{"id":37519,"date":"2025-11-06T17:47:01","date_gmt":"2025-11-06T08:47:01","guid":{"rendered":"https:\/\/gri.jp\/media\/?p=37519"},"modified":"2025-11-20T12:07:07","modified_gmt":"2025-11-20T03:07:07","slug":"rag%e3%81%a8cag%ef%bc%9a%e7%94%9f%e6%88%90ai%e3%81%ae%e3%80%8c%e7%9f%a5%e8%ad%98%e3%80%8d%e3%82%92%e6%8b%a1%e5%bc%b5%e3%81%99%e3%82%8b%e4%ba%8c%e3%81%a4%e3%81%ae%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/gri.jp\/media\/entry\/37519","title":{"rendered":"RAG\u3068CAG\uff1a\u751f\u6210AI\u306e\u300c\u77e5\u8b58\u300d\u3092\u62e1\u5f35\u3059\u308b\u4e8c\u3064\u306e\u65b9\u6cd5"},"content":{"rendered":"<p class=\"code-line\" dir=\"auto\" data-line=\"6\">\u751f\u6210AI\u3092\u5b9f\u52d9\u3067\u4f7f\u3046\u306b\u306f\u3001AI\u304c\u53c2\u7167\u3067\u304d\u308b\u77e5\u8b58\u6e90\u3092\u3069\u3046\u8c4a\u304b\u306b\u3059\u308b\u304b\u304c\u5927\u5207\u3067\u3059\u3002\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u3001RAG\uff08Retrieval-Augmented 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class=\"code-line\" dir=\"auto\" data-line=\"12\">\u3053\u306e\u3088\u3046\u306b\u3001RAG\u3068CAG\u306f\u300c\u77e5\u8b58\u3092\u3069\u3046\u624b\u5f53\u3066\u3059\u308b\u304b\u300d\u3068\u3044\u3046\u70b9\u3067\u8003\u3048\u65b9\u304c\u7570\u306a\u308a\u307e\u3059\u3002\u3069\u3061\u3089\u304c\u5e38\u306b\u512a\u308c\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u76ee\u7684\u306b\u5fdc\u3058\u3066\u9078\u3076\u304b\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u7d44\u307f\u5408\u308f\u305b\u308b\u306e\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<\/p>\n<h2 id=\"rag%E3%81%A8cag%E3%81%9D%E3%81%AE%E9%80%B2%E5%8C%96%E3%81%AE%E8%BB%8C%E8%B7%A1%E3%81%A8%E6%A0%B8%E5%BF%83%E7%9A%84%E3%81%AA%E9%81%95%E3%81%84\" class=\"code-line\" dir=\"auto\" data-line=\"14\">RAG\u3068CAG\uff1a\u305d\u306e\u9032\u5316\u306e\u8ecc\u8de1\u3068\u6838\u5fc3\u7684\u306a\u9055\u3044<\/h2>\n<p class=\"code-line\" dir=\"auto\" data-line=\"16\">RAG\u306f\u30012020\u5e74\u306bMeta\uff08\u5f53\u6642Facebook 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data-line=\"18\">CAG\u306f\u3001RAG\u306e\u691c\u7d22\u306b\u3088\u308b\u9045\u5ef6\u3084\u30b3\u30b9\u30c8\u3001\u904b\u7528\u306e\u8907\u96d1\u3055\u306b\u5bfe\u3059\u308b\u73fe\u5b9f\u7684\u306a\u89e3\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3042\u3089\u304b\u3058\u3081\u5fc5\u8981\u306a\u60c5\u5831\u3092\u624b\u5143\u306b\u305d\u308d\u3048\u3066\u304a\u304f\u8003\u3048\u65b9\u3067\u3001\u9ad8\u901f\u6027\u3068\u30b3\u30b9\u30c8\u52b9\u7387\u3092\u91cd\u8996\u3059\u308b\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5408\u3044\u307e\u3059\u3002\u6700\u8fd1\u306f\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6271\u3048\u308b\u30e2\u30c7\u30eb\u304c\u5897\u3048\u3001CAG\u304c\u53d6\u308a\u3046\u308b\u8a2d\u8a08\u306e\u5e45\u3082\u5e83\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p class=\"code-line\" dir=\"auto\" data-line=\"20\">RAG\u306f\u300c\u5fc5\u8981\u306b\u306a\u3063\u305f\u3068\u304d\u306b\u5916\u304b\u3089\u8abf\u9054\u3059\u308b\u300d\u52d5\u7684\u306a\u65b9\u5f0f\u3067\u3001\u6700\u65b0\u304b\u3064\u5e83\u7bc4\u306a\u60c5\u5831\u306b\u5f37\u3044\u4e00\u65b9\u3001\u53d6\u5f97\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002CAG\u306f\u300c\u3042\u3089\u304b\u3058\u3081\u624b\u5143\u306b\u6e96\u5099\u3059\u308b\u300d\u65b9\u5f0f\u3067\u3001\u7bc4\u56f2\u304c\u5b9a\u307e\u3063\u305f\u60c5\u5831\u306a\u3089\u9ad8\u901f\u304b\u3064\u4f4e\u30b3\u30b9\u30c8\u3067\u3059\u304c\u3001\u5e38\u306b\u6700\u65b0\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u4e8b\u5b9f\u78ba\u8a8d\u3084\u6700\u65b0\u60c5\u5831\u304c\u9375\u306a\u3089RAG\u3001\u9759\u7684\u3067\u3088\u304f\u4f7f\u3046\u77e5\u8b58\u306e\u53c2\u7167\u304c\u4e2d\u5fc3\u306a\u3089CAG\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"rag%E3%81%A8cag%E3%81%9D%E3%82%8C%E3%81%9E%E3%82%8C%E3%81%AE%E5%BE%97%E6%84%8F%E5%88%86%E9%87%8E%E3%81%A8%E9%99%90%E7%95%8C\" class=\"code-line\" dir=\"auto\" data-line=\"22\">RAG\u3068CAG\uff1a\u305d\u308c\u305e\u308c\u306e\u300c\u5f97\u610f\u5206\u91ce\u300d\u3068\u300c\u9650\u754c\u300d<\/h2>\n<p class=\"code-line\" dir=\"auto\" data-line=\"24\">RAG\u306e\u5f37\u307f\u306f\u60c5\u5831\u306e\u9bae\u5ea6\u3068\u5e45\u3067\u3059\u3002\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306e\u4f5c\u6210\u3001\u5909\u5316\u306e\u901f\u3044\u5e02\u5834\u5206\u6790\u3001\u6700\u65b0\u306e\u554f\u3044\u5408\u308f\u305b\u5185\u5bb9\u306b\u5408\u308f\u305b\u305f\u30b5\u30dd\u30fc\u30c8\u306a\u3069\u3067\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u3002\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u306a\u3044\u5c02\u9580\u5206\u91ce\u3067\u3082\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u53c2\u7167\u3059\u308b\u3053\u3068\u3067\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002\u53cd\u9762\u3001\u5916\u90e8\u691c\u7d22\u306e\u5206\u3060\u3051\u51e6\u7406\u6642\u9593\u3068\u30b3\u30b9\u30c8\u304c\u5897\u3048\u307e\u3059\u3002<\/p>\n<p class=\"code-line\" dir=\"auto\" data-line=\"26\">CAG\u306e\u5f37\u307f\u306f\u51e6\u7406\u901f\u5ea6\u3068\u30b3\u30b9\u30c8\u52b9\u7387\u3067\u3059\u3002\u3088\u304f\u3042\u308b\u8cea\u554f\u3078\u306e\u81ea\u52d5\u5fdc\u7b54\u3001\u793e\u5185\u898f\u5b9a\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u306b\u95a2\u3059\u308b\u554f\u3044\u5408\u308f\u305b\u3001\u7279\u5b9a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u983b\u51fa\u60c5\u5831\u306e\u53c2\u7167\u306a\u3069\u3067\u306f\u3001\u5916\u90e8\u691c\u7d22\u306a\u3057\u3067\u5373\u6642\u306b\u5fdc\u7b54\u3067\u304d\u307e\u3059\u3002\u5236\u7d04\u306f\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u306b\u5165\u308b\u60c5\u5831\u91cf\u306b\u4e0a\u9650\u304c\u3042\u308b\u3053\u3068\u3067\u3059\u3002\u6280\u8853\u306e\u9032\u6b69\u3067\u6587\u8108\u9577\u306f\u4f38\u3073\u3066\u3044\u307e\u3059\u304c\u3001\u3059\u3079\u3066\u306e\u60c5\u5831\u3092\u5e38\u306b\u624b\u5143\u306b\u7f6e\u304f\u306e\u306f\u73fe\u5b9f\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u65b0\u898f\u8ffd\u52a0\u3084\u7a00\u306a\u60c5\u5831\u306f\u3001CAG\u3060\u3051\u3067\u306f\u62fe\u3044\u306b\u304f\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p class=\"code-line\" dir=\"auto\" data-line=\"28\">\u3053\u306e\u9055\u3044\u3092\u8e0f\u307e\u3048\u308b\u3068\u3001RAG\u306f\u300c\u5e83\u3055\u3068\u6700\u65b0\u6027\u300d\u3001CAG\u306f\u300c\u901f\u5ea6\u3068\u52b9\u7387\u300d\u306b\u5f37\u307f\u304c\u3042\u308a\u307e\u3059\u3002\u5b9f\u52d9\u3067\u306f\u3001\u983b\u51fa\u306e\u554f\u3044\u5408\u308f\u305b\u306fCAG\u3067\u5373\u6642\u5bfe\u5fdc\u3057\u3001\u5c02\u9580\u6027\u3084\u6700\u65b0\u6027\u304c\u5fc5\u8981\u306a\u5185\u5bb9\u306fRAG\u306b\u56de\u3059\u3001\u3068\u3044\u3063\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u69cb\u6210\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n<h2 id=\"rag%E3%81%A8cag%E7%A4%BE%E4%BC%9A%E3%81%B8%E3%81%AE%E5%BD%B1%E9%9F%BF%E3%81%A8%E3%81%93%E3%82%8C%E3%81%8B%E3%82%89\" class=\"code-line\" dir=\"auto\" data-line=\"30\">RAG\u3068CAG\uff1a\u793e\u4f1a\u3078\u306e\u5f71\u97ff\u3068\u3053\u308c\u304b\u3089<\/h2>\n<p class=\"code-line\" dir=\"auto\" data-line=\"32\">RAG\u306f\u3001\u5c02\u9580\u30ec\u30dd\u30fc\u30c8\u306e\u4f5c\u6210\u3001\u6700\u65b0\u30c7\u30fc\u30bf\u306b\u3082\u3068\u3065\u304f\u8cc7\u6599\u4f5c\u6210\u3001\u8907\u96d1\u306a\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306a\u3069\u3067\u3001\u77e5\u8b58\u30a2\u30af\u30bb\u30b9\u306e\u52b9\u7387\u5316\u306b\u8ca2\u732e\u3057\u3066\u3044\u307e\u3059\u3002\u4f01\u696d\u5185\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084FAQ\u3092\u5bfe\u8c61\u306b\u3059\u308b\u3068\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u7d20\u65e9\u304f\u898b\u3064\u3051\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u30ca\u30ec\u30c3\u30b8\u5171\u6709\u306e\u57fa\u76e4\u304c\u6574\u3044\u307e\u3059\u3002<\/p>\n<p class=\"code-line\" dir=\"auto\" data-line=\"34\">CAG\u306f\u3001\u9ad8\u901f\u6027\u3068\u30b3\u30b9\u30c8\u52b9\u7387\u3092\u6b66\u5668\u306b\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u81ea\u52d5\u5316\u3084\u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\u306e\u52b9\u7387\u5316\u3067\u5b9f\u7e3e\u304c\u51fa\u3066\u3044\u307e\u3059\u3002\u5b9a\u578b\u30ec\u30dd\u30fc\u30c8\u306e\u4f5c\u6210\u3084\u7e70\u308a\u8fd4\u3057\u306e\u30c7\u30fc\u30bf\u5165\u529b\u306b\u3082\u5fdc\u7528\u3067\u304d\u3001\u62c5\u5f53\u8005\u306f\u3088\u308a\u96e3\u3057\u3044\u696d\u52d9\u306b\u96c6\u4e2d\u3067\u304d\u307e\u3059\u3002EC\u306e\u5546\u54c1\u6848\u5185\u3084\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3001\u5373\u6642\u306e\u5fdc\u7b54\u304c\u524d\u63d0\u306e\u5834\u9762\u3067\u306f\u7279\u306b\u52b9\u679c\u7684\u3067\u3059\u3002<\/p>\n<p class=\"code-line\" dir=\"auto\" data-line=\"36\">\u4eca\u5f8c\u306f\u3001RAG\u304c\u30c6\u30ad\u30b9\u30c8\u306b\u9650\u3089\u305a\u753b\u50cf\u3084\u97f3\u58f0\u306a\u3069\u3082\u6271\u3046\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5bfe\u5fdc\u3092\u5e83\u3052\u3001\u6587\u8108\u3092\u8e0f\u307e\u3048\u305f\u9ad8\u5ea6\u306a\u691c\u7d22\u30fb\u6700\u9069\u5316\u304c\u9032\u3080\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002CAG\u306f\u3001\u9577\u6587\u8108\u30e2\u30c7\u30eb\u306e\u666e\u53ca\u306b\u4f34\u3044\u3001\u3088\u308a\u591a\u304f\u306e\u60c5\u5831\u3092\u624b\u5143\u306b\u4fdd\u6301\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u9069\u7528\u7bc4\u56f2\u304c\u5e83\u304c\u308a\u307e\u3059\u3002\u6700\u7d42\u7684\u306b\u306f\u3001RAG\u3067\u6700\u65b0\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3001CAG\u3067\u983b\u51fa\u60c5\u5831\u3092\u9ad8\u901f\u306b\u53c2\u7167\u3059\u308b\u306a\u3069\u3001\u4e21\u8005\u3092\u5834\u9762\u306b\u5fdc\u3058\u3066\u7d44\u307f\u5408\u308f\u305b\u308b\u8a2d\u8a08\u304c\u4e2d\u5fc3\u306b\u306a\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n<h2 id=\"faq\" class=\"code-line\" dir=\"auto\" data-line=\"38\">FAQ<\/h2>\n<h3 id=\"q-rag%E3%81%A8cag%E3%81%AF%E7%94%9F%E6%88%90ai%E3%81%AE%E8%B3%A2%E3%81%95%E3%82%92%E3%81%A9%E3%81%86%E9%AB%98%E3%82%81%E3%81%BE%E3%81%99%E3%81%8B\" class=\"code-line\" dir=\"auto\" data-line=\"40\">Q: RAG\u3068CAG\u306f\u3001\u751f\u6210AI\u306e\u300c\u8ce2\u3055\u300d\u3092\u3069\u3046\u9ad8\u3081\u307e\u3059\u304b\uff1f<\/h3>\n<p class=\"code-line\" dir=\"auto\" data-line=\"41\">A: RAG\u306f\u6700\u65b0\u306e\u5916\u90e8\u60c5\u5831\u3092\u53c2\u7167\u3057\u3066\u56de\u7b54\u3092\u4f5c\u308a\u3001\u77e5\u8b58\u3092\u6700\u65b0\u306b\u4fdd\u3061\u307e\u3059\u3002CAG\u306f\u983b\u7e41\u306b\u4f7f\u3046\u60c5\u5831\u3092\u3042\u3089\u304b\u3058\u3081\u7528\u610f\u3057\u3066\u304a\u304d\u3001\u5fdc\u7b54\u901f\u5ea6\u3068\u52b9\u7387\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n<h3 id=\"q-rag%E3%81%AE%E3%82%A2%E3%83%97%E3%83%AD%E3%83%BC%E3%83%81%E3%81%AF%E5%85%B7%E4%BD%93%E7%9A%84%E3%81%AB%E3%81%A9%E3%81%86%E5%8B%95%E3%81%8D%E3%81%BE%E3%81%99%E3%81%8B\" class=\"code-line\" dir=\"auto\" data-line=\"43\">Q: RAG\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u5177\u4f53\u7684\u306b\u3069\u3046\u52d5\u304d\u307e\u3059\u304b\uff1f<\/h3>\n<p class=\"code-line\" dir=\"auto\" data-line=\"44\">A: \u8cea\u554f\u3054\u3068\u306b\u5916\u90e8\u306e\u60c5\u5831\u6e90\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u57fa\u306b\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u5e38\u306b\u65b0\u3057\u3044\u60c5\u5831\u3092\u53c2\u7167\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"q-cag%E3%81%AE%E3%82%A2%E3%83%97%E3%83%AD%E3%83%BC%E3%83%81%E3%81%AF%E5%85%B7%E4%BD%93%E7%9A%84%E3%81%AB%E3%81%A9%E3%81%86%E5%8B%95%E3%81%8D%E3%81%BE%E3%81%99%E3%81%8B\" class=\"code-line\" dir=\"auto\" data-line=\"46\">Q: CAG\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u5177\u4f53\u7684\u306b\u3069\u3046\u52d5\u304d\u307e\u3059\u304b\uff1f<\/h3>\n<p class=\"code-line\" dir=\"auto\" data-line=\"47\">A: \u5229\u7528\u983b\u5ea6\u306e\u9ad8\u3044\u60c5\u5831\u3084\u4e0d\u53ef\u6b20\u306a\u60c5\u5831\u3092\u3001AI\u304c\u53c2\u7167\u3057\u3084\u3059\u3044\u4e00\u6642\u7684\u306a\u8a18\u61b6\u9818\u57df\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\uff09\u306b\u3042\u3089\u304b\u3058\u3081\u7528\u610f\u3057\u3001\u305d\u3053\u304b\u3089\u7d20\u65e9\u304f\u56de\u7b54\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"q-rag%E3%81%AE%E4%B8%BB%E3%81%AA%E3%83%A1%E3%83%AA%E3%83%83%E3%83%88%E3%81%A8%E3%83%87%E3%83%A1%E3%83%AA%E3%83%83%E3%83%88%E3%81%AF%E4%BD%95%E3%81%A7%E3%81%99%E3%81%8B\" class=\"code-line\" dir=\"auto\" data-line=\"49\">Q: RAG\u306e\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h3>\n<p class=\"code-line\" dir=\"auto\" data-line=\"50\">A: \u30e1\u30ea\u30c3\u30c8\u306f\u3001\u6700\u65b0\u304b\u3064\u5e45\u5e83\u3044\u60c5\u5831\u3092\u53c2\u7167\u3067\u304d\u308b\u70b9\u3067\u3059\u3002\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u5916\u90e8\u691c\u7d22\u306b\u6642\u9593\u3068\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b\u70b9\u3067\u3059\u3002<\/p>\n<h3 id=\"q-cag%E3%81%AE%E4%B8%BB%E3%81%AA%E3%83%A1%E3%83%AA%E3%83%83%E3%83%88%E3%81%A8%E3%83%87%E3%83%A1%E3%83%AA%E3%83%83%E3%83%88%E3%81%AF%E4%BD%95%E3%81%A7%E3%81%99%E3%81%8B\" class=\"code-line\" dir=\"auto\" data-line=\"52\">Q: CAG\u306e\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h3>\n<p class=\"code-line\" dir=\"auto\" data-line=\"53\">A: \u30e1\u30ea\u30c3\u30c8\u306f\u3001\u9ad8\u901f\u3067\u4f4e\u30b3\u30b9\u30c8\u306b\u56de\u7b54\u3067\u304d\u308b\u70b9\u3067\u3059\u3002\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u4e00\u5ea6\u306b\u4fdd\u6301\u3067\u304d\u308b\u60c5\u5831\u91cf\u306b\u4e0a\u9650\u304c\u3042\u308a\u3001\u5e38\u306b\u6700\u65b0\u3068\u306f\u9650\u3089\u306a\u3044\u70b9\u3067\u3059\u3002<\/p>\n<h3 id=\"q-%E3%81%A9%E3%82%93%E3%81%AA%E5%A0%B4%E5%90%88%E3%81%ABrag%E3%81%8C%E9%81%A9%E3%81%97%E3%81%A6%E3%81%84%E3%81%BE%E3%81%99%E3%81%8B\" class=\"code-line\" dir=\"auto\" data-line=\"55\">Q: \u3069\u3093\u306a\u5834\u5408\u306bRAG\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u304b\uff1f<\/h3>\n<p class=\"code-line\" dir=\"auto\" data-line=\"56\">A: \u6700\u65b0\u6027\u3084\u5e83\u3044\u77e5\u8b58\u304c\u5fc5\u8981\u306a\u5834\u5408\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306e\u4f5c\u6210\u3001\u5e02\u5834\u52d5\u5411\u306b\u3082\u3068\u3065\u304f\u5206\u6790\u3001\u5c02\u9580\u5206\u91ce\u306e\u6700\u65b0\u52d5\u5411\u3092\u8e0f\u307e\u3048\u305f\u56de\u7b54\u306a\u3069\u3067\u3059\u3002<\/p>\n<h3 id=\"q-%E3%81%A9%E3%82%93%E3%81%AA%E5%A0%B4%E5%90%88%E3%81%ABcag%E3%81%8C%E9%81%A9%E3%81%97%E3%81%A6%E3%81%84%E3%81%BE%E3%81%99%E3%81%8B\" class=\"code-line\" dir=\"auto\" data-line=\"58\">Q: \u3069\u3093\u306a\u5834\u5408\u306bCAG\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u304b\uff1f<\/h3>\n<p class=\"code-line\" dir=\"auto\" data-line=\"59\">A: \u5fdc\u7b54\u901f\u5ea6\u3092\u91cd\u8996\u3057\u305f\u3044\u5834\u5408\u3084\u30b3\u30b9\u30c8\u3092\u6291\u3048\u305f\u3044\u5834\u5408\u3067\u3059\u3002\u4f01\u696d\u5185FAQ\u3001\u5b9a\u578b\u7684\u306a\u554f\u3044\u5408\u308f\u305b\u3001\u7e70\u308a\u8fd4\u3057\u53c2\u7167\u3055\u308c\u308b\u30de\u30cb\u30e5\u30a2\u30eb\u306a\u3069\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"q-%E3%81%A9%E3%81%A1%E3%82%89%E3%81%8B%E4%B8%80%E6%96%B9%E3%81%A0%E3%81%91%E4%BD%BF%E3%81%88%E3%81%B0%E8%89%AF%E3%81%84%E3%81%AE%E3%81%A7%E3%81%97%E3%82%87%E3%81%86%E3%81%8B\" class=\"code-line\" dir=\"auto\" data-line=\"61\">Q: \u3069\u3061\u3089\u304b\u4e00\u65b9\u3060\u3051\u4f7f\u3048\u3070\u826f\u3044\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/h3>\n<p class=\"code-line\" dir=\"auto\" data-line=\"62\">A: \u3044\u3044\u3048\u3002\u7279\u6027\u3092\u7406\u89e3\u3057\u3001\u76ee\u7684\u306b\u5fdc\u3058\u3066\u4f7f\u3044\u5206\u3051\u305f\u308a\u3001\u4e21\u8005\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u308a\u3059\u308b\u306e\u304c\u5b9f\u52d9\u3067\u306f\u52b9\u679c\u7684\u3067\u3059\u3002<\/p>\n<h2 dir=\"auto\" data-line=\"62\">\u53c2\u8003<\/h2>\n<ul class=\"code-line\" dir=\"auto\" data-line=\"95\">\n<li class=\"code-line\" dir=\"auto\" data-line=\"99\"><a href=\"https:\/\/medium.com\/%40jagadeesan.ganesh\/cache-augmented-generation-cag-the-next-frontier-in-llm-optimization-d4c83e31ba0b\" target=\"_blank\" rel=\"noopener\" data-href=\"https:\/\/medium.com\/%40jagadeesan.ganesh\/cache-augmented-generation-cag-the-next-frontier-in-llm-optimization-d4c83e31ba0b\">Cache-Augmented Generation (CAG): The Next Frontier in LLM Optimization<\/a><\/li>\n<li class=\"code-line\" dir=\"auto\" data-line=\"100\"><a href=\"https:\/\/qiita.com\/hiyoko1729\/items\/a86d14b7d729e3f346a7\" target=\"_blank\" rel=\"noopener\" data-href=\"https:\/\/qiita.com\/hiyoko1729\/items\/a86d14b7d729e3f346a7\">Don\u2019t Do RAG: When Cache-Augmented Generation is All You Need\uff08Qiita\uff09<\/a><\/li>\n<li class=\"code-line\" dir=\"auto\" data-line=\"95\"><a href=\"https:\/\/arxiv.org\/abs\/2005.11401\" target=\"_blank\" rel=\"noopener\" data-href=\"https:\/\/arxiv.org\/abs\/2005.11401\">Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks<\/a><\/li>\n<li class=\"code-line\" dir=\"auto\" data-line=\"96\"><a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/search\/retrieval-augmented-generation-overview\" target=\"_blank\" rel=\"noopener\" data-href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/search\/retrieval-augmented-generation-overview\">Retrieval Augmented Generation (RAG) in Azure AI Search<\/a><\/li>\n<li class=\"code-line\" dir=\"auto\" data-line=\"97\"><a href=\"https:\/\/www.ibm.com\/think\/topics\/context-window\" target=\"_blank\" rel=\"noopener\" data-href=\"https:\/\/www.ibm.com\/think\/topics\/context-window\">What is a context window?\uff08IBM Think\uff09<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u751f\u6210AI\u3092\u5b9f\u52d9\u3067\u4f7f\u3046\u306b\u306f\u3001AI\u304c\u53c2\u7167\u3067\u304d\u308b\u77e5\u8b58\u6e90\u3092\u3069\u3046\u8c4a\u304b\u306b\u3059\u308b\u304b\u304c\u5927\u5207\u3067\u3059\u3002\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u3001RAG\uff08Retrieval-Augmented Generation\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068CAG\uff08Cache-Augmented<\/p>\n","protected":false},"author":51,"featured_media":4566,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1093,119],"tags":[],"class_list":["post-37519","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-business"],"acf":[],"meta_field":{"_edit_lock":["1763607886:51"],"_edit_last":["51"],"hidden_toppage":["0"],"_hidden_toppage":["field_61933136630d2"],"note_url":[""],"_note_url":["field_61243c8278b90"],"_wp_old_date":["2025-11-07","2025-11-01"],"_pv_count":["a:24:{i:17;i:22;i:19;i:17;i:20;i:10;i:5;i:12;i:7;i:11;i:8;i:19;i:18;i:9;i:21;i:14;i:23;i:9;i:0;i:9;i:15;i:22;i:9;i:19;i:11;i:14;i:6;i:7;i:10;i:23;i:13;i:15;i:16;i:17;i:22;i:15;i:12;i:15;i:14;i:17;i:4;i:3;i:1;i:8;i:2;i:11;i:3;i:7;}"],"pv_count":["325"],"_thumbnail_id":["4566"]},"_links":{"self":[{"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/posts\/37519","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/users\/51"}],"replies":[{"embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/comments?post=37519"}],"version-history":[{"count":5,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/posts\/37519\/revisions"}],"predecessor-version":[{"id":37524,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/posts\/37519\/revisions\/37524"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/media\/4566"}],"wp:attachment":[{"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/media?parent=37519"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/categories?post=37519"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gri.jp\/media\/wp-json\/wp\/v2\/tags?post=37519"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}