{"id":37319,"date":"2026-01-28T13:20:22","date_gmt":"2026-01-28T04:20:22","guid":{"rendered":"https:\/\/uxdaystokyo.com\/articles\/?post_type=glossary&#038;p=37319"},"modified":"2026-01-28T13:20:22","modified_gmt":"2026-01-28T04:20:22","slug":"cached-augmented-generation","status":"publish","type":"glossary","link":"https:\/\/uxdaystokyo.com\/articles\/glossary\/cached-augmented-generation\/","title":{"rendered":"CAG\uff08\u30ad\u30e3\u30c3\u30b7\u30e5\u62e1\u5f35\u751f\u6210\uff09"},"content":{"rendered":"<p>AI\u304c\u81a8\u5927\u306a\u8cc7\u6599\u3092\u6271\u3046\u306b\u306f\u3001\u8cea\u554f\u306e\u305f\u3073\u306b\u8cc7\u6599\u3092\u8aad\u307f\u76f4\u3059\u304b\u3001<span><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/retrieval-augmented-generation\/\">RAG<\/a><\/span>\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306b\u3088\u3063\u3066\u65ad\u7247\u7684\u306a\u60c5\u5831\u3092\u96c6\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u304c\u3001CAG\u306f\u4e00\u5ea6\u8aad\u307f\u8fbc\u3093\u3060\u60c5\u5831\u306e\u300c\u8a08\u7b97\u51e6\u7406\u304c\u7d42\u308f\u3063\u305f\u72b6\u614b\uff08KV\u30ad\u30e3\u30c3\u30b7\u30e5\uff09\u300d\u3092\u30e1\u30e2\u30ea\u4e0a\u306b\u4fdd\u5b58\uff08\u30ad\u30e3\u30c3\u30b7\u30e5\uff09\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<p>\u4f8b\u3048\u308b\u306a\u3089\u3001\u8a66\u9a13\u306e\u305f\u3073\u306b\u6559\u79d1\u66f8\u3092\u672c\u68da\u304b\u3089\u63a2\u3057\u3066\u8a72\u5f53\u30da\u30fc\u30b8\u3092\u3081\u304f\u308b\u306e\u304c\u5f93\u6765\u306eRAG\u3067\u3042\u308b\u3002\u5bfe\u3057\u3066\u3001\u6559\u79d1\u66f8\u306e\u5185\u5bb9\u3092\u3042\u3089\u304b\u3058\u3081\u982d\u306e\u4e2d\u306b\u5b8c\u5168\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001\u8cea\u554f\u3055\u308c\u305f\u77ac\u9593\u306b\u8a18\u61b6\u304b\u3089\u5373\u7b54\u3059\u308b\u306e\u304cCAG\u3067\u3042\u308b\u3002 \u3053\u308c\u306b\u3088\u308a\u3001AI\u306f\u5727\u5012\u7684\u306a\u5fdc\u7b54\u901f\u5ea6\u3092\u5b9f\u73fe\u3057\u3001\u6587\u8108\u3092\u9014\u5207\u308c\u3055\u305b\u308b\u3053\u3068\u306a\u304f\u6df1\u3044\u7406\u89e3\u306b\u57fa\u3065\u3044\u305f\u5bfe\u8a71\u304c\u53ef\u80fd\u306b\u306a\u308b\u3002<\/p>\n<h2>CAG\u306e\u4ed5\u7d44\u307f<\/h2>\n<p>CAG\u306e\u5b9f\u73fe\u306f\u9a5a\u304f\u307b\u3069\u30b7\u30f3\u30d7\u30eb\u3067\u3042\u308b\u3002\u958b\u767a\u8005\u304cRAG\u306e\u3088\u3046\u306b\u8907\u96d1\u306a\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044\u3002<\/p>\n<h3>1. \u30c7\u30fc\u30bf\u306e\u30d7\u30ea\u30ed\u30fc\u30c9\uff08\u4e8b\u524d\u8aad\u307f\u8fbc\u307f\uff09<\/h3>\n<p>\u5bfe\u8c61\u3068\u306a\u308b\u5927\u91cf\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff08\u6570\u5343\u884c\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3001\u6570\u767e\u30da\u30fc\u30b8\u306e\u6cd5\u7684\u6587\u66f8\u306a\u3069\uff09\u3092AI\u30e2\u30c7\u30eb\u306b\u9001\u4fe1\u3059\u308b\u3002\u3053\u306e\u969b\u3001API\u3092\u901a\u3058\u3066\u300c\u3053\u306e\u30c7\u30fc\u30bf\u306f\u5f8c\u3067\u4f55\u5ea6\u3082\u4f7f\u3046\u305f\u3081\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3057\u3066\u307b\u3057\u3044\u300d\u3068\u3044\u3046\u547d\u4ee4\u3092\u6dfb\u3048\u308b\u3002<\/p>\n<h3>2. KV\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u751f\u6210\u3068\u4fdd\u5b58<\/h3>\n<p>\u5165\u529b\u30c6\u30ad\u30b9\u30c8\u304c\u8a08\u7b97\u51e6\u7406\u3055\u308c\u308b\u969b\u3001AI\u306f\u5358\u306a\u308b\u6587\u5b57\u5217\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u6027\u3092\u8a08\u7b97\u3057\u305f\u4e2d\u9593\u30c7\u30fc\u30bf\u3067\u3042\u308b<strong>KV\u30ad\u30e3\u30c3\u30b7\u30e5\uff08Key-Value Cache\uff09<\/strong>\u3068\u3057\u3066\u60c5\u5831\u3092\u30e1\u30e2\u30ea\u4e0a\u306b\u4fdd\u6301\u3059\u308b\u3002\u3053\u308c\u306f\u3001AI\u304c<span>\u5358\u8a9e\u306e\u300e\u7d22\u5f15\u300f\u3068\u300e\u4e2d\u8eab\u300f\u3092\u3001\u3059\u3050\u306b\u5f15\u304d\u51fa\u305b\u308b\u72b6\u614b\u3067\u6574\u7406\u3057\u305f\u6570\u5024\u30c7\u30fc\u30bf<\/span>\u3067\u3001\u6b21\u56de\u4ee5\u964d\u306e\u8a08\u7b97\u3092\u5927\u5e45\u306b\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8\u3059\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3042\u308b\u3002<\/p>\n<p>\u3053\u306e\u4fdd\u5b58\u3055\u308c\u305f\u300c\u7406\u89e3\u6e08\u307f\u306e\u72b6\u614b\u300d\u306b\u306f\u56fa\u6709\u306e<strong>\u8b58\u5225\u5b50\uff08Cache ID\uff09<\/strong>\u304c\u767a\u884c\u3055\u308c\u3001\u958b\u767a\u8005\u306f\u3053\u306eID\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u7279\u5b9a\u306e\u8a18\u61b6\u3092\u3044\u3064\u3067\u3082\u547c\u3073\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u306a\u304a\u3001\u3053\u306e\u8a18\u61b6\u306f\u7121\u9650\u306b\u4fdd\u6301\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001<strong>\u4fdd\u5b58\u671f\u9593\uff08TTL\uff09<\/strong>\u3068\u3044\u3046\u6709\u52b9\u671f\u9650\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u308b\u3002\u7528\u9014\u306b\u5408\u308f\u305b\u3066\u6570\u5206\u304b\u3089\u6570\u65e5\u9593\u3068\u3044\u3063\u305f\u7bc4\u56f2\u3067\u4fdd\u6301\u671f\u9593\u3092\u9078\u629e\u3059\u308b\u3002<\/p>\n<p>\u4fdd\u5b58\u671f\u9593\uff08TTL\uff09\u306e\u6c7a\u5b9a\u306f\u3001\u3044\u308f\u3070\u300c\u30db\u30c6\u30eb\u306e\u90e8\u5c4b\u3092\u3044\u3064\u307e\u3067\u4e88\u7d04\u3057\u3066\u304a\u304f\u304b\u300d\u3092\u6c7a\u3081\u308b\u4f5c\u696d\u306b\u4f3c\u3066\u3044\u308b\u3002\u9577\u304f\u4e88\u7d04\u3059\u308c\u3070\u3044\u3064\u3067\u3082\u4f7f\u3048\u3066\u4fbf\u5229\u3060\u304c\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u4f5c\u6210\u8cbb\u7528\u3084\u7dad\u6301\u8cbb\u7528\u3068\u3044\u3063\u305f\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3059\u308b\u305f\u3081\u3001\u5229\u7528\u30b7\u30fc\u30f3\u306b\u5408\u308f\u305b\u305f\u300c\u6700\u9069\u89e3\u300d\u3092\u9078\u3076\u5fc5\u8981\u304c\u3042\u308b\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e3\u70b9\u3092\u57fa\u6e96\u306b\u8a2d\u5b9a\u3092\u884c\u3046\u3002<\/p>\n<ul>\n<li><strong>\u30e6\u30fc\u30b6\u30fc\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\uff08\u5bfe\u8a71\uff09\u6642\u9593<\/strong><\/li>\n<li><strong>\u60c5\u5831\u306e\u300c\u9bae\u5ea6\u300d\u3068\u66f4\u65b0\u983b\u5ea6<\/strong><\/li>\n<li><strong>\u30b3\u30b9\u30c8\u306e\u640d\u76ca\u5206\u5c90\u70b9<\/strong><\/li>\n<\/ul>\n<p>\u4f8b\u3048\u3070\u3001\u300c\u793e\u5185\u898f\u5b9a\u30dc\u30c3\u30c8\u300d\u3067\u3042\u308c\u3070\u3001\u793e\u54e1\u304c\u52e4\u52d9\u6642\u9593\u4e2d\u306b\u3044\u3064\u3067\u3082\u8cea\u554f\u3067\u304d\u308b\u3088\u3046\u3001TTL\u30929\u6642\u9593\u306b\u8a2d\u5b9a\u3057\u3001\u671d\u4e00\u756a\u306e\u30a2\u30af\u30bb\u30b9\u3067\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u751f\u6210\u3059\u308b\u904b\u7528\u304c\u9069\u3057\u3066\u3044\u308b\u3002\u4e00\u65b9\u3067<strong>\u3001<\/strong>\u300c\u5951\u7d04\u66f8\u306e\u30ec\u30d3\u30e5\u30fc\u300d\u306e\u3088\u3046\u306b\u77ed\u6642\u9593\u306e\u96c6\u4e2d\u4f5c\u696d\u3067\u4f7f\u3046\u5834\u5408\u306f\u3001TTL\u30922\u6642\u9593\u7a0b\u5ea6\u306b\u8a2d\u5b9a\u3057\u3001\u5bfe\u8a71\u304c\u9014\u5207\u308c\u305f\u3089\u81ea\u52d5\u3067\u6d88\u53bb\u3055\u308c\u308b\u3088\u3046\u306b\u3057\u3066\u30b3\u30b9\u30c8\u3092\u6700\u9069\u5316\u3059\u308b\u306e\u304c\u4e00\u822c\u7684\u3067\u3042\u308b\u3002<\/p>\n<h3>3. \u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u6307\u5b9a\u3057\u305f\u9ad8\u901f\u5bfe\u8a71<\/h3>\n<p>2\u56de\u76ee\u4ee5\u964d\u306e\u8cea\u554f\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3068\u3068\u3082\u306b\u767a\u884c\u3055\u308c\u305fCache ID\u3092\u9001\u4fe1\u3059\u308b\u3002AI\u306f\u6700\u521d\u304b\u3089\u8cc7\u6599\u3092\u8aad\u307f\u76f4\u3059\u3053\u3068\u306a\u304f\u3001\u30e1\u30e2\u30ea\u4e0a\u306e\u300c\u7406\u89e3\u6e08\u307f\u72b6\u614b\u300d\u304b\u3089\u76f4\u63a5\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6570\u79d2\u304b\u304b\u3063\u3066\u3044\u305f\u51e6\u7406\u304c\u30b3\u30f3\u30de\u6570\u79d2\u307e\u3067\u77ed\u7e2e\u3055\u308c\u308b\u3002<\/p>\n<div id=\"attachment_37343\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-37343\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/01\/cag-1-1024x670.png\" alt=\"\" width=\"1024\" height=\"670\" class=\"size-large wp-image-37343\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/01\/cag-1-1024x670.png 1024w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/01\/cag-1-300x196.png 300w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/01\/cag-1-768x503.png 768w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/01\/cag-1-1536x1005.png 1536w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2026\/01\/cag-1.png 1540w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><p id=\"caption-attachment-37343\" class=\"wp-caption-text\">CAG\u306e\u4ed5\u7d44\u307f<\/p><\/div>\n<h2>RAG\u3068CAG\u306e\u4f7f\u3044\u5206\u3051<\/h2>\n<p><span>CAG\u306f\u4e07\u80fd\u3067\u306f\u306a\u304f\u3001RAG\u3068\u9069\u6750\u9069\u6240\u3067\u4f7f\u3044\u5206\u3051\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3042\u308b\u3002\u9078\u3076\u57fa\u6e96\u306f\u3001\u300c\u60c5\u5831\u306e\u9bae\u5ea6\u30fb\u91cf\u300d\u3068\u300c\u5bfe\u8a71\u306e\u983b\u5ea6\u300d\u3067\u5224\u65ad\u3059\u308b\u3068\u3088\u3044\u3002<\/span><\/p>\n<h3>1. RAG\uff08\u691c\u7d22\u578b\uff09\u3092\u4f7f\u3063\u305f\u307b\u3046\u304c\u3044\u3044\u5834\u5408<\/h3>\n<p><strong>\u300c\u5e83\u5927\u306a\u56f3\u66f8\u9928\u304b\u3089\u3001\u5fc5\u8981\u306a1\u30da\u30fc\u30b8\u3092\u63a2\u3059\u3068\u304d\u300d<\/strong><\/p>\n<ul>\n<li><strong>\u30c7\u30fc\u30bf\u304c\u7121\u9650\u306b\u8fd1\u3044\u5834\u5408<\/strong>\uff1a\u793e\u5185\u306e\u5168\u904e\u53bb\u30e1\u30fc\u30eb\u3084\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u5168\u8a18\u4e8b\u306a\u3069\u3001\u30c7\u30fc\u30bf\u91cf\u304c\u81a8\u5927\u3067\u4e00\u5ea6\u306b\u8aad\u307f\u8fbc\u3081\u306a\u3044\u5834\u5408\u3002<\/li>\n<li><strong>\u60c5\u5831\u304c\u983b\u7e41\u306b\u66f4\u65b0\u3055\u308c\u308b\u5834\u5408<\/strong>\uff1a\u4eca\u65e5\u306e\u30cb\u30e5\u30fc\u30b9\u3084\u682a\u4fa1\u306a\u3069\u3001\u523b\u3005\u3068\u5909\u308f\u308b\u60c5\u5831\u3092\u6271\u3046\u5834\u5408\u3002\u30ad\u30e3\u30c3\u30b7\u30e5\u3057\u3066\u3082\u3059\u3050\u53e4\u304f\u306a\u308b\u305f\u3081\u3001\u305d\u306e\u90fd\u5ea6\u691c\u7d22\u3059\u308bRAG\u304c\u9069\u3057\u3066\u3044\u308b\u3002<\/li>\n<li><strong>\u8cea\u554f\u304c\u300c\u4e00\u56de\u304d\u308a\u300d\u306e\u5834\u5408<\/strong>\uff1a\u30e6\u30fc\u30b6\u30fc\u304c\u4e00\u3064\u3060\u3051\u8cea\u554f\u3057\u3066\u7d42\u308f\u308b\u306a\u3089\u3001\u5168\u30c7\u30fc\u30bf\u3092\u8a18\u61b6\u3055\u305b\u308b\u5fc5\u8981\u306f\u306a\u3044\u3002<\/li>\n<\/ul>\n<h3>2. CAG\uff08\u30ad\u30e3\u30c3\u30b7\u30e5\u578b\uff09\u3092\u4f7f\u3063\u305f\u307b\u3046\u304c\u3044\u3044\u5834\u5408<\/h3>\n<p><strong>\u300c\u4e00\u518a\u306e\u6559\u79d1\u66f8\u3092\u5fb9\u5e95\u7684\u306b\u4f7f\u3044\u5012\u3059\u3068\u304d\u300d<\/strong><\/p>\n<ul>\n<li><strong>\u540c\u3058\u8cc7\u6599\u306b\u3064\u3044\u3066\u4f55\u5ea6\u3082\u4f1a\u8a71\u3059\u308b\u5834\u5408<\/strong>\uff1a\u9577\u3044\u5951\u7d04\u66f8\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u306a\u3069\u3001\u4e00\u5ea6\u8aad\u307f\u8fbc\u3093\u3060\u3089\u4f55\u5ea6\u3082\u8cea\u554f\u3055\u308c\u308b\u5834\u5408\u30022\u56de\u76ee\u4ee5\u964d\u306e\u56de\u7b54\u304c\u5287\u7684\u306b\u901f\u304f\u306a\u308a\u3001\u30b3\u30b9\u30c8\u3082\u4e0b\u304c\u308b\u3002<\/li>\n<li><strong>\u5168\u4f53\u50cf\u306e\u628a\u63e1\u304c\u5fc5\u8981\u306a\u5834\u5408<\/strong>\uff1a\u300c\u3053\u306e\u30df\u30b9\u30c6\u30ea\u30fc\u5c0f\u8aac\u306e\u4f0f\u7dda\u3092\u3059\u3079\u3066\u6559\u3048\u3066\u300d\u306e\u3088\u3046\u306b\u3001\u8cc7\u6599\u306e\u6700\u521d\u3068\u6700\u5f8c\u3092\u3064\u306a\u3052\u3066\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u3002\u65ad\u7247\u7684\u306a\u691c\u7d22\uff08RAG\uff09\u3067\u306f\u89e3\u3051\u306a\u3044\u554f\u984c\u306b\u5f37\u3044\u3002<\/li>\n<li><strong>\u5373\u7b54\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u5834\u5408<\/strong>\uff1a\u97f3\u58f0\u5bfe\u8a71\u306a\u3069\u3001\u4eba\u9593\u3092\u5f85\u305f\u305b\u3089\u308c\u306a\u3044\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u3084\u308a\u53d6\u308a\u304c\u5fc5\u8981\u306a\u5834\u5408\u3002<\/li>\n<\/ul>\n<h3>\u307e\u3068\u3081\uff1a\u9078\u3073\u65b9\u306e\u76ee\u5b89<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u5224\u65ad\u57fa\u6e96<\/th>\n<th>RAG\uff08\u691c\u7d22\u578b\uff09<\/th>\n<th>CAG\uff08\u30ad\u30e3\u30c3\u30b7\u30e5\u578b\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u30c7\u30fc\u30bf\u306e\u91cf<\/strong><\/td>\n<td>\u7121\u9650\u30fb\u8d85\u5de8\u5927<\/td>\n<td>1\u518a\u306e\u672c\u301c\u6570\u518a\u5206\uff08\u5236\u9650\u3042\u308a\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>\u60c5\u5831\u306e\u9bae\u5ea6<\/strong><\/td>\n<td>\u6bce\u65e5\u5909\u308f\u308b\u6700\u65b0\u60c5\u5831<\/td>\n<td>\u3057\u3070\u3089\u304f\u5909\u308f\u3089\u306a\u3044\u56fa\u5b9a\u60c5\u5831<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5bfe\u8a71\u306e\u30b9\u30bf\u30a4\u30eb<\/strong><\/td>\n<td>\u4e00\u554f\u4e00\u7b54<\/td>\n<td>\u9577\u3044\u3084\u308a\u53d6\u308a\u30fb\u8b70\u8ad6<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5f97\u610f\u306a\u3053\u3068<\/strong><\/td>\n<td>\u5e83\u3044\u7bc4\u56f2\u304b\u3089\u63a2\u3059<\/td>\n<td>\u6df1\u3044\u6587\u8108\u3092\u7406\u89e3\u3059\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u7279\u5fb4<\/h2>\n<p>CAG\u306b\u306f\u4e3b\u306b3\u3064\u306e\u5927\u304d\u306a\u7279\u5fb4\u304c\u3042\u308b\u3002<\/p>\n<ol>\n<li><strong>\u5727\u5012\u7684\u306a\u5fdc\u7b54\u901f\u5ea6\uff08\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\uff09\uff1a<\/strong><span> \u8cc7\u6599\u3092\u8aad\u307f\u8fbc\u3080\u51e6\u7406\u3092\u4e8b\u524d\u306b\u6e08\u307e\u305b\u3066\u3044\u308b\u305f\u3081\u3001\u8cea\u554f\u5f8c\u306e\u5f85\u3061\u6642\u9593\u304c\u6975\u3081\u3066\u77ed\u3044\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u30b9\u30c8\u30ec\u30b9\u306a\u304f\u5bfe\u8a71\u3092\u7d9a\u3051\u3089\u308c\u308b\u3002<\/span><\/li>\n<li><strong>\u5168\u4f53\u3092\u4fef\u77b0\u3057\u305f\u56de\u7b54\u7cbe\u5ea6\uff1a<\/strong><span> RAG\u306e\u3088\u3046\u306b\u60c5\u5831\u3092\u5207\u308a\u53d6\u3089\u305a\u3001\u8cc7\u6599\u5168\u4f53\u3092AI\u306e\u8996\u91ce\u306b\u5165\u308c\u3066\u51e6\u7406\u3059\u308b\u3002\u305d\u306e\u305f\u3081\u3001\u300c\u8cc7\u6599\u306e\u5192\u982d\u3068\u7d50\u672b\u306e\u77db\u76fe\u3092\u6307\u6458\u3059\u308b\u300d\u306a\u3069\u3001\u5168\u4f53\u628a\u63e1\u304c\u5fc5\u8981\u306a\u9ad8\u5ea6\u306a\u63a8\u8ad6\u304c\u53ef\u80fd\u3067\u3042\u308b<\/span>\u3002<\/li>\n<li><strong>\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\uff08\u7e70\u308a\u8fd4\u3057\u5229\u7528\u6642\uff09\uff1a<\/strong><span> \u540c\u3058\u8cc7\u6599\u306b\u4f55\u5ea6\u3082\u8cea\u554f\u3059\u308b\u5834\u5408\u3001\u6bce\u56de\u8aad\u307f\u8fbc\u307f\u76f4\u3059\u5fc5\u8981\u304c\u306a\u304f\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u7bc0\u7d04\u3067\u304d\u308b\u3002\u7d50\u679c\u3068\u3057\u3066\u904b\u7528\u30b3\u30b9\u30c8\u304c\u4e0b\u304c\u308b\u30b1\u30fc\u30b9\u304c\u591a\u3044\u3002<\/span><\/li>\n<\/ol>\n<h2>\u63d0\u5531\u30fb\u958b\u767a\u306e\u6b74\u53f2<\/h2>\n<p>\u300cCAG\uff08Cache-Augmented Generation\uff09\u300d\u306f\u7279\u5b9a\u306e\u500b\u4eba\u306e\u5358\u72ec\u767a\u660e\u3067\u306f\u306a\u304f\u3001AI\u30e2\u30c7\u30eb\u306e\u9032\u5316\u306b\u4f34\u3046\u5fc5\u7136\u7684\u306a\u6d41\u308c\u3068\u3057\u30662024\u5e74\u9803\u304b\u3089\u6025\u901f\u306b\u78ba\u7acb\u3055\u308c\u305f\u3002<\/p>\n<p>\u7279\u306b\u3001Google DeepMind\u30c1\u30fc\u30e0\u304c2024\u5e742\u6708\u306b\u767a\u8868\u3057\u305f Gemini 1.5 Pro \u306f\u5927\u304d\u306a\u8ee2\u63db\u70b9\u3067\u3042\u308b\u3002\u5f7c\u3089\u306f\u300c100\u4e07\u30c8\u30fc\u30af\u30f3\u300d\u3068\u3044\u3046\u81a8\u5927\u306a\u60c5\u5831\u3092\u4e00\u5ea6\u306b\u6271\u3044\u3001\u305d\u306e\u60c5\u5831\u3092\u4fdd\u6301\u3059\u308b\u300cContext Caching\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30fb\u30ad\u30e3\u30c3\u30b7\u30f3\u30b0\uff09\u300d\u6a5f\u80fd\u3092\u5b9f\u88c5\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001CAG\u306f\u7406\u8ad6\u3060\u3051\u3067\u306a\u304f\u5b9f\u7528\u7684\u306a\u6280\u8853\u3068\u3057\u3066\u73fe\u5834\u306b\u5c0e\u5165\u3055\u308c\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001Anthropic\u793e\u3082\u300cPrompt Caching\u300d\u3068\u3044\u3046\u540d\u79f0\u3067\u540c\u69d8\u306e\u6280\u8853\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u3053\u306e\u4e8c\u793e\u304c\u4e8b\u5b9f\u4e0a\u306e\u63d0\u5531\u30fb\u63a8\u9032\u5f79\u3068\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n<h2>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u9055\u3044<\/h2>\n<p>CAG\u306f\u300cAI\u306b\u5c02\u9580\u77e5\u8b58\u3092\u899a\u3048\u3055\u305b\u308b\u300d\u3068\u3044\u3046\u70b9\u3067\u3001<a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/fine-tuning\/\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08\u5fae\u8abf\u6574\uff09<\/a>\u3068\u3082\u6bd4\u8f03\u3055\u308c\u308b\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u6839\u672c\u7684\u306b\u7570\u306a\u308b\u3002<\/p>\n<p><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u300c\u8133\u305d\u306e\u3082\u306e\uff08\u91cd\u307f\uff09\u300d\u3092\u66f8\u304d\u63db\u3048\u308b\u624b\u8853<\/strong>\u306e\u3088\u3046\u306a\u3082\u306e\u3060\u304c\u3001<strong>CAG\u306f\u300c\u5de8\u5927\u306a\u8cc7\u6599\u3092\u673a\u306b\u5e83\u3052\u305f\u307e\u307e\u56fa\u5b9a\u3059\u308b\u300d<\/strong>\u3088\u3046\u306a\u3082\u306e\u3067\u3042\u308b\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6bd4\u8f03\u9805\u76ee<\/th>\n<th><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/th>\n<th><strong>CAG\uff08\u30ad\u30e3\u30c3\u30b7\u30e5\u578b\uff09<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u53cd\u6620\u6642\u9593<\/strong><\/td>\n<td>\u6570\u6642\u9593\u301c\u6570\u65e5\uff08\u518d\u5b66\u7fd2\u304c\u5fc5\u8981\uff09<\/td>\n<td>\u6570\u79d2\u301c\u6570\u5206\uff08\u5373\u5ea7\u306b\u5229\u7528\u53ef\u80fd\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>\u60c5\u5831\u306e\u6b63\u78ba\u6027<\/strong><\/td>\n<td>\u5e7b\u899a\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u306e\u30ea\u30b9\u30af<\/td>\n<td>\u5143\u8cc7\u6599\u306b\u57fa\u3065\u304f\u6b63\u78ba\u306a\u56de\u7b54<\/td>\n<\/tr>\n<tr>\n<td><strong>\u30b3\u30b9\u30c8<\/strong><\/td>\n<td>\u9ad8\u984d\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981<\/td>\n<td>\u30ad\u30e3\u30c3\u30b7\u30e5\u7dad\u6301\u8cbb\u306e\u307f\uff08\u5b89\u4fa1\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>\u30c7\u30fc\u30bf\u306e\u66f4\u65b0<\/strong><\/td>\n<td>\u983b\u7e41\u306a\u66f4\u65b0\u306b\u306f\u4e0d\u5411\u304d<\/td>\n<td>\u8cc7\u6599\u3092\u5dee\u3057\u66ff\u3048\u308b\u3060\u3051\u3067\u5373\u5b8c\u4e86<\/td>\n<\/tr>\n<tr>\n<td><strong>\u4e3b\u306a\u76ee\u7684<\/strong><\/td>\n<td>\u53e3\u8abf\u3001\u5f62\u5f0f\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u7279\u5316<\/td>\n<td>\u7279\u5b9a\u306e\u81a8\u5927\u306a\u77e5\u8b58\u3078\u306e\u5373\u6642\u30a2\u30af\u30bb\u30b9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u300c\u6cd5\u5f8b\u7528\u8a9e\u3092\u4f7f\u3044\u3001\u5f01\u8b77\u58eb\u306e\u3088\u3046\u306a\u53e3\u8abf\u3067\u8a71\u3057\u3066\u307b\u3057\u3044\u300d\u306a\u3089\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u9069\u3057\u3066\u3044\u308b\u3002\u4e00\u65b9\u3067\u3001\u300c\u7279\u5b9a\u306e\u88c1\u5224\u8a18\u93325,000\u30da\u30fc\u30b8\u306e\u5185\u5bb9\u306b\u57fa\u3065\u3044\u3066\u4e8b\u5b9f\u3092\u7b54\u3048\u3066\u307b\u3057\u3044\u300d\u306a\u3089CAG\u304c\u5727\u5012\u7684\u306b\u6709\u5229\u3067\u3042\u308b\u3002<\/p>\n<h2>\u30c7\u30b6\u30a4\u30f3\u4e0a\u3067\u306e\u5229\u7528\u65b9\u6cd5<\/h2>\n<p>CAG\u306e\u767b\u5834\u306f\u3001UX\uff08\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\uff09\u30c7\u30b6\u30a4\u30f3\u306b\u304a\u3044\u3066\u300c\u5f85\u3061\u6642\u9593\u300d\u3068\u300c\u60c5\u5831\u306e\u6df1\u3055\u300d\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u89e3\u6d88\u3059\u308b\u9375\u3068\u306a\u308b\u3002<\/p>\n<p>\u3053\u308c\u307e\u3067\u306f\u300c\u6b63\u78ba\u306b\u7b54\u3048\u3088\u3046\u3068\u3059\u308b\u3068\u6642\u9593\u304c\u304b\u304b\u308b\uff08RAG\u306e\u691c\u7d22\u5f85\u3061\uff09\u300d\u3001\u300c\u65e9\u304f\u7b54\u3048\u3088\u3046\u3068\u3059\u308b\u3068\u60c5\u5831\u91cf\u304c\u6e1b\u308b\u300d\u3068\u3044\u3046\u30b8\u30ec\u30f3\u30de\u304c\u3042\u3063\u305f\u3002\u3057\u304b\u3057CAG\u3092\u4f7f\u3048\u3070\u3001\u300c<strong>\u91cd\u539a\u306a\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u3059\u3079\u3066\u77e5\u3063\u3066\u3044\u308b\u306e\u306b\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u306f\u30c1\u30e3\u30c3\u30c8\u306e\u3088\u3046\u306b\u8efd\u3044<\/strong>\u300d\u3068\u3044\u3046\u4f53\u9a13\u3092\u30c7\u30b6\u30a4\u30f3\u3067\u304d\u308b\u3002<\/p>\n<p>\u7279\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u96c6\u4e2d\u3059\u308b\u6570\u5341\u5206\u301c\u6570\u6642\u9593\u306e\u9593\u3001\u540c\u3058\u80cc\u666f\u60c5\u5831\u3092\u4f7f\u3044\u7d9a\u3051\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u771f\u4fa1\u3092\u767a\u63ee\u3059\u308b\u3002<\/p>\n<h2>\u300c\u3053\u306e\u5834\u9762\u306b\u4f7f\u3048\u308b\u300d\u30b7\u30fc\u30f3\u3068\u5177\u4f53\u4f8b<\/h2>\n<p>\u30d7\u30ed\u30c0\u30af\u30c8\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u30c7\u30b6\u30a4\u30f3\u306b\u304a\u3044\u3066\u3001CAG\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u300c\u56fa\u5b9a\u3055\u308c\u305f\u5927\u91cf\u306e\u60c5\u5831\u300d\u00d7\u300c\u7e70\u308a\u8fd4\u3057\u306e\u5bfe\u8a71\u300d\u304c\u767a\u751f\u3059\u308b\u30b7\u30fc\u30f3\u3067\u6700\u9069\u3067\u3042\u308b\u3002<\/p>\n<h3>1. \u8907\u96d1\u306a\u88fd\u54c1\u306e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8<\/h3>\n<ul>\n<li><strong>\u30b7\u30fc\u30f3\uff1a<\/strong><span>\u00a0<\/span>\u30e6\u30fc\u30b6\u30fc\u304c500\u30da\u30fc\u30b8\u3042\u308b\u5bb6\u96fb\u3084\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u53d6\u6271\u8aac\u660e\u66f8\u306b\u3064\u3044\u3066\u8cea\u554f\u3057\u305f\u3044\u3002<\/li>\n<li><strong>CAG\u306e\u6d3b\u7528\uff1a<\/strong><span>\u00a0<\/span>\u30de\u30cb\u30e5\u30a2\u30eb\u5168\u30da\u30fc\u30b8\u3092\u4e8b\u524d\u306b\u30ad\u30e3\u30c3\u30b7\u30e5\u3057\u3066\u304a\u304f\u3002<\/li>\n<li><strong>UX\u306e\u5909\u5316\uff1a<\/strong><span>\u00a0<\/span>\u30e6\u30fc\u30b6\u30fc\u304c\u300c\u30a8\u30e9\u30fc\u30b3\u30fc\u30c9E-01\u304c\u51fa\u305f\u3051\u3069\u3001\u3053\u308c\u3063\u306634\u30da\u30fc\u30b8\u306e\u6ce8\u610f\u66f8\u304d\u3068\u95a2\u4fc2\u3042\u308b\uff1f\u300d\u3068\u805e\u3044\u3066\u3082\u3001AI\u306f\u5373\u5ea7\u306b\u30da\u30fc\u30b8\u3092\u884c\u304d\u6765\u3057\u3066\u3001\u300c\u306f\u3044\u300134\u30da\u30fc\u30b8\u306e\u6761\u4ef6\u306b\u8a72\u5f53\u3059\u308b\u305f\u3081\u3001\u4fee\u7406\u304c\u5fc5\u8981\u3067\u3059\u300d\u3068\u77ac\u6642\u306b\u56de\u7b54\u3059\u308b\u3002\u691c\u7d22\u5f85\u3061\u306e\u30b0\u30eb\u30b0\u30eb\u8868\u793a\u304c\u51fa\u306a\u3044\u3002<\/li>\n<\/ul>\n<h3>2. \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3084\u6cd5\u52d9\u306e\u5c02\u9580\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/h3>\n<ul>\n<li><strong>\u30b7\u30fc\u30f3\uff1a<\/strong><span> \u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u5de8\u5927\u306a\u30d7\u30ed\u30b0\u30e9\u30e0\u30b3\u30fc\u30c9\u5168\u4f53\u3092\u628a\u63e1\u3057\u306a\u304c\u3089\u4fee\u6b63\u6848\u3092\u8003\u3048\u305f\u3044\u3002\u5f01\u8b77\u58eb\u304c\u6570\u767e\u30da\u30fc\u30b8\u306e\u5951\u7d04\u66f8\u7fa4\u304b\u3089\u30ea\u30b9\u30af\u3092\u6d17\u3044\u51fa\u3057\u305f\u3044\u3002<\/span><\/li>\n<li><strong>CAG\u306e\u6d3b\u7528\uff1a<\/strong><span> \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5168\u30b3\u30fc\u30c9\u3084\u95a2\u9023\u5951\u7d04\u66f8\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3059\u308b\u3002<\/span><\/li>\n<li><strong>UX\u306e\u5909\u5316\uff1a<\/strong><span> \u300c\u3053\u306e\u5909\u66f4\u3067\u4ed6\u306e\u3069\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u5f71\u97ff\u304c\u51fa\u308b\u304b\u300d\u3068\u3044\u3046\u8cea\u554f\u306b\u3001AI\u304c\u5373\u5ea7\u306b\u5f71\u97ff\u7bc4\u56f2\u3092\u7279\u5b9a\u3057\u3066\u56de\u7b54\u3059\u308b\u3002<\/span><\/li>\n<\/ul>\n<h3>3. \u30ed\u30fc\u30eb\u30d7\u30ec\u30a4\u30f3\u30b0\u30fb\u5b66\u7fd2\u30a2\u30d7\u30ea<\/h3>\n<ul>\n<li><strong>\u30b7\u30fc\u30f3\uff1a<\/strong><span>\u00a0<\/span>\u82f1\u4f1a\u8a71\u306e\u7df4\u7fd2\u3084\u3001\u6b74\u53f2\u4e0a\u306e\u4eba\u7269\u3068\u306e\u5bfe\u8a71\u30a2\u30d7\u30ea\u3002<\/li>\n<li><strong>CAG\u306e\u6d3b\u7528\uff1a<\/strong><span> \u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u306e\u6027\u683c\u3084\u904e\u53bb\u306e\u767a\u8a00\u3001\u8a73\u7d30\u306a\u4e16\u754c\u89b3\u8a2d\u5b9a\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3059\u308b\u3002<\/span><\/li>\n<li><strong>UX\u306e\u5909\u5316\uff1a<\/strong><span> \u4f1a\u8a71\u304c\u9577\u304f\u306a\u3063\u3066\u3082\u8a2d\u5b9a\u3092\u5fd8\u308c\u305a\u3001\u4ee5\u524d\u306e\u5185\u5bb9\u3092\u8e0f\u307e\u3048\u305f\u4e00\u8cab\u6027\u306e\u3042\u308b\u6df1\u3044\u5bfe\u8a71\u304c\u9045\u5ef6\u306a\u304f\u30b9\u30e0\u30fc\u30ba\u306b\u884c\u308f\u308c\u308b\u3002<\/span><\/li>\n<\/ul>\n<h2>\u95a2\u9023\u7528\u8a9e<\/h2>\n<blockquote class=\"wp-embedded-content\" data-secret=\"TZq7f6CG3V\"><p><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/retrieval-augmented-generation\/\">RAG<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;RAG&#8221; &#8212; UX TIMES\" src=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/retrieval-augmented-generation\/embed\/#?secret=4hoT3i7XKf#?secret=TZq7f6CG3V\" data-secret=\"TZq7f6CG3V\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"3Wj58RXUgB\"><p><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/fine-tuning\/\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0&#8221; &#8212; UX TIMES\" src=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/fine-tuning\/embed\/#?secret=GeJcNrhFnH#?secret=3Wj58RXUgB\" data-secret=\"3Wj58RXUgB\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<h2>\u53c2\u8003\u30ea\u30f3\u30af<\/h2>\n<ul>\n<li><a class=\"\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/context-cache\/context-cache-overview\" target=\"_blank\" rel=\"noopener\">Google Cloud &#8211; Context Caching (Gemini)<\/a><\/li>\n<li><a class=\"\" href=\"https:\/\/www.anthropic.com\/news\/prompt-caching\" target=\"_blank\" rel=\"noopener\">Anthropic &#8211; Prompt Caching (Claude)<\/a><\/li>\n<li><span>\u00a0<\/span><a class=\"\" href=\"https:\/\/arxiv.org\/abs\/2311.04934\" target=\"_blank\" rel=\"noopener\">Prompt Cache: Modular Attention Optimization for Large Language Models (Gim et al., 2024)<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u3042\u3089\u304b\u3058\u3081AI\u306e\u300c\u77ed\u671f\u8a18\u61b6\u300d\u306b\u713c\u304d\u4ed8\u3051\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u6bce\u56de\u8abf\u3079\u76f4\u3059\u624b\u9593\u3092\u7701\u304d\u3001\u77ac\u6642\u306b\u7684\u78ba\u306a\u56de\u7b54\u3092\u5f15\u304d\u51fa\u3059\u6280\u8853<\/p>\n","protected":false},"author":12,"featured_media":37331,"template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"English":"Cached Augmented 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