\u30e1\u30fc\u30b8<\/h3>\n\n\n\n<p>\u65e2\u5b58\u306e\u30a2\u30d7\u30ea\u306e\u753b\u9762\uff08\u30e6\u30fc\u30b6\u30fc\u304c\u898b\u308b\u90e8\u5206\uff09\u3068\u3001OpenRAG\uff08\u88cf\u5074\u3067\u8003\u3048\u308b\u90e8\u5206\uff09\u3092\u300cAPI\u300d\u3068\u3044\u3046\u901a\u4fe1\u306e\u6a4b\u6e21\u3057\u3067\u7e4b\u304e\u307e\u3059\u3002<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u304c\u30a2\u30d7\u30ea\u4e0a\u3067\u300c\u3007\u3007\u306e\u4f7f\u3044\u65b9\u304c\u308f\u304b\u3089\u306a\u3044\u300d\u3068\u8cea\u554f\u3059\u308b<\/li>\n\n\n\n<li>\u30a2\u30d7\u30ea\u304c\u305d\u306e\u8cea\u554f\u3092OpenRAG\u306b\u30d1\u30b9\u3059\u308b<\/li>\n\n\n\n<li>OpenRAG\u304c\u4e8b\u524d\u306b\u8aad\u307f\u8fbc\u3093\u3067\u304a\u3044\u305f\u30de\u30cb\u30e5\u30a2\u30eb\u304b\u3089\u95a2\u9023\u7b87\u6240\u3092\u63a2\u3057\u3001AI\u306b\u56de\u7b54\u3092\u4f5c\u3089\u305b\u308b<\/li>\n\n\n\n<li>\u30a2\u30d7\u30ea\u306e\u753b\u9762\u306b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u8fd4\u7b54\u3068\u3057\u3066\u8868\u793a\u3055\u308c\u308b<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u304b\u304b\u308b\u304a\u91d1\uff08\u30b3\u30b9\u30c8\uff09\u306e\u30ab\u30e9\u30af\u30ea<\/h3>\n\n\n\n<p>OpenRAG\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u81ea\u4f53\uff08GitHub\u306a\u3069\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u3082\u306e\uff09\u306f**\u7121\u6599\uff08\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\uff09**\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u3092\u904b\u7528\u3057\u3066\u3044\u304f\u306b\u306f\u4e3b\u306b\u4ee5\u4e0b\u306e\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u2460 LLM\uff08AI\u306e\u982d\u8133\uff09\u306eAPI\u5229\u7528\u6599\uff1a<\/strong> 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