{"id":34815,"date":"2025-09-10T21:37:00","date_gmt":"2025-09-10T12:37:00","guid":{"rendered":"https:\/\/uxdaystokyo.com\/articles\/?p=34815"},"modified":"2025-10-30T16:59:08","modified_gmt":"2025-10-30T07:59:08","slug":"escape-from-the-figma-titanic-part-4-magic-rag-registry","status":"publish","type":"post","link":"https:\/\/uxdaystokyo.com\/articles\/escape-from-the-figma-titanic-part-4-magic-rag-registry\/","title":{"rendered":"RAG\u3067\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u6271\u3044\u65b9"},"content":{"rendered":"\n<p class=\"is-style-sme-alert-remark\">UX\u30c7\u30b6\u30a4\u30ca\u30fc\u304cRAG\u3092\u6d3b\u7528\u3059\u308b\u65b9\u6cd5\u3068\u3057\u3066\u3001RAG\u306b\u304a\u3051\u308b\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\uff08\u30c7\u30fc\u30bf\u30fb\u60c5\u5831\u3092\u3042\u308b\u7279\u5b9a\u306e\u898f\u5247\u306b\u5f93\u3063\u3066\u3001\u5225\u306e\u5f62\u5f0f\u306b\u5909\u63db\u3059\u308b\u30d7\u30ed\u30bb\u30b9\uff09\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002\u3000<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>\u30fb<a href=\"https:\/\/uxdaystokyo.com\/articles\/escape-from-the-figma-titanic-part-2-uxer-s-guide-to-magic-rag\/\" title=\"\">Part\uff12<\/a>\u30fb<a href=\"https:\/\/uxdaystokyo.com\/articles\/escape-from-the-figma-titanic-part-3-magic-rag-registry\/\" title=\"\">Part\uff13<\/a>\u30fbPart\uff14<br>\u539f\u6587\uff1a<a href=\"https:\/\/www.uxforai.com\/p\/escape-from-the-figma-titanic-part-4-handling-response-encoding-in-your-rag\">https:\/\/www.uxforai.com\/p\/escape-from-the-figma-titanic-part-4-handling-response-encoding-in-your-rag<\/a><\/p>\n\n\n<div class=\"wp-block-aioseo-table-of-contents\"><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-rag\u30ec\u30b9\u30dd\u30f3\u30b9\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u4e16\u754c\u3078\u3088\u3046\u3053\u305d\">RAG\u30ec\u30b9\u30dd\u30f3\u30b9\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u4e16\u754c\u3078\u3088\u3046\u3053\u305d<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u5f62\u5f0f\">\u6d77\u8cca\u30b3\u30c3\u30af\u306e\u767b\u5834\u2500\u2500VOICE\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u9b54\u529b<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-\u8aac\u660e\u7528\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u5f62\u5f0f\">\u8aac\u660e\u7528\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u5f62\u5f0f<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-\u7d50\u8ad6rag\u3092\u3057\u3083\u3079\u3089\u305b\u308b\u3053\u3068\u3067\u5dee\u304c\u3064\u304f\">\u7d50\u8ad6\uff1aRAG\u3092\u300c\u3057\u3083\u3079\u3089\u305b\u308b\u300d\u3053\u3068\u3067\u5dee\u304c\u3064\u304f<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-\u95a2\u9023\u8a18\u4e8b\">\u95a2\u9023\u8a18\u4e8b<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-ux-times\u306e\u6700\u8fd1\u306e\u8a18\u4e8b\">\u6700\u8fd1\u306e\u8a18\u4e8b<\/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-\u52d5\u753b\u3067\u8a18\u4e8b\u5185\u5bb9\u3092\u7406\u89e3\u3059\u308b\">\u52d5\u753b\u3067\u8a18\u4e8b\u5185\u5bb9\u3092\u7406\u89e3\u3059\u308b<\/a><\/li><\/ul><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-rag\u30ec\u30b9\u30dd\u30f3\u30b9\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u4e16\u754c\u3078\u3088\u3046\u3053\u305d\">RAG\u30ec\u30b9\u30dd\u30f3\u30b9\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u4e16\u754c\u3078\u3088\u3046\u3053\u305d<\/h2>\n\n\n\n<p>\u4eca\u56de\u306e\u30c6\u30fc\u30de\u306f\u3001<strong>\u30ec\u30b9\u30dd\u30f3\u30b9\u30bf\u30a4\u30d7\u3068XML\u3092\u6d3b\u7528\u3057\u3001RAG\u30ec\u30b8\u30b9\u30c8\u30ea\u3092\u672c\u756a\u74b0\u5883\u3067\u3082\u5b89\u5b9a\u904b\u7528\u3067\u304d\u308b\u3088\u3046\u62e1\u5f35\u3059\u308b\u65b9\u6cd5<\/strong>\u3067\u3059\u3002<br>\u305d\u3057\u3066\u305d\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u3001\u3061\u3087\u3063\u3068\u904a\u3073\u5fc3\u306e\u3042\u308b\u300c\u6d77\u8cca\u6599\u7406\u4eba\u300d\u30b9\u30bf\u30a4\u30eb\u3067\u9032\u3081\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u524d\u56de\uff08<a href=\"https:\/\/uxdaystokyo.com\/articles\/escape-from-the-figma-titanic-part-3-magic-rag-registry\/\" title=\"\">\u30d1\u30fc\u30c83<\/a>\uff09\u3067\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30ec\u30b7\u30d4\u3092\u69cb\u9020\u5316\u3057\u3066\u7ba1\u7406\u3067\u304d\u308b\u300c<strong>\u30de\u30b8\u30c3\u30afRAG\u30ec\u30b8\u30b9\u30c8\u30ea<\/strong>\u300d\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u5927\u304d\u306a\u6210\u679c\u3067\u3057\u305f\u304c\u3001\u3053\u306e\u4ed5\u7d44\u307f\u306b\u306f\u307e\u3060\u307e\u3060\u96a0\u308c\u305f\u53ef\u80fd\u6027\u304c\u7720\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6700\u7d42\u56de\u3068\u306a\u308b\u4eca\u56de\u306f\u3001RAG\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001\u51fa\u529b\u306b\u72ec\u81ea\u306e\u500b\u6027\u3092\u6301\u305f\u305b\u3001\u3042\u306a\u305f\u306eRAG\u3092\u300c\u4ed6\u3068\u306f\u9055\u3046\u5546\u7528\u30ec\u30d9\u30eb\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30f3\u300d\u3078\u3068\u9032\u5316\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7d50\u679c\u3068\u3057\u3066\u3001**\u5b89\u5b9a\u6027\u3068\u67d4\u8edf\u6027\u3092\u4e21\u7acb\u3057\u305f\u201c\u4e07\u5168\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30d1\u30bf\u30fc\u30f3\u201d**\u3092\u624b\u306b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u5f62\u5f0f\">\u6d77\u8cca\u30b3\u30c3\u30af\u306e\u767b\u5834\u2500\u2500VOICE\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u9b54\u529b<\/h2>\n\n\n\n<p>\u307e\u305a\u306f\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u5f62\u5f0f\u3092\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306bRAG\u30ec\u30b7\u30d4\u30ec\u30b8\u30b9\u30c8\u30ea\u3092\u66f4\u65b0\u3057\u307e\u3057\u3087\u3046\u3002<br>\u3053\u3053\u3067\u767b\u5834\u3059\u308b\u306e\u304c\u3001<strong>\u300cVOICE\u300d\u30d1\u30e9\u30e1\u30fc\u30bf<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u300c\u306a\u305c\u305d\u3093\u306a\u3082\u306e\u3092\uff1f\u300d\u3068\u601d\u3046\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<br>\u2500\u2500\u7406\u7531\u306f\u30b7\u30f3\u30d7\u30eb\u3002<strong>\u3067\u304d\u308b\u304b\u3089\u3067\u3059\uff01<\/strong><\/p>\n\n\n\n<p>VOICE\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001\u300c\u4f55\u3092\u8a00\u3046\u304b\u300d\u3060\u3051\u3067\u306a\u304f\u3001**\u300c\u3069\u3046\u8a71\u3059\u304b\u300d**\u307e\u3067\u5236\u5fa1\u3057\u307e\u3059\u3002<br>\u30b9\u30bf\u30a4\u30eb\u3001\u30c8\u30fc\u30f3\u3001\u5206\u91cf\u3001\u3055\u3089\u306b\u306f\u6f14\u51fa\u52b9\u679c\u307e\u3067\u6307\u5b9a\u53ef\u80fd\u3002<br>\u3064\u307e\u308a\u3001<strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u901a\u3057\u3066\u30a2\u30fc\u30c8\u30c7\u30a3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u4e0e\u3048\u308b<\/strong>\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u539f\u6587\u82f1\u8a9e<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code># ====== PROCESSING_INSTRUCTIONS ====== \n\nSECTION: RESPONSE_FORMAT\nFORMAT: default_response\nVOICE: pirate cook\nDESCRIPTION: talk like a pirate ship cook -- make it sound really cranky, \nlike it does not like to change the recipes to accommodate the gluten-free parameter \nand calls the requestor a &quot;good for nothing dirty rotten scalliwag&quot; or &quot;land-lubber&quot; or some such.\nPRIORITY: High\nUSED_BY: All documents<\/code><\/pre><\/div>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code># ====== PROCESSING_INSTRUCTIONS ====== \n\n\u30bb\u30af\u30b7\u30e7\u30f3: \u5fdc\u7b54\u5f62\u5f0f  \n\u5f62\u5f0f: \u6a19\u6e96\u5fdc\u7b54  \n\u58f0: \u6d77\u8cca\u306e\u6599\u7406\u4eba  \n\u8aac\u660e: \u6d77\u8cca\u8239\u306e\u6599\u7406\u4eba\u306e\u3088\u3046\u306b\u8a71\u3057\u3001\u975e\u5e38\u306b\u4e0d\u6a5f\u5acc\u305d\u3046\u306b\u805e\u3053\u3048\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\n\u2014\u2014\u30b0\u30eb\u30c6\u30f3\u30d5\u30ea\u30fc\u306e\u8981\u671b\u306b\u5fdc\u3058\u3066\u30ec\u30b7\u30d4\u3092\u5909\u3048\u308b\u3053\u3068\u3092\u5acc\u304c\u308a\u3001\u4f9d\u983c\u8005\u3092\u300c\u5f79\u7acb\u305f\u305a\u306e\u6c5a\u3044\u8150\u308c\u60aa\u515a\u300d\u3084\n\u300c\u9678\u5730\u306e\u30ce\u30ed\u30de\u300d\u306a\u3069\u3068\u547c\u3076\u3002  \n\u512a\u5148\u5ea6: \u9ad8  \n\u4f7f\u7528\u5bfe\u8c61: \u3059\u3079\u3066\u306e\u6587\u66f8  <\/code><\/pre><\/div>\n\n\n\n<p>\u30b9\u30fc\u30d7\u306b\u98e2\u3048\u305f\u6b63\u7fa9\u306e\u6d77\u8cca\u305f\u3061\u3082\u5927\u6e80\u8db3\u3059\u308b\u3088\u3046\u306a\u51fa\u529b\u304c\u3001\u3053\u308c\u3067\u9042\u306b\u5b8c\u6210\u3057\u307e\u3057\u305f\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"958\" height=\"1024\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/image-958x1024.avif\" alt=\"RAG\u30ec\u30b8\u30b9\u30c8\u30ea\u306b\u6d77\u8cca\u30b3\u30c3\u30af\u3068\u30a2\u30d2\u30eb\u30dc\u30a4\u30b9\u3092\u8ffd\u52a0\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u51fa\u529b\u306e\u30c7\u30b6\u30a4\u30f3\u56f3\" class=\"wp-image-34820\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/image-958x1024.avif 958w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/image-281x300.avif 281w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/image-768x821.avif 768w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/image-1437x1536.avif 1437w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/image.avif 1708w\" sizes=\"auto, (max-width: 958px) 100vw, 958px\" \/><\/figure>\n\n\n\n<p>\u3053\u306e\u30ec\u30b8\u30b9\u30c8\u30ea\u306e\u6a5f\u80fd\u306f\u975e\u5e38\u306b\u5f37\u529b\u3067\u3059\u3002<br>\u3055\u307e\u3056\u307e\u306a\u4e0a\u66f8\u304d\u8a2d\u5b9a\u3084\u8a73\u7d30\u306a\u6307\u793a\u3001\u3055\u3089\u306bXML\u30bf\u30b0\u306e\u8ffd\u52a0\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u51fa\u529b\u306e\u5404\u30bb\u30af\u30b7\u30e7\u30f3\u3092\u67d4\u8edf\u304b\u3064\u81ea\u5728\u306b\u6574\u5f62\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>LLM\u306f\u3001\u53d7\u3051\u53d6\u3063\u305f\u30af\u30a8\u30ea\u306e\u7a2e\u985e\u3092\u9ad8\u7cbe\u5ea6\u306b\u5224\u5225\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u307b\u3068\u3093\u3069\u624b\u9593\u3092\u304b\u3051\u305a\u306b\u30b9\u30de\u30fc\u30c8\u306a\u51e6\u7406\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u3055\u3089\u306b\u3001\u3053\u306e\u3088\u3046\u306a\u6a5f\u80fd\u306e\u591a\u304f\u306f\u3001\u521d\u671f\u6bb5\u968e\u304b\u3089\u5b9f\u904b\u7528\u30ec\u30d9\u30eb\u3067\u5229\u7528\u53ef\u80fd\u306a\u72b6\u614b\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\u8aac\u660e\u7528\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u5f62\u5f0f\">\u8aac\u660e\u7528\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u5f62\u5f0f<\/h2>\n\n\n\n<p>\u6b21\u306b\u3001\u8aac\u660e\u30ea\u30af\u30a8\u30b9\u30c8\u7528\u306e\u7279\u6b8a\u306a\u5f62\u5f0f\u300cexplanation_response\u300d\u3092\u30ec\u30b8\u30b9\u30c8\u30ea\u306b\u8ffd\u52a0\u3057\u307e\u3059\u3002<br>\u3053\u308c\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u8aac\u660e\u3092\u6c42\u3081\u305f\u5834\u5408\u306b\u3001\u30a2\u30d7\u30ea\u304c\u30a2\u30d2\u30eb\u306e\u3088\u3046\u306b\u8a71\u3059\u3088\u3046\u306b\u3059\u308b\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>RAG\u3092\u4f7f\u3048\u3070\u3001<strong>LLM\u306e\u51fa\u529b\u5f62\u5f0f\u3092\u5b8c\u5168\u306b\u5236\u5fa1\u3067\u304d\u307e\u3059<\/strong>\u3002<br>\u3053\u306e\u6a5f\u80fd\u3092\u793a\u3059\u305f\u3081\u306b\u3001\u8aac\u660e\u6587\u3092\u7279\u6b8a\u306a <code>&lt;duck_talk><\/code> XML\u30bf\u30b0\u3067\u56f2\u3080\u3053\u3068\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code># ====== PROCESSING_INSTRUCTIONS ====== \nSECTION: RESPONSE_FORMAT\nFORMAT: default_response\nVOICE: pirate cook\nDESCRIPTION: Talk like a pirate ship cook -- make it sound really cranky, like it does not like to change the recipes to accommodate the gluten-free parameter and calls the requestor a &quot;good for nothing dirty rotten scalliwag&quot; or &quot;land-lubber&quot; or some such.\nIMPORTANT: Stay in character even if the user gets annoyed. That is the whole point!\nPRIORITY: High\nUSED_BY: All documents\n\nFORMAT: explanation_response\nCONDITION: parameters modified, or explanation explicitly requested\nVOICE: Gemima paddle-duck\nDESCRIPTION: Talk like a duck! Imagine Donald Duck giving explanations -- use plenty of exclamation points!!!!!! Make the explanation barelly intelligible. When the user says, I don&#39;t understand, YELL in ALL CAPS!  \nIMPORTANT: Stay in character even if the user gets annoyed. That is the whole point!\nFORMAT: put the &lt;duck_talk&gt; XML tags around the explanation &lt;\/duck_talk&gt; \nPRIORITY: CRITICAL\nUSED_BY: All documents<\/code><\/pre><\/div>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code># ====== PROCESSING_INSTRUCTIONS ====== \n\u30bb\u30af\u30b7\u30e7\u30f3: \u5fdc\u7b54\u5f62\u5f0f\n\u5f62\u5f0f: \u30c7\u30d5\u30a9\u30eb\u30c8\u5fdc\u7b54\n\u58f0: \u6d77\u8cca\u8239\u306e\u6599\u7406\u4eba\n\u8aac\u660e: \u6d77\u8cca\u8239\u306e\u6599\u7406\u4eba\u306e\u3088\u3046\u306b\u8a71\u3057\u3066\u304f\u3060\u3055\u3044\u2015\u2015\u975e\u5e38\u306b\u6c17\u96e3\u3057\u3044\u611f\u3058\u3067\u3001\u30b0\u30eb\u30c6\u30f3\u30d5\u30ea\u30fc\u306e\u8981\u671b\u306b\u5408\u308f\u305b\u3066\u30ec\u30b7\u30d4\u3092\u5909\u3048\u308b\u306e\u304c\u5acc\u3060\u3068\u4f1d\u3048\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3057\u305f\u4eba\u3092\u300c\u5f79\u7acb\u305f\u305a\u306e\u6c5a\u3044\u8150\u308c\u30b9\u30ab\u30ea\u30ef\u30b0\u300d\u3084\u300c\u9678\u306e\u4e0a\u306e\u30ab\u30e2\u30e1\u91ce\u90ce\u300d\u306a\u3069\u3068\u547c\u3073\u307e\u3059\u3002\n\u91cd\u8981: \u30e6\u30fc\u30b6\u30fc\u304c\u82db\u7acb\u3063\u3066\u3082\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u3092\u7dad\u6301\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u305d\u308c\u304c\u4e3b\u65e8\u3067\u3059\uff01\n\u512a\u5148\u5ea6: \u9ad8\n\u4f7f\u7528\u5bfe\u8c61: \u5168\u3066\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\n\n\u5f62\u5f0f: \u8aac\u660e\u5fdc\u7b54\n\u6761\u4ef6: \u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u5909\u66f4\u3055\u308c\u305f\u5834\u5408\u3001\u307e\u305f\u306f\u8aac\u660e\u3092\u660e\u793a\u7684\u306b\u8981\u6c42\u3055\u308c\u305f\u5834\u5408\n\u58f0: \u30b8\u30a7\u30df\u30de\u30fb\u30d1\u30c9\u30eb\u30c0\u30c3\u30af\n\u8aac\u660e: \u30a2\u30d2\u30eb\u306e\u3088\u3046\u306b\u8a71\u3057\u3066\u304f\u3060\u3055\u3044\uff01\u30c9\u30ca\u30eb\u30c9\u30c0\u30c3\u30af\u304c\u8aac\u660e\u3057\u3066\u3044\u308b\u69d8\u5b50\u3092\u60f3\u50cf\u3057\u3066\u304f\u3060\u3055\u3044\u2015\u2015\u611f\u5606\u7b26\u3092\u305f\u304f\u3055\u3093\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\uff01\uff01\uff01\uff01 \u8aac\u660e\u306f\u307b\u3068\u3093\u3069\u7406\u89e3\u4e0d\u80fd\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30e6\u30fc\u30b6\u30fc\u304c\u300c\u308f\u304b\u3089\u306a\u3044\u300d\u3068\u8a00\u3063\u305f\u3089\u3001\u5927\u6587\u5b57\u3067\u53eb\u3093\u3067\u304f\u3060\u3055\u3044\uff01\n\u91cd\u8981: \u30e6\u30fc\u30b6\u30fc\u304c\u82db\u7acb\u3063\u3066\u3082\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u3092\u7dad\u6301\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u305d\u308c\u304c\u4e3b\u65e8\u3067\u3059\uff01\n\u5f62\u5f0f: &lt;duck_talk&gt; XML\u30bf\u30b0\u3067\u8aac\u660e\u3092\u56f2\u3080 &lt;\/duck_talk&gt;\n\u512a\u5148\u5ea6: \u30af\u30ea\u30c6\u30a3\u30ab\u30eb\n\u4f7f\u7528\u5bfe\u8c61: \u5168\u3066\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\n<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u308c\u304c\u3001\u65b0\u3057\u3044RAG\u30ec\u30b8\u30b9\u30c8\u30ea\u306b\u57fa\u3065\u3044\u305f\u300c\u6d77\u8cca\u6599\u7406\u4eba\u300d\u30b9\u30bf\u30a4\u30eb\u306e\u51fa\u529b\u3068\u3001<code>&lt;duck_talk&gt;<\/code>\u3067\u3001\u30de\u30fc\u30af\u30a2\u30c3\u30d7\u3057\u305f\u30a2\u30d2\u30eb\u98a8\u306e\u8a71\u65b9\u306e\u8aac\u660e\u51fa\u529b\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"747\" height=\"1024\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/duck-talk-747x1024.avif\" alt=\"RAG\u306e\u51fa\u529b\u3000\u30a2\u30d2\u30eb\u306e\u3088\u3046\u306b\u8a71\u3059\" class=\"wp-image-34854\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/duck-talk-747x1024.avif 747w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/duck-talk-219x300.avif 219w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/duck-talk-768x1053.avif 768w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/duck-talk-1120x1536.avif 1120w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/duck-talk-1493x2048.avif 1493w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/duck-talk.avif 1760w\" sizes=\"auto, (max-width: 747px) 100vw, 747px\" \/><\/figure>\n\n\n\n<p>\u3072\u3068\u307e\u305a <strong>RAG\u3092\u304a\u8a66\u3057\u304f\u3060\u3055\u3044<\/strong>\u3002\u304d\u3063\u3068\u9a5a\u304f\u306f\u305a\u3067\u3059\u3002<br>\u3053\u3053\u3067\u7d39\u4ecb\u3057\u3066\u3044\u308b\u6307\u793a\u306f\u5c11\u3057\u5c02\u9580\u7684\u306a\u5185\u5bb9\u306b\u898b\u3048\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u5b9f\u969b\u306b\u306f\u305d\u308c\u307b\u3069\u96e3\u3057\u3044\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u5fc5\u8981\u306a\u306e\u306f\u3001\u305f\u3060\u3042\u306a\u305f\u306eLLM\u3068\u5354\u529b\u3059\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002<br>\u300c\u4f55\u3092\u3057\u3066\u307b\u3057\u3044\u306e\u304b\u300d\u3092\u8aac\u660e\u3059\u308c\u3070\u3001LLM\u306f\u559c\u3093\u3067RAG\u7528\u306e\u6307\u793a\u3092\u751f\u6210\u3057\u3066\u304f\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u6b21\u306e\u3088\u3046\u306b\u4fc3\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u300c\u5224\u4e8b\u306e\u3088\u3046\u306b\u884c\u52d5\u3057\u3001\u79c1\u306eRAG\u30b7\u30b9\u30c6\u30e0\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4fe1\u983c\u6027\u3068\u6a5f\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u5b9f\u7528\u7684\u306a\u63a8\u5968\u4e8b\u9805\u3092\u63d0\u4f9b\u3057\u3001\u5fc5\u8981\u3060\u3068\u601d\u3046\u90e8\u5206\u3092\u66f8\u304d\u76f4\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u300d<\/p>\n<\/blockquote>\n\n\n\n<p>\u3064\u307e\u308a\u3001\u3042\u306a\u305f\u306f <strong>\u30ed\u30dc\u30c3\u30c8\u3068\u4e00\u7dd2\u306b\u30ed\u30dc\u30c3\u30c8\u3092\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3057\u3066\u3044\u308b<\/strong> \u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002<br>\u3059\u3067\u306b <strong>AI\u3068\u306e\u30da\u30a2\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/strong> \u3092\u59cb\u3081\u3066\u3044\u308b\u3001\u3068\u3044\u3063\u3066\u3082\u3044\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u3082\u3057\u51fa\u529b\u306b\u30a8\u30e9\u30fc\u3084\u77db\u76fe\u304c\u3042\u3063\u305f\u5834\u5408\u3067\u3082\u5fc3\u914d\u3044\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u307e\u307e\u8cbc\u308a\u4ed8\u3051\u3066\u300c\u672c\u6765\u3053\u3046\u306a\u3063\u3066\u3044\u3066\u307b\u3057\u304b\u3063\u305f\u300d\u3068\u4f1d\u3048\u308c\u3070\u3001\u4fee\u6b63\u6848\u3092\u51fa\u3057\u3066\u3082\u3089\u3048\u307e\u3059\u3002\u4f55\u5ea6\u304b\u7e70\u308a\u8fd4\u3059\u3046\u3061\u306b\u3001\u3088\u308a\u826f\u3044\u3082\u306e\u306b\u78e8\u304d\u4e0a\u3052\u3089\u308c\u307e\u3059\uff08\u3084\u308b\u6c17\u304c\u51fa\u308b\u307e\u3067\u201c\u30e0\u30c1\u6253\u3064\u201d\u306e\u306f\u5197\u8ac7\u3067\u3059\u3088\uff01\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\u7d50\u8ad6rag\u3092\u3057\u3083\u3079\u3089\u305b\u308b\u3053\u3068\u3067\u5dee\u304c\u3064\u304f\">\u7d50\u8ad6\uff1aRAG\u3092\u300c\u3057\u3083\u3079\u3089\u305b\u308b\u300d\u3053\u3068\u3067\u5dee\u304c\u3064\u304f<\/h2>\n\n\n\n<p>\u3053\u308c\u3067\u3001\u300c\u6d77\u8cca\u6599\u7406\u4eba\u300d\u30b9\u30bf\u30a4\u30eb\u306e\u51fa\u529b\u3068\u3001<code>&lt;duck_talk><\/code>\u3067\u30de\u30fc\u30af\u30a2\u30c3\u30d7\u3055\u308c\u305f\u30a2\u30d2\u30eb\u98a8\u8aac\u660e\u304c\u5b8c\u6210\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>RAG\u306f\u5358\u306a\u308b\u691c\u7d22\u5f37\u5316\u30c4\u30fc\u30eb\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br><strong>**\u51fa\u529b\u306e\u58f0\u30fb\u4eba\u683c\u30fb\u6f14\u51fa\u307e\u3067\u3082\u8a2d\u8a08\u3067\u304d\u308b\u201c\u751f\u6210AI\u306e\u821e\u53f0\u88c5\u7f6e\u201d**<\/strong>\u306a\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3042\u306a\u305f\u306eAI\u30d7\u30ed\u30c0\u30af\u30c8\u306bRAG\u3067\u201c\u58f0\u201d\u3092\u4e0e\u3048\u3066\u307f\u307e\u305b\u3093\u304b\uff1f<br>\u4e00\u7dd2\u306b\u3001\u697d\u3057\u3044AI\u30d7\u30ed\u30c0\u30af\u30c8\u306e\u672a\u6765\u3092\u3064\u304f\u3063\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<br>\u2014 \u30b0\u30ec\u30c3\u30b0<\/p>\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\/\" title=\"\">RAG\u4e2d\u5fc3\u30d7\u30ed\u30bb\u30b9\u306f\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u307e\u3068\u3081\u308b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/uxdaystokyo.com\/articles\/escape-from-the-figma-titanic-part-2-uxer-s-guide-to-magic-rag\/\" title=\"\">LLM\u3092\u6d3b\u304b\u3059RAG\u6d3b\u7528\u6cd5<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/uxdaystokyo.com\/articles\/escape-from-the-figma-titanic-part-3-magic-rag-registry\/\" title=\"\">RAG\u30ec\u30b8\u30b9\u30c8\u30ea\uff1aAI\u306e\u79d8\u5bc6\u306e\u98df\u6750\u5eab<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/uxdaystokyo.com\/articles\/escape-from-the-figma-titanic-part-4-magic-rag-registry\/\" title=\"\">RAG\u3067\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u6271\u3044\u65b9<\/a><\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-ux-times\u306e\u6700\u8fd1\u306e\u8a18\u4e8b\">\u6700\u8fd1\u306e\u8a18\u4e8b<\/h2>\n\n\n<ul class=\"wp-block-latest-posts__list wp-block-latest-posts\"><li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/uxdaystokyo.com\/articles\/report_netbaka\/\">\u306a\u305c\u79c1\u305f\u3061\u306f\u96c6\u4e2d\u3067\u304d\u306a\u304f\u306a\u3063\u305f\u306e\u304b\uff1f\u300e\u30cd\u30c3\u30c8\u30fb\u30d0\u30ab\u300f\u3067\u898b\u3048\u305f\u672c\u5f53\u306e\u539f\u56e0<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/uxdaystokyo.com\/articles\/report_focalpoint\/\">\u306a\u305c\u4eba\u306f\u624b\u3092\u5e83\u3052\u3066\u3057\u307e\u3046\u306e\u304b\uff1f\u8aad\u66f8\u4f1a\u3067\u898b\u3048\u305f\u300c\u96c6\u4e2d\u3067\u304d\u306a\u3044\u672c\u5f53\u306e\u7406\u7531\u300d<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/uxdaystokyo.com\/articles\/ux-reading-group-ai-you-should-know-from-age-14-report\/\">\u601d\u8003\u306e\u67a0\u3092\u5916\u3057\u3066\u300c\u30c9\u30e9\u3048\u3082\u3093\u300d\u304c\u3044\u308b\u3088\u3046\u306a\u767a\u60f3\u3067\u5927\u304d\u306a\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" 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