{"id":34801,"date":"2025-09-10T11:54:00","date_gmt":"2025-09-10T02:54:00","guid":{"rendered":"https:\/\/uxdaystokyo.com\/articles\/?p=34801"},"modified":"2025-10-30T16:06:14","modified_gmt":"2025-10-30T07:06:14","slug":"escape-from-the-figma-titanic-part-2-uxer-s-guide-to-magic-rag","status":"publish","type":"post","link":"https:\/\/uxdaystokyo.com\/articles\/escape-from-the-figma-titanic-part-2-uxer-s-guide-to-magic-rag\/","title":{"rendered":"RAG\u3092\u4f7f\u3046\u3053\u306a\u3059\u306e\u304c\u6b21\u4e16\u4ee3\u306eUX\u30c7\u30b6\u30a4\u30ca\u30fc"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">\u2015 AI\u6642\u4ee3\u306b\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u30c7\u30b6\u30a4\u30f3\u304c\u300c\u4fa1\u5024\u3092\u7de8\u307f\u76f4\u3059\u300d <\/h3>\n\n\n\n<p class=\"is-style-sme-alert-remark\">\u3053\u306e\u8a18\u4e8b\u3067\u3001UX\u30c7\u30b6\u30a4\u30ca\u30fc\u3084\u30d7\u30ed\u30c0\u30af\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u304cRAG\u306b\u3064\u3044\u3066\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002RAG\u306f\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u3067\u306a\u304f\u3066\u3082\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<a href=\"https:\/\/uxdaystokyo.com\/articles\/ux-abides-how-to-create-a-rag-centered-process-that-really-pulls-your-ai-product-together\/\" title=\"\">Part\uff11<\/a>\u30fbPart\uff12\u30fb<a href=\"https:\/\/uxdaystokyo.com\/articles\/escape-from-the-figma-titanic-part-3-magic-rag-registry\/\" title=\"\">Part\uff13<\/a>\u30fb<a href=\"https:\/\/uxdaystokyo.com\/articles\/escape-from-the-figma-titanic-part-4-magic-rag-registry\/\" title=\"\">Part\uff14<\/a><br>\u539f\u6587\uff1a<a href=\"https:\/\/www.uxforai.com\/p\/escape-from-the-figma-titanic-part-2-uxer-s-guide-to-magic-rag\">https:\/\/www.uxforai.com\/p\/escape-from-the-figma-titanic-part-2-uxer-s-guide-to-magic-rag<\/a><\/p>\n\n\n<div class=\"wp-block-aioseo-table-of-contents\"><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-rag\u3068\u306f\u4f55\u306a\u306e\u304b\">RAG\u3068\u306f\u4f55\u306a\u306e\u304b\uff1f<\/a><ul><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3058\u3083\u30c0\u30e1\u306a\u306e\u3068\u3044\u3046\u7591\u554f\">\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u30c0\u30e1\u306a\u306e\uff1f\u300d<\/a><ul><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-rag\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u3063\u3066\u307f\u3088\u3046\">RAG\u3092\u4f7f\u3044\u3053\u306a\u3059\u4eba\u304c\u3001AI\u3092\u4f7f\u3044\u3053\u306a\u3059<\/a><ul><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-\u3067\u306f\u3042\u306a\u305f\u306e\u4fa1\u5024\u306f\u3069\u3053\u306b\u3042\u308b\u306e\u304b\">\u4eba\u9593\u306e\u4fa1\u5024\u306f\u3069\u3053\u306b\u5b58\u5728\u3059\u308b\u306e\u304b\uff1f<\/a><ul><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-\u7d50\u8ad6rag\u306b\u306f\u9b54\u6cd5\u306a\u3093\u3066\u306a\u3044\u3067\u3082uxer\u306b\u306f\u9b54\u6cd5\u304c\u3042\u308b\">\u7d50\u8ad6\uff1aRAG\u306b\u306f\u9b54\u6cd5\u306a\u3093\u3066\u306a\u3044\u3002\u3067\u3082\u3001UXer\u306b\u306f\u9b54\u6cd5\u304c\u3042\u308b<\/a><ul><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-p-p-s-\u305d\u306e\u4ed6\u306e\u3088\u304f\u3042\u308b\u8cea\u554f-\u6ce8-\u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u306fchatgpt\u3092\u4f7f\u7528\u3057\u3066\u4f5c\u6210\u3055\u308c\u3066\u3044\u307e\u3059\">P.P.S. \u305d\u306e\u4ed6\u306e\u3088\u304f\u3042\u308b\u8cea\u554f<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u306e\u3054\u6848\u5185\">\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u306e\u3054\u6848\u5185<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-youtube\u3067\u97f3\u58f0\u30b9\u30e9\u30a4\u30c9\u3082\u516c\u958b\u4e2d\">YouTube\u3067\u97f3\u58f0\u30b9\u30e9\u30a4\u30c9\u3082\u516c\u958b\u4e2d\uff01<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-\u95a2\u9023\u8a18\u4e8b\">\u95a2\u9023\u8a18\u4e8b<\/a><\/li><\/ul><\/div>\n\n\n<p>AI\u306e\u9032\u5316\u306f\u3001\u3082\u3046\u30c4\u30fc\u30eb\u306e\u8a71\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br>\u3042\u306a\u305f\u304c\u300c\u3069\u3093\u306a\u60c5\u5831\u3092\u3001\u3069\u3046\u7e54\u308a\u8fbc\u3080\u304b\u300d\u3067\u30d7\u30ed\u30c0\u30af\u30c8\u306e\u4fa1\u5024\u305d\u306e\u3082\u306e\u304c\u6c7a\u307e\u308b\u6642\u4ee3\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u9375\u3068\u306a\u308b\u306e\u304c <strong><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/retrieval-augmented-generation\/\" title=\"\">RAG<\/a>\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff1aRetrieval-Augmented Generation\uff09<\/strong>\u3002<br>\u3053\u308c\u306f\u3001AI\u304c\u201c\u5fc5\u8981\u306a\u77ac\u9593\u306b\u201d\u6b63\u78ba\u306a\u60c5\u5831\u3092\u547c\u3073\u51fa\u3057\u3001\u6700\u9069\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u6700\u65b0\u306eRAG\u306f\u3001UX\u30c7\u30b6\u30a4\u30ca\u30fc\u306b\u3068\u3063\u3066\u307e\u3055\u306b\u300c\u9b54\u6cd5\u306e\u3058\u3085\u3046\u305f\u3093\u300d\u2015\u2015\u30c7\u30fc\u30bf\u3068\u3044\u3046\u5e83\u5927\u306a\u7802\u6f20\u306e\u4e0a\u3092\u8efd\u3084\u304b\u306b\u98db\u3073\u3001\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3068\u3044\u3046\u201c\u672a\u77e5\u306e\u5730\u5f62\u201d\u3092\u81ea\u5728\u306b\u63a2\u7d22\u3067\u304d\u308b\u30c4\u30fc\u30eb\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u904e\u53bb\u306e\u3088\u3046\u306b\u3001\u30d4\u30af\u30bb\u30eb\u3092\u6574\u3048\u308b\u3060\u3051\u306e\u6642\u4ee3\u306f\u3082\u3046\u7d42\u308f\u308a\u307e\u3057\u305f\u3002<br>UX\u30c7\u30b6\u30a4\u30ca\u30fc\u306f\u4eca\u3001AI\u3068\u3068\u3082\u306b\u300c\u77e5\u8b58\u3092\u8a2d\u8a08\u3059\u308b\u5b58\u5728\u300d\u3078\u3068\u9032\u5316\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8457\u8005\uff1aGreg Nudelman\uff08\u30b0\u30ec\u30c3\u30b0\u30fb\u30cc\u30fc\u30c7\u30eb\u30de\u30f3\uff09<br>2025\u5e747\u670810\u65e5<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-rag\u3068\u306f\u4f55\u306a\u306e\u304b\">RAG\u3068\u306f\u4f55\u306a\u306e\u304b\uff1f<\/h2>\n\n\n\n<p>RAG\u3068\u306f\u3001<a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/large-language-model\/\" title=\"\">LLM<\/a>\uff08<a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/large-language-model\/\" title=\"\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb<\/a>\uff09\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u300c\u81ea\u793e\u306e\u30c7\u30fc\u30bf\u300d\u3084\u300c\u6700\u65b0\u306e\u30ca\u30ec\u30c3\u30b8\u300d\u3092\u5b89\u5168\u306b\u7d44\u307f\u8fbc\u3080\u65b9\u6cd5\u3067\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308aAI\u306f\u3001\u3088\u308a<strong>\u6b63\u78ba\u3067\u3001\u6587\u8108\u306b\u5408\u3063\u305f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306a\u56de\u7b54<\/strong>\u3092\u51fa\u305b\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u30d6\u30ed\u30b0\u8a18\u4e8b\u3092AI\u306b\u8aad\u307e\u305b\u3066FAQ\u3092\u81ea\u52d5\u751f\u6210\u3059\u308b\u3002<br>\u3042\u308b\u3044\u306f\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cfc\u5165\u5c65\u6b74\u3092AI\u304c\u53c2\u7167\u3057\u3066\u5373\u7b54\u3059\u308b\u3002<br>\u3053\u3046\u3057\u305f\u4ed5\u7d44\u307f\u3053\u305d\u304cRAG\u3067\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/retrieval-augmented-generation\/\" title=\"\"><strong>RAG<\/strong>\u3068\u306f\u300cRetrieval-Augmented Generation\u300d<\/a>\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306e\u7565\u3067\u3059\u3002<br>LLM \u304c\u7279\u5b9a\u306e\u8cea\u554f\u306b\u7b54\u3048\u305f\u308a\u3001AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30ab\u30b9\u30bf\u30e0\u306e\u7279\u6b8a\u306a\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u305f\u308a\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u30ab\u30b9\u30bf\u30e0 \u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u7d44\u307f\u8fbc\u3080\u624b\u6cd5\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u304c AI \u306b\u4f55\u304b\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u95a2\u3059\u308b\u5177\u4f53\u7684\u306a\u8a73\u7d30\u3092\u63d0\u4f9b\u3057\u3001\u3088\u308a\u95a2\u9023\u6027\u304c\u9ad8\u304f\u3001\u6b63\u78ba\u3067\u3001\u6700\u65b0\u306e\u5fdc\u7b54\u304c\u5f97\u3089\u308c\u308b\u3068\u3044\u3046\u3053\u3068\u3092\u8a00\u3044\u63db\u3048\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u30d6\u30ed\u30b0\u8a18\u4e8b\u3092AI\u306b\u8aad\u307e\u305b\u3066FAQ\u3092\u81ea\u52d5\u751f\u6210\u3059\u308b\u3002<br>\u3042\u308b\u3044\u306f\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cfc\u5165\u5c65\u6b74\u3092AI\u304c\u53c2\u7167\u3057\u3066\u5373\u7b54\u3059\u308b\u3002<br>\u3053\u3046\u3057\u305f\u4ed5\u7d44\u307f\u3053\u305d\u304cRAG\u3067\u3059<\/p>\n\n\n\n<p>SF\u4f5c\u5bb6\u30ed\u30d0\u30fc\u30c8\u30fb\u30b7\u30a7\u30af\u30ea\u30a4\u306f\u3001\u3053\u3093\u306a\u8a00\u8449\u3092\u6b8b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u201cTo ask a question you must already know most of the answer\u201d<br>\u2015 \u8cea\u554f\u3092\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u3059\u3067\u306b\u305d\u306e\u7b54\u3048\u306e\u6838\u5fc3\u3092\u77e5\u3063\u3066\u3044\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u307e\u3055\u306bRAG\u306f\u3001\u300cAI\u304c\u826f\u3044\u8cea\u554f\u3092\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u300d\u306a\u306e\u3067\u3059\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\u306a\u305crag\u304c\u5fc5\u8981\u306a\u306e\u304b\">\u306a\u305cRAG\u304c\u5fc5\u8981\u306a\u306e\u304b\uff1f<\/h2>\n\n\n\n<p>LLM\u306f\u3059\u3067\u306b\u4e16\u754c\u4e2d\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3093\u3067\u3044\u307e\u3059\u3002<br>\u3051\u308c\u3069\u3082\u3001\u305d\u3053\u306b<strong>\u3042\u306a\u305f\u306e\u4f1a\u793e\u72ec\u81ea\u306e\u77e5\u8b58\u3084\u9867\u5ba2\u30c7\u30fc\u30bf<\/strong>\u306f\u542b\u307e\u308c\u3066\u3044\u307e\u305b\u3093\u3002<br>RAG\u306f\u3001\u305d\u306e\u300c\u6b8b\u3055\u308c\u305f\u6700\u5f8c\u306e\u30d4\u30fc\u30b9\u300d\u3092AI\u306b\u5b89\u5168\u306b\u6e21\u3059\u305f\u3081\u306e\u6a4b\u6e21\u3057\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3058\u3083\u30c0\u30e1\u306a\u306e\u3068\u3044\u3046\u7591\u554f\">\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u30c0\u30e1\u306a\u306e\uff1f\u300d<\/h2>\n\n\n\n<p>\u826f\u3044\u8cea\u554f\u3067\u3059\u3002<br><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/fine-tuning\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/a>\u3082\u4e00\u6642\u671f\u306f\u4e3b\u6d41\u3067\u3057\u305f\u304c\u3001RAG\u306b\u306f\u5727\u5012\u7684\u306a\u512a\u4f4d\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7279\u5fb4<\/th><th>RAG<\/th><th>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/th><\/tr><\/thead><tbody><tr><td>\u30c7\u30fc\u30bf\u66f4\u65b0<\/td><td>\u30df\u30ea\u79d2\u5358\u4f4d\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u53cd\u6620<\/td><td>\u6570\u6642\u9593\uff5e\u6570\u65e5\u304b\u304b\u308b<\/td><\/tr><tr><td>\u30b3\u30b9\u30c8<\/td><td>\u4f4e\u3044\uff08\u30e2\u30c7\u30eb\u518d\u8a13\u7df4\u4e0d\u8981\uff09<\/td><td>\u9ad8\u3044\uff08\u518d\u5b66\u7fd2\u304c\u5fc5\u8981\uff09<\/td><\/tr><tr><td>\u67d4\u8edf\u6027<\/td><td>\u9ad8\u3044\u3002\u5fc5\u8981\u306a\u6642\u3060\u3051\u8aad\u307f\u8fbc\u307f<\/td><td>\u56fa\u5b9a\u7684\u3002\u30e2\u30c7\u30eb\u306b\u57cb\u3081\u8fbc\u307f\u6e08\u307f<\/td><\/tr><tr><td>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5bfe\u5fdc<\/td><td>\u52d5\u7684\u306a\u547c\u3073\u51fa\u3057\u306b\u6700\u9069<\/td><td>\u9759\u7684\u306a\u7528\u9014\u306b\u9650\u5b9a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3064\u307e\u308aRAG\u306f\u3001<strong>\u201cAI\u3092\u5373\u6226\u529b\u306b\u5909\u3048\u308b\u4ed5\u7d44\u307f\u201d<\/strong> \u306a\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-\u30b8\u30e3\u30b9\u30c8\u30a4\u30f3\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u8aad\u307f\u8fbc\u307f\">\uff11\uff09\u30b8\u30e3\u30b9\u30c8\u30a4\u30f3\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u8aad\u307f\u8fbc\u307f<\/h3>\n\n\n\n<p>RAG \u306b\u3088\u308a\u3001\u30ab\u30b9\u30bf\u30e0 LLM \u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3001\u7ba1\u7406\u304c\u4e0d\u8981\u306b\u306a\u308a\u3001\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002\u4e3b\u8981\u306a\u30e2\u30c7\u30eb\u3067\u3042\u308c\u3070\u3069\u308c\u3067\u3082\u4f7f\u7528\u53ef\u80fd\u3067\u3001\u8cea\u554f\u306e\u76f4\u524d\u306b\u30d7\u30ed\u30f3\u30d7\u200b\u200b\u30c8\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3060\u3051\u3092\u8aad\u307f\u8fbc\u3080\u3060\u3051\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-\u52d5\u7684\u66f4\u65b0\u304c\u53ef\u80fd\">\uff12\uff09\u52d5\u7684\u66f4\u65b0\u304c\u53ef\u80fd<\/h3>\n\n\n\n<p>RAG\u306f\u3001<strong>\u30df\u30ea\u79d2\u5358\u4f4d\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf<\/strong>\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3067\u306f\u3001\u6570\u6642\u9593\u7d4c\u305f\u306a\u3044\u3068\u66f4\u65b0\u3067\u304d\u307e\u305b\u3093\u3002\u305d\u306e\u9593\u306b\u30c7\u30fc\u30bf\u306f\u9673\u8150\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>RAG \u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u6700\u5c0f\u9650\u306e<a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/latency\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u30ec\u30a4\u30c6\u30f3\u30b7<\/a>\u3067\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u3001\u308f\u305a\u304b 1 \u30df\u30ea\u79d2\u524d\u306e\u6700\u65b0\u306e\u8cfc\u5165\u5c65\u6b74\u3092\u542b\u3080\u3059\u3079\u3066\u306e\u9867\u5ba2\u8cfc\u5165\u5c65\u6b74\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\uff08\u5bfe\u7167\u7684\u306b\u3001Fine-Tuned \u30e2\u30c7\u30eb\u306f\u6700\u5927\u3067\u3082\u6570\u6642\u9593\u304a\u304d\u306b\u3057\u304b\u66f4\u65b0\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u52d5\u7684\u30c7\u30fc\u30bf\u306f\u3059\u3050\u306b\u53e4\u304f\u306a\u308a\u307e\u3059\u3002\uff09<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-\u6700\u5c0f\u9650\u306e\u30c7\u30fc\u30bf\u3067\u52d5\u4f5c\">\uff13\uff09\u6700\u5c0f\u9650\u306e\u30c7\u30fc\u30bf\u3067\u52d5\u4f5c<\/h3>\n\n\n\n<p>RAG\u3067\u306f\u3001\u6700\u5c0f\u9650\u306e\u30c7\u30fc\u30bf\u306e\u307f\u3092\u53d6\u5f97\u30fb\u30ed\u30fc\u30c9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001\u9ad8\u901f\u304b\u3064\u52b9\u7387\u7684\u3067\u3059\u3002\u3053\u308c\u306f\u3001RAG\u30d5\u30a1\u30a4\u30eb\u306e\u5404\u30c1\u30e3\u30f3\u30af\u3092\u30a8\u30f3\u30b3\u30fc\u30c9\u3057\u3001\u30bf\u30b9\u30af\u306b\u57fa\u3065\u3044\u3066\u53d6\u5f97\u3059\u308b\u30c7\u30fc\u30bf\u3092\u6c7a\u5b9a\u3059\u308b\u7279\u5225\u306a<a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/vector-database\/ \u200e\u7de8\u96c6\" target=\"_blank\" rel=\"noopener\" title=\"\">\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff08Vector DB\uff09<\/a>\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3055\u308c\u307e\u3059\uff08\u3053\u306e\u8a18\u4e8b\u3067\u306f\u6271\u3044\u307e\u305b\u3093\uff09\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5411\u304d\u306e\u67d4\u8edf\u6027\">\uff14\uff09\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u512a\u3057\u3044\u67d4\u8edf\u6027<\/h3>\n\n\n\n<p>RAG\u306e\u300c\u7121\u99c4\u304c\u306a\u304f\u3001\u305d\u306e\u5834\u3067\u6700\u9069\u5316\u3067\u304d\u308b\u81ea\u5df1\u6307\u5411\u578b\u306e\u4ed5\u7d44\u307f\u300d\u306f\u3001<strong><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/agent-based-ai\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578bAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/a><\/strong>\u306b\u7279\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002<br>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u81ea\u5f8b\u7684\u306b\u884c\u52d5\u3059\u308b\u305f\u3081\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u4e8b\u524d\u306b\u3059\u3079\u3066\u4e88\u6e2c\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u5b9f\u884c\u4e2d\u306b\u300c\u3042\u308b\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3088\u3046\u3068\u3057\u305f\u304c\u884c\u304d\u8a70\u307e\u308b \u2192 \u65b9\u5411\u3092\u5909\u3048\u3066\u5225\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u306b\u884c\u304f\u300d\u3068\u3044\u3063\u305f\u8a66\u884c\u932f\u8aa4\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u969b\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u7570\u306a\u308bRAG\u30d5\u30a1\u30a4\u30eb\u30bb\u30c3\u30c8\u3092\u547c\u3073\u51fa\u3057\u3001\u52d5\u4f5c\u3092\u67d4\u8edf\u306b\u5207\u308a\u66ff\u3048\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\u306a\u305c\u4ecaux\u30c7\u30b6\u30a4\u30ca\u30fc\u304crag\u306e\u7e54\u308a\u624b\u306b\u306a\u308b\u3079\u304d\u304b\">UX\u30c7\u30b6\u30a4\u30ca\u30fc\u3053\u305d\u3001RAG\u6642\u4ee3\u306e\u4e2d\u5fc3\u306b\u7acb\u3066<\/h2>\n\n\n\n<p>\u304b\u3064\u3066RAG\u30d5\u30a1\u30a4\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3060\u3051\u304c\u89e6\u308c\u308b\u300c\u932c\u91d1\u8853\u300d\u3067\u3057\u305f\u3002<br>\u3057\u304b\u3057\u4eca\u3001\u30eb\u30fc\u30eb\u306f\u5909\u308f\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u300c1\u3064\u306eRAG\u30d5\u30a1\u30a4\u30eb\uff1d1\u3064\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u300d<\/p>\n\n\n\n<p>\u305d\u308c\u306f\u3064\u307e\u308a\u2015\u2015<br>\u30e6\u30fc\u30b6\u30fc\u306e\u6587\u8108\u3092\u6700\u3082\u6df1\u304f\u7406\u89e3\u3057\u3066\u3044\u308b<strong>UX\u30c7\u30b6\u30a4\u30ca\u30fc\u3084PM\u3053\u305d\u304c\u3001RAG\u306e\u4e3b\u5c0e\u8005<\/strong>\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3002<\/p>\n\n\n\n<p>\u3042\u306a\u305f\u306e\u624b\u3067\u3001AI\u304c\u201c\u8ab0\u306e\u305f\u3081\u306b\u4f55\u3092\u8a9e\u308b\u304b\u201d\u3092\u5b9a\u7fa9\u3067\u304d\u308b\u6642\u4ee3\u304c\u6765\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<h3 class=\"wp-block-heading\" id=\"aioseo-1\u3064\u306erag\u30d5\u30a1\u30a4\u30eb-1\u3064\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\">RAG\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u3063\u3066\u307f\u3088\u3046<\/h3>\n<\/blockquote>\n\n\n\n<p>\u3067\u306f\u5b9f\u969b\u306b\u3001RAG\u30d5\u30a1\u30a4\u30eb\u3092\u3069\u3046\u4f5c\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u4f8b\u3068\u3057\u3066\u3001ChatGPT\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u300c\u3053\u306e\u30da\u30fc\u30b8\u306e\u30ec\u30b7\u30d4\u304b\u3089RAG\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u3063\u3066\u3002JSON\u3067\u306f\u306a\u304f\u30c6\u30ad\u30b9\u30c8\u3067\u3002\u30bf\u30a4\u30c8\u30eb\u3001\u8aac\u660e\u3001\u6750\u6599\u3001\u4f5c\u308a\u65b9\u3092\u542b\u3081\u3066\u5b8c\u5168\u306aRAG\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u51fa\u529b\u3057\u3066\u3002\u300d<\/p>\n<\/blockquote>\n\n\n\n<p>\u3059\u308b\u3068\u3001AI\u306f\u4e00\u77ac\u3067<strong>\u69cb\u9020\u5316\u3055\u308c\u305f\u77e5\u8b58\u30d5\u30a1\u30a4\u30eb<\/strong>\u3092\u751f\u6210\u3057\u307e\u3059\u3002<br>\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3068\u3001AI\u306f\u201c\u3042\u306a\u305f\u306e\u30ec\u30b7\u30d4\u201d\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3057\u3066\u56de\u7b54\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u9b54\u6cd5\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br>\u91cd\u8981\u306a\u306e\u306f\u3001<strong>AI\u3068\u5354\u50cd\u3057\u306a\u304c\u3089\u3001\u6700\u9069\u306a\u554f\u3044\u3068\u69cb\u9020\u3092\u7e70\u308a\u8fd4\u3057\u78e8\u3044\u3066\u3044\u304f\u3053\u3068<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-rag\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u3063\u3066\u307f\u3088\u3046\">RAG\u3092\u4f7f\u3044\u3053\u306a\u3059\u4eba\u304c\u3001AI\u3092\u4f7f\u3044\u3053\u306a\u3059<\/h2>\n\n\n\n<p>RAG\u4f5c\u6210\u306f\u3001\u5358\u306a\u308b\u6280\u8853\u3067\u306f\u306a\u304f\u3001<strong>\u601d\u8003\u306e\u30c7\u30b6\u30a4\u30f3<\/strong>\u3067\u3059\u3002<br>AI\u304c\u81ea\u3089\u5b66\u3073\u3001\u8abf\u6574\u3057\u3001\u6210\u9577\u3059\u308b\u305f\u3081\u306e\u300c\u6307\u793a\u66f8\u300d\u3092\u4eba\u9593\u304c\u8a2d\u8a08\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u307e\u3055\u306b\u3001UX\u30c7\u30b6\u30a4\u30ca\u30fc\u306e\u672c\u8cea\u7684\u306a\u30b9\u30ad\u30eb\u2015\u2015<br><strong>\u7406\u89e3\u3057\u3001\u69cb\u9020\u5316\u3057\u3001\u4f1d\u3048\u308b\u529b<\/strong>\u2015\u2015\u304c\u6c42\u3081\u3089\u308c\u308b\u9818\u57df\u3067\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u305f\u3060\u3057\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068 LLM \u5411\u3051\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068 LLM \u3068\u9023\u643a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\u5177\u4f53\u4f8brag\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u308b\u306b\u306f\">RAG\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u308d\u3046<\/h2>\n\n\n\n<p>\u5177\u4f53\u7684\u306b\u3069\u3046\u3084\u3063\u3066RAG\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u308b\u306e\u304b\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002\u4f8b\u3068\u3057\u3066\u3001<strong>ChatGPT<\/strong>\u3092\u4f7f\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u3042\u306a\u305f\u304c\u300cLife Clock\uff08\u30e9\u30a4\u30d5\u30fb\u30af\u30ed\u30c3\u30af\uff09\u300d\u3068\u3044\u3046\u30e9\u30a4\u30d5\u30b9\u30bf\u30a4\u30eb\u30a2\u30d7\u30ea\u306e\u30c7\u30b6\u30a4\u30f3\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u3068\u3057\u307e\u3057\u3087\u3046\u3002\u3053\u306e\u30a2\u30d7\u30ea\u306b\u306f\u3001\u81ea\u793e\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u30bf\u30a4\u6599\u7406\u306e\u5065\u5eb7\u30ec\u30b7\u30d4\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u4e2d\u306e\u300c\u30c8\u30e0\u30e4\u30e0\u30af\u30f3\u300d\u306e\u30ec\u30b7\u30d4\u3092\u30e6\u30fc\u30b6\u30fc\u306b\u63d0\u4f9b\u3059\u308b\u3068\u3044\u3046\u72b6\u6cc1\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-chatgpt\u3078\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u4f8b\">ChatGPT\u3078\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u4f8b\uff1a<\/h3>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092ChatGPT\u306b\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044\uff1a<\/p>\n\n\n\n<p class=\"is-style-default\"><span class=\"sme-text-color has-black-color\">Create an individual RAG file from the recipe on this page. Make this RAG text, not JSON. IMPORTANT: make sure it&#8217;s a downloadable complete text RAG file you can use to create this recipe. Include file headers, id, title, description, ingredients, the works! https:\/\/hot-thai-kitchen.com\/tom-yum-goong\/<\/span><\/p>\n\n\n\n<p>\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306aRAG\u30d5\u30a1\u30a4\u30eb\u304c\u751f\u6210\u3055\u308c\u308b\u306f\u305a\u3067\u3059\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-rag\u30d5\u30a1\u30a4\u30eb\u4f8b\">RAG\u30d5\u30a1\u30a4\u30eb\u4f8b\uff1a<\/h3>\n\n\n\n<p>\uff08<strong>alt<\/strong>: \u30bf\u30a4\u306e\u30b9\u30fc\u30d7\u300c\u30c8\u30e0\u30e4\u30e0\u30af\u30f3\u300d\u306e\u30ec\u30b7\u30d4\u3092\u8a18\u8ff0\u3057\u305fRAG\u30d5\u30a1\u30a4\u30eb\uff09<br>\uff08<strong>caption<\/strong>: LLM\u304c\u53c2\u7167\u53ef\u80fd\u306a\u5f62\u5f0f\u3067\u6574\u5099\u3055\u308c\u305f\u30ec\u30b7\u30d4RAG\u30d5\u30a1\u30a4\u30eb\u306e\u4f8b\uff09<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<pre class=\"wp-block-preformatted\"># RAG DOCUMENT<br>id: tom-yum-goong-creamy<br>title: Creamy Tom Yum Goong\uff08\u0e15\u0e49\u0e21\u0e22\u0e33\u0e01\u0e38\u0e49\u0e07\u0e19\u0e49\u0e33\u0e02\u0e49\u0e19\uff09<br>description: \u6d77\u8001\u3001\u304d\u306e\u3053\u3001\u9999\u308a\u9ad8\u3044\u30cf\u30fc\u30d6\u3092\u4f7f\u3063\u305f\u30af\u30e9\u30b7\u30c3\u30af\u306a\u30c8\u30e0\u30e4\u30e0\u30b9\u30fc\u30d7\u306e\u6fc3\u539a\u30af\u30ea\u30fc\u30df\u30fc\u7248\u3002<br><br>tags: \u30bf\u30a4\u6599\u7406, \u30b9\u30fc\u30d7, \u8f9b\u3044, \u30af\u30ea\u30fc\u30df\u30fc, \u30b7\u30fc\u30d5\u30fc\u30c9<br><br>## \u6750\u6599<br>- \u6c34 5\u30ab\u30c3\u30d7<br>- \u6d77\u8001\uff0810\u301c12\u5c3e\u3001\u76ae\u3092\u3080\u3044\u3066\u80cc\u30ef\u30bf\u3092\u53d6\u308b\uff09<br>- \u30ec\u30e2\u30f3\u30b0\u30e9\u30b9 2\u672c\uff08\u4e0b\u90e8\u306e\u307f\u3001\u53e9\u3044\u30665cm\u306b\u30ab\u30c3\u30c8\uff09<br>- \u30ac\u30e9\u30f3\u30ac\u30eb \u7d0425g\uff08\u8584\u5207\u308a10\u679a\uff09<br>- \u30ab\u30d5\u30a3\u30a2\u30e9\u30a4\u30e0\u306e\u8449 10\u679a<br>- \u304d\u306e\u3053\uff08\u30aa\u30a4\u30b9\u30bf\u30fc\u30de\u30c3\u30b7\u30e5\u30eb\u30fc\u30e0\u63a8\u5968\u3001\u7d04200g\uff09<br>- \u5510\u8f9b\u5b50\uff08\u4e7e\u71e5\u307e\u305f\u306f\u751f\u3001\u9069\u91cf\uff09<br>- \u30ca\u30f3\u30d7\u30e9\u30fc \u5927\u3055\u30583<br>- \u30b0\u30e9\u30cb\u30e5\u30fc\u7cd6 \u5c0f\u3055\u30582\u301c3<br>- \u30b7\u30e3\u30ed\u30c3\u30c8 2\u500b\uff08\u534a\u5206\u306b\u5207\u308b\uff09<br>- \u203b\u30aa\u30d7\u30b7\u30e7\u30f3\uff1a\u30bf\u30de\u30ea\u30f3\u30c9\u30da\u30fc\u30b9\u30c8\u3001\u30b3\u30b3\u30ca\u30c3\u30c4\u30df\u30eb\u30af\u3001\u30ca\u30e0\u30d7\u30ea\u30c3\u30af\u30d1\u30aa<br>- \u4ed5\u4e0a\u3052\u7528\uff1a\u30e9\u30a4\u30e0\u30b8\u30e5\u30fc\u30b9\u3001\u9999\u83dc\u3001\u9752\u306d\u304e\u306a\u3069<br><br>## \u5206\u91cf\u3068\u6804\u990a<br>- 4\u4eba\u5206<br>- \u30ab\u30ed\u30ea\u30fc\u8868\u793a\u306a\u3057<br>- \u30ec\u30b7\u30d4\u4f5c\u8005\uff1aPailin Chongchitnant\uff08\u30d1\u30a4\u30ea\u30f3\u30fb\u30c1\u30e7\u30f3\u30c1\u30c3\u30c8\u30ca\u30f3\u30c8\uff09<br><br>## \u4f5c\u308a\u65b9<br>1. \u934b\u306b\u6c34\u3092\u6cb8\u9a30\u3055\u305b\u308b\u3002<br>2. \u30b7\u30e3\u30ed\u30c3\u30c8\u3001\u30ca\u30f3\u30d7\u30e9\u30fc\u3001\u7802\u7cd6\u3092\u52a0\u3048\u3001\u5473\u3092\u306a\u3058\u307e\u305b\u308b\u3002<br>3. \u30ec\u30e2\u30f3\u30b0\u30e9\u30b9\u3001\u30ac\u30e9\u30f3\u30ac\u30eb\u3001\u30e9\u30a4\u30e0\u306e\u8449\u3001\u5510\u8f9b\u5b50\u3092\u52a0\u3048\u3066\u716e\u8fbc\u3080\u3002<br>4. \u304d\u306e\u3053\u3092\u5165\u308c\u3066\u3055\u3089\u306b5\u5206\u716e\u308b\u3002<br>5. \u6d77\u8001\u3092\u52a0\u3048\u3066\u3001\u706b\u304c\u901a\u308b\u307e\u3067\u52a0\u71b1\u3059\u308b\u3002<br>6. \uff08\u30af\u30ea\u30fc\u30df\u30fc\u7248\uff09\u30bf\u30de\u30ea\u30f3\u30c9\u30da\u30fc\u30b9\u30c8\u3084\u30b3\u30b3\u30ca\u30c3\u30c4\u30df\u30eb\u30af\u3092\u52a0\u3048\u3066\u8efd\u304f\u6e29\u3081\u308b\u3002<br>7. \u706b\u3092\u6b62\u3081\u3001\u30e9\u30a4\u30e0\u30b8\u30e5\u30fc\u30b9\u3067\u5473\u3092\u8abf\u6574\u3002<br>8. \u30ca\u30f3\u30d7\u30e9\u30fc\u3001\u7802\u7cd6\u3001\u6c34\u306a\u3069\u3067\u6700\u7d42\u8abf\u6574\u3002<br>9. \u76db\u308a\u4ed8\u3051\u76f4\u524d\u306b\u9999\u83dc\u30fb\u9752\u306d\u304e\u3092\u52a0\u3048\u308b\u3002<br>10. \u30b8\u30e3\u30b9\u30df\u30f3\u30e9\u30a4\u30b9\u3068\u4e00\u7dd2\u306b\u63d0\u4f9b\u3002<br><br>## \u30e1\u30e2<br>- \u30cf\u30fc\u30d6\u985e\u306f\u51b7\u51cd\u4fdd\u5b58\u3057\u3066\u305d\u306e\u307e\u307e\u4f7f\u3048\u308b\u3002<br>- \u672c\u683c\u7684\u306a\u8f9b\u3055\u3092\u6c42\u3081\u308b\u306a\u3089\u30bf\u30a4\u5510\u8f9b\u5b50\u3092\u3002<br>- \u30af\u30ea\u30fc\u30df\u30fc\u306a\u4ed5\u4e0a\u304c\u308a\u306b\u306f\u30b3\u30b3\u30ca\u30c3\u30c4\u307e\u305f\u306f\u30a8\u30d0\u30df\u30eb\u30af\u3092\u4f7f\u7528\u3002<br><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6b21\u306b\uff1aRAG\u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u3063\u3066\u8cea\u554f\u3057\u3066\u307f\u3088\u3046<br>\u751f\u6210\u3055\u308c\u305fRAG\u30d5\u30a1\u30a4\u30eb\u3092ChatGPT\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8cea\u554f\u3092\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\uff1a<br><\/p>\n\n\n\n<p class=\"is-style-sme-speech-right\">\u30bf\u30a4\u306e\u30b9\u30fc\u30d7\u3092\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3059\u308b\u3068\u3001RAG\u30d5\u30a1\u30a4\u30eb\u306b\u57fa\u3065\u3044\u3066<strong>\u30c8\u30e0\u30e4\u30e0\u30af\u30f3\u306e\u30ec\u30b7\u30d4\u304c\u51fa\u529b\u3055\u308c<\/strong>\u307e\u3059\u3002<br>\u3055\u3089\u306b\u3001\u30bf\u30a4\u30b9\u30fc\u30d7\u306b\u95a2\u9023\u3059\u308b\u8cea\u554f\u3067\u3042\u308c\u3070\u3001LLM\u306f\u3053\u306eRAG\u30d5\u30a1\u30a4\u30eb\u3092\u53c2\u7167\u3057\u3066\u56de\u7b54\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\u88dc\u8db3\u3053\u3053\u3067\u6ce8\u76ee\u3059\u3079\u304d\u3053\u3068\">\u88dc\u8db3\uff1a\u3053\u3053\u3067\u6ce8\u76ee\u3059\u3079\u304d\u3053\u3068<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u300c\u9b54\u6cd5\u300d\u306f\u306a\u3044<\/strong><br>\u3044\u304f\u3064\u304b\u306e\u5358\u8a9e\u3092\u308f\u3056\u3068\u30b9\u30da\u30eb\u30df\u30b9\u3057\u3066\u3082\uff08\u4f8b\uff1a<em>recipie<\/em>, <em>complate<\/em>\uff09\u3001LLM\u306f\u6587\u8108\u304b\u3089\u6b63\u3057\u304f\u610f\u56f3\u3092\u8aad\u307f\u53d6\u308a\u3001\u67d4\u8edf\u306b\u51e6\u7406\u3057\u3066\u304f\u308c\u307e\u3059\u3002<br>\u3064\u307e\u308a\u91cd\u8981\u306a\u306e\u306f\u3001<strong>\u300c\u3069\u3046\u66f8\u304f\u304b\u300d\u3088\u308a\u3082\u300c\u4f55\u3092\u4f1d\u3048\u305f\u3044\u304b\u300d<\/strong> \u3067\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u546a\u6587\u3067\u306f\u306a\u304f\u3001\u8a2d\u8a08\u56f3\u3067\u3059\u3002<br><\/li>\n\n\n\n<li><strong>RAG\u4f5c\u6210\u306f\u53cd\u5fa9\u306e\u30d7\u30ed\u30bb\u30b9<\/strong><br>UX\u30c7\u30b6\u30a4\u30ca\u30fc\u306b\u3068\u3063\u3066\u3001<strong>\u53cd\u5fa9\u306f\u547c\u5438\u306e\u3088\u3046\u306a\u3082\u306e<\/strong>\u3067\u3059\u3002<br>\u5b8c\u74a7\u306aRAG\u3092\u4e00\u767a\u3067\u4f5c\u308d\u3046\u3068\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br>\u307e\u305a\u306f\u300c\u3053\u308c\u3067RAG\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u3063\u3066\u300d\u3068AI\u306b\u6307\u793a\u3057\u3001\u51fa\u529b\u3092\u78ba\u8a8d\u3002<br>\u8db3\u308a\u306a\u3044\u70b9\u3084\u69cb\u9020\u306e\u30ba\u30ec\u3092\u898b\u3064\u3051\u3066\u3001\u4f55\u5ea6\u3067\u3082\u8abf\u6574\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<br><\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u805e\u3053\u3046<\/strong><br>\u300c\u7406\u60f3\u7684\u306aRAG\u30d5\u30a1\u30a4\u30eb\u306e\u5f62\u304c\u308f\u304b\u3089\u306a\u3044\u300d\u3068\u611f\u3058\u305f\u3089\u3001\u305f\u3081\u3089\u308f\u305a\u30c1\u30fc\u30e0\u306b\u805e\u3044\u3066\u304f\u3060\u3055\u3044\u3002JSON\u5f62\u5f0f\u3067\u51fa\u529b\u3059\u3079\u304d\uff1f<br>\u30bb\u30af\u30b7\u30e7\u30f3\u306e\u69cb\u9020\u306f\uff1f<br>\u3069\u3093\u306a\u30c7\u30fc\u30bf\u4f8b\u304c\u3042\u308b\uff1f<br><strong>\u8cea\u554f\u3057\u3001\u8a66\u3057\u3001\u4fee\u6b63\u3059\u308b\u3002<\/strong><br>\u3053\u306e\u5f80\u5fa9\u3053\u305d\u3001RAG\u3092\u30c1\u30fc\u30e0\u3067\u80b2\u3066\u308b\u6700\u3082\u81ea\u7136\u306a\u65b9\u6cd5\u3067\u3059\u3002<br><\/li>\n\n\n\n<li><strong>\u516c\u958b\u30da\u30fc\u30b8\u3067\u3082\u7df4\u7fd2\u3067\u304d\u308b<\/strong><br>\u3053\u3053\u3067\u7d39\u4ecb\u3057\u305f\u4f8b\u3067\u306f\u516c\u958bHTML\u30da\u30fc\u30b8\u3092\u4f7f\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u5b9f\u969b\u306b\u4fa1\u5024\u3092\u751f\u3080\u306e\u306f\u3001<strong>\u81ea\u793e\u7279\u6709\u306e\u30c7\u30fc\u30bf\uff08\u6a5f\u5bc6\u30fb\u52d5\u7684\u30fb\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u7279\u5316\u578b\uff09<\/strong>\u3092\u6271\u3046\u3068\u304d\u3067\u3059\u3002\u6700\u521d\u306f\u5b89\u5168\u306a\u30c7\u30fc\u30bf\u3067\u8a66\u3057\u3001\u69cb\u9020\u3068\u624b\u5fdc\u3048\u3092\u3064\u304b\u3080\u306e\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\u30ed\u30dc\u30c3\u30c8\u3068\u5354\u529b\u3057\u3066\u30ed\u30dc\u30c3\u30c8\u306e\u305f\u3081\u306e\u6307\u793a\u66f8\u3092\u4f5c\u3063\u3066\u3044\u308b\">\u300c\u30ed\u30dc\u30c3\u30c8\u306e\u305f\u3081\u306e\u6307\u793a\u66f8\u3092\u3001\u4eba\u9593\u304c\u3064\u304f\u308b\u300d<\/h2>\n\n\n\n<p>\u307e\u3055\u306b\u305d\u306e\u901a\u308a\u3067\u3059\u3002<br>RAG\u8a2d\u8a08\u3068\u306f\u3001<strong>\u30ed\u30dc\u30c3\u30c8\u3068\u5354\u50cd\u3057\u306a\u304c\u3089\u3001\u30ed\u30dc\u30c3\u30c8\u306e\u201c\u8003\u3048\u308b\u624b\u9806\u201d\u3092\u8a2d\u8a08\u3059\u308b\u884c\u70ba<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u554f\u984c\u3092\u4f5c\u3063\u305f\u5b58\u5728\u3053\u305d\u304c\u3001\u89e3\u6c7a\u306b\u3082\u6700\u3082\u9069\u3057\u3066\u3044\u308b\u3002<br>AI\u304c\u6b63\u3057\u304f\u5b66\u3076\u305f\u3081\u306b\u306f\u3001\u3042\u306a\u305f\u306e\u554f\u3044\u306e\u69cb\u9020\u304c\u5fc5\u8981\u306a\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u79c1\u304c\u6700\u3082\u3088\u304f\u4f7f\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u3001\u3053\u308c\u3067\u3059\uff1a<\/p>\n\n\n\n<p class=\"is-style-sme-post-it-narrow\"><strong>&#8220;Hey LLM, you keep screwing up X. Whenever I ask A you say B and I want you to say C. What do I put in a RAG file to fix this?&#8221;<\/strong><br>\u300c\u306d\u3047LLM\u3001\u541b\u306fX\u3092\u3044\u3064\u3082\u9593\u9055\u3048\u308b\u3088\u306d\u3002A\u3063\u3066\u805e\u304f\u3068B\u3063\u3066\u7b54\u3048\u308b\u3051\u3069\u3001C\u3063\u3066\u8a00\u3063\u3066\u307b\u3057\u3044\u3002\u3069\u3046RAG\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u308c\u3070\u76f4\u308b\u306e\uff1f\u300d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\u3067\u306f\u3042\u306a\u305f\u306e\u4fa1\u5024\u306f\u3069\u3053\u306b\u3042\u308b\u306e\u304b\">\u4eba\u9593\u306e\u4fa1\u5024\u306f\u3069\u3053\u306b\u5b58\u5728\u3059\u308b\u306e\u304b\uff1f<\/h2>\n\n\n\n<p>RAG\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210\u306f\u3001\u8a00\u3063\u3066\u307f\u308c\u3070\u300c\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u57fa\u672c\u7684\u306a\u30d7\u30ed\u30b0\u30e9\u30e0\u4f5c\u6210\u300d\u306b\u8fd1\u3044\u4f5c\u696d\u3067\u3059\u3002<br>LLM\u304c\u81ea\u3089\u306e\u6307\u793a\u66f8\u3092\u89e3\u8aac\u3057\u3001\u5b66\u7fd2\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001<strong>\u5358\u7d14\u4f5c\u696d\u306f\u3059\u3079\u3066LLM\u306b\u4efb\u305b\u308b<\/strong>\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br>\u3057\u304b\u3057\u3001\u6700\u7d42\u7684\u306b\u300c\u51fa\u529b\u304c\u6b63\u3057\u3044\u304b\u3069\u3046\u304b\u300d\u3092\u6c7a\u5b9a\u3059\u308b\u306e\u306f<strong>\u4eba\u9593\u306e\u5224\u65ad<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-\u305d\u306e\u5224\u65ad\u3092\u6b63\u3057\u304f\u4e0b\u305b\u308b\u306e\u306f\u8ab0\u304b\">\u305d\u306e\u5224\u65ad\u3092\u6b63\u3057\u304f\u4e0b\u305b\u308b\u306e\u306f\u8ab0\u304b\uff1f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9867\u5ba2\u3092\u3088\u304f\u77e5\u3063\u3066\u3044\u308b<\/li>\n\n\n\n<li>\u7af6\u5408\u74b0\u5883\u3092\u5206\u6790\u3057\u3066\u3044\u308b<\/li>\n\n\n\n<li>\u9867\u5ba2\u306e\u30cb\u30fc\u30ba\u3068\u4f01\u696d\u306e\u6a5f\u80fd\u3084\u53ce\u76ca\u3068\u3092\u6a4b\u6e21\u3057\u3067\u304d\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u305d\u3093\u306a\u4eba\u3002\u3064\u307e\u308a\u3001<strong>\u3042\u306a\u305f<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\u7d50\u8ad6rag\u306b\u306f\u9b54\u6cd5\u306a\u3093\u3066\u306a\u3044\u3067\u3082uxer\u306b\u306f\u9b54\u6cd5\u304c\u3042\u308b\">\u7d50\u8ad6\uff1aRAG\u306b\u306f\u9b54\u6cd5\u306a\u3093\u3066\u306a\u3044\u3002\u3067\u3082\u3001UXer\u306b\u306f\u9b54\u6cd5\u304c\u3042\u308b<\/h2>\n\n\n\n<p>RAG\u306e\u4f5c\u6210\u306f\u3001\u3061\u3087\u3063\u3068\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u4f3c\u3066\u3044\u307e\u3059\u3002\u3067\u3082\u3001UX\u30c7\u30b6\u30a4\u30ca\u30fc\u3084PM\u306b\u3068\u3063\u3066\u306f\u3001\u305a\u3063\u3068\u53d6\u308a\u7d44\u307f\u3084\u3059\u3044\u4e16\u754c\u3067\u3059\u3002LLM\u3082\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3082\u3042\u306a\u305f\u3092\u52a9\u3051\u3066\u304f\u308c\u307e\u3059\u3002\u3042\u306a\u305f\u306e\u6700\u521d\u306e\u4e00\u6b69\u3092\u8e0f\u307f\u51fa\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\u6b21\u56de\u4e88\u544a\">\u6b21\u56de\u4e88\u544a<\/h2>\n\n\n\n<p>\u6b21\u56de\u306f\u300c<a href=\"https:\/\/uxdaystokyo.com\/articles\/escape-from-the-figma-titanic-part-3-magic-rag-registry\/\" title=\"\">RAG\u30ec\u30b8\u30b9\u30c8\u30ea<\/a>\u300d\u306e\u4f5c\u308a\u65b9\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<br>\u3053\u308c\u306f\u3001\u4e00\u822c\u7684\u306a\u624b\u6cd5\u3084\u30a8\u30e9\u30fc\u3001\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u96c6\u3081\u3066\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e<strong>\u5171\u6709\u30ea\u30dd\u30b8\u30c8\u30ea<\/strong>\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-\u53c2\u8003\u30ea\u30f3\u30af\">\u53c2\u8003\u30ea\u30f3\u30af<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><a href=\"https:\/\/a.co\/d\/bYbdGjx\" target=\"_blank\" rel=\"noopener\" title=\"\">UX for AI &#8211; \u66f8\u7c4d\u7d39\u4ecb\u30da\u30fc\u30b8\uff08\u82f1\u8a9e\u3001Amazon\uff09<\/a><\/strong><br>\uff08\u65e5\u672c\u8a9e\u7248\u306f\u672a\u520a\uff09<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/hot-thai-kitchen.com\/tom-yum-goong\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Hot Thai Kitchen &#8211; \u30c8\u30e0\u30e4\u30e0\u30af\u30f3\u30ec\u30b7\u30d4\u30da\u30fc\u30b8<\/a><\/strong><br>\uff08RAG\u30d5\u30a1\u30a4\u30eb\u751f\u6210\u306b\u4f7f\u7528\u3057\u305f\u30bd\u30fc\u30b9\uff09<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-p-p-s-\u305d\u306e\u4ed6\u306e\u3088\u304f\u3042\u308b\u8cea\u554f-\u6ce8-\u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u306fchatgpt\u3092\u4f7f\u7528\u3057\u3066\u4f5c\u6210\u3055\u308c\u3066\u3044\u307e\u3059\">P.P.S. \u305d\u306e\u4ed6\u306e\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n<p>(\u6ce8: \u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u306fChatGPT\u3092\u4f7f\u7528\u3057\u3066\u4f5c\u6210\u3055\u308c\u3066\u3044\u307e\u3059)<\/p>\n\n\n\n<p>\u2753<strong>RAG\u306f\u5b89\u5168\u3067\u3059\u304b\uff1f\u30e6\u30fc\u30b6\u30fc\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306f\u3069\u3046\u3067\u3059\u304b\uff1f<\/strong><br>\u56de\u7b54: RAG\u306f\u5b89\u5168\u3067\u3059\u304c\u3001\u500b\u4eba\u60c5\u5831\uff08PII\uff09\u3084\u6a5f\u5bc6\u30c7\u30fc\u30bf\u306f\u9069\u5207\u306b\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u307e\u305f\u306f\u6697\u53f7\u5316\u3055\u308c\u305f\u30d9\u30af\u30bf\u30fc\u30b9\u30c8\u30a2\u3092\u4f7f\u7528\u3057\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u3064\u307e\u308a\u3001ChatGPT\u306e\u3088\u3046\u306a\u30d1\u30d6\u30ea\u30c3\u30afLLM\u306b\u81ea\u793e\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u3092\u30ed\u30fc\u30c9\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\uff01\u30c6\u30af\u30cb\u30ab\u30eb\u30b5\u30dd\u30fc\u30c8\u306b\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8LLM\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f9d\u983c\u3057\u3066\u304f\u3060\u3055\u3044\uff01(\u305f\u3060\u3057\u3001\u7121\u6599\u306eChatGPT\u3092\u4f7f\u7528\u3057\u3066\u30bf\u30a4\u6599\u7406\u3067\u7df4\u7fd2\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u306f\u3001\u30d1\u30d6\u30ea\u30c3\u30af\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u7df4\u7fd2\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002)<\/p>\n\n\n\n<p>\u2753<strong>RAG\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210\u3092\u958b\u59cb\u3059\u308b\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/strong><br>\u56de\u7b54: 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class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"AI\u304b\u3099\u5931\u6557\u3059\u308b\u3068\u304d\uff1a\u6210\u529f\u3078\u306eUX\u8a2d\u8a08\u56f3\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/COfLxT8_fR4?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\u95a2\u9023\u8a18\u4e8b\">\u95a2\u9023\u8a18\u4e8b<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/uxdaystokyo.com\/articles\/ux-abides-how-to-create-a-rag-centered-process-that-really-pulls-your-ai-product-together\/\" 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