{"id":910038,"date":"2026-07-21T03:38:44","date_gmt":"2026-07-21T03:38:44","guid":{"rendered":"https:\/\/megliofuturo.co.jp\/media\/?p=910038"},"modified":"2026-07-21T03:38:44","modified_gmt":"2026-07-21T03:38:44","slug":"llm","status":"publish","type":"post","link":"https:\/\/megliofuturo.co.jp\/media\/llm\/","title":{"rendered":"LLM\u30a2\u30d7\u30ea\u958b\u767a\u306e\u57fa\u672c\uff01API\u3001RAG\u3001\u5b89\u5168\u5bfe\u7b56\u306e\u8a2d\u8a08\u624b\u9806"},"content":{"rendered":"<p>LLM\u30a2\u30d7\u30ea\u306e\u54c1\u8cea\u306f\u3001\u6587\u7ae0\u304c\u81ea\u7136\u304b\u3069\u3046\u304b\u3060\u3051\u3067\u306f\u6e2c\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>\u691c\u7d22\u3067\u304d\u306a\u304b\u3063\u305f\u8cea\u554f\u3001\u6a29\u9650\u5916\u306e\u8cc7\u6599\u3001\u4e0d\u6b63\u306a\u6307\u793a\u3092\u5225\u306e\u5931\u6557\u3068\u3057\u3066\u8a18\u9332\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u4ee5\u5916\u306e\u6539\u5584\u7b87\u6240\u304c\u898b\u3048\u307e\u3059\u3002<\/p>\n<p>\u898f\u7a0b\u8cea\u554f\u3078\u6b63\u3057\u304f\u7b54\u3048\u305f\u4e00\u4f8b\u304b\u3089\u3001\u5225\u90e8\u9580\u306e\u6a29\u9650\u3084\u66f4\u65b0\u5f8c\u306e\u6587\u66f8\u306b\u3082\u6b63\u7b54\u3059\u308b\u3068\u63a8\u5b9a\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<p>\u30a2\u30d7\u30ea\u958b\u767a\u306e\u76ee\u7684\u306b\u5408\u3046\u7121\u6599\u76f8\u8ac7\u5148\u3092\u5148\u306b\u6574\u7406\u3057\u305f\u3044\u65b9\u306f\u3001<a href=\"https:\/\/megliofuturo.co.jp\/media\/consultation\/\">\u76ee\u7684\u5225\u306e\u76f8\u8ac7\u30ac\u30a4\u30c9<\/a>\u3067\u5916\u6ce8\u3068\u5b66\u7fd2\u306e\u9078\u3073\u65b9\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-table\">\n<table>\n<thead>\n<tr>\n<th>\u69cb\u6210\u306e\u9078\u629e\u80a2<\/th>\n<th>\u63a1\u7528\u524d\u306b\u78ba\u304b\u3081\u308b\u3053\u3068<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5916\u90e8API<\/td>\n<td>\u9001\u4fe1\u30c7\u30fc\u30bf\u3068\u8cbb\u7528\u306e\u7ba1\u7406\u65b9\u6cd5<\/td>\n<\/tr>\n<tr>\n<td>RAG<\/td>\n<td>\u691c\u7d22\u5931\u6557\u3068\u6587\u66f8\u66f4\u65b0\u306e\u8a55\u4fa1\u65b9\u6cd5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<h2>\u6839\u62e0\u306a\u3057\u56de\u7b54\u3068\u4e0d\u6b63\u5165\u529b\u3092\u5225\u3005\u306b\u6b62\u3081\u308b<\/h2>\n<p>\u6570\u4ef6\u306e\u81ea\u7136\u306a\u56de\u7b54\u3060\u3051\u3092\u63a1\u7528\u6839\u62e0\u306b\u3059\u308b\u3068\u3001\u53e4\u3044\u6587\u66f8\u306e\u5f15\u7528\u3084\u6307\u793a\u306e\u4e57\u3063\u53d6\u308a\u3092\u898b\u9003\u3057\u307e\u3059\u3002<br \/>\n<a href=\"https:\/\/platform.openai.com\/docs\/guides\/safety-best-practices\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">OpenAI\u306e\u5b89\u5168\u5bfe\u7b56\u30ac\u30a4\u30c9<\/a>\u304c\u6319\u3052\u308b\u5b89\u5168\u7b56\u3092\u4f7f\u3044\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u3088\u308b\u6307\u793a\u306e\u4e0a\u66f8\u304d\u3068\u4e0d\u9069\u5207\u51fa\u529b\u3092\u5225\u9805\u76ee\u3067\u8a66\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u6b63\u7b54\u3001\u62d2\u5426\u3001\u4fdd\u7559\u3092\u7528\u9014\u3054\u3068\u306b\u5b9a\u7fa9\u3057\u3066\u3044\u308b<\/li>\n<li>RAG\u306e\u691c\u7d22\u7d50\u679c\u3068\u6700\u7d42\u56de\u7b54\u3092\u5225\u3005\u306b\u8a18\u9332\u3067\u304d\u308b<\/li>\n<li>\u500b\u4eba\u60c5\u5831\u3068\u79d8\u5bc6\u60c5\u5831\u3092\u9001\u308b\u6761\u4ef6\u304c\u6c7a\u307e\u3063\u3066\u3044\u308b<\/li>\n<li>\u30e2\u30c7\u30eb\u66f4\u65b0\u5f8c\u306b\u540c\u3058\u8a55\u4fa1\u30bb\u30c3\u30c8\u3092\u518d\u5b9f\u884c\u3067\u304d\u308b<\/li>\n<\/ul>\n<p><a href=\"https:\/\/megliofuturo.co.jp\/media\/ai-guide\/\">AI\u958b\u767a\u7dcf\u5408<\/a>\u3067AI\u30a2\u30d7\u30ea\u65b9\u5f0f\u3092\u6bd4\u8f03\u3057\u3066\u3082\u3001\u4eba\u304c\u78ba\u8a8d\u3059\u308b\u56de\u7b54\u7bc4\u56f2\u3092\u7701\u3044\u305f\u6848\u306f\u9078\u3073\u307e\u305b\u3093\u3002<\/p>\n<h2>RAG\u304c\u7b54\u3048\u3089\u308c\u308b\u8cc7\u6599\u7bc4\u56f2\u3092\u5b9a\u7fa9\u3059\u308b<\/h2>\n<p>\u6587\u66f8\u691c\u7d22\u306e\u69cb\u6210\u306f<a href=\"https:\/\/platform.openai.com\/docs\/guides\/retrieval\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">OpenAI\u306e\u691c\u7d22\u62e1\u5f35\u30ac\u30a4\u30c9<\/a>\u3092\u53c2\u7167\u3057\u3001\u767b\u9332\u5bfe\u8c61\u3068\u66f4\u65b0\u5358\u4f4d\u3092\u5148\u306b\u56fa\u5b9a\u3057\u307e\u3059\u3002<br \/>\nLLM\u3078\u8cc7\u6599\u3092\u691c\u7d22\u3055\u305b\u3066\u3082\u3001\u5f15\u7528\u5143\u304c\u8cea\u554f\u3092\u652f\u3048\u308b\u304b\u3068\u56de\u7b54\u3092\u696d\u52d9\u3067\u4f7f\u3048\u308b\u304b\u306f\u5225\u3005\u306b\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-table\">\n<table>\n<thead>\n<tr>\n<th>\u69cb\u6210<\/th>\n<th>\u63a1\u7528\u3059\u308b\u6761\u4ef6<\/th>\n<th>\u5931\u6557\u6642\u306b\u898b\u76f4\u3059\u7b87\u6240<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5916\u90e8API<\/td>\n<td>\u5916\u90e8\u9001\u4fe1\u3067\u304d\u308b\u30c7\u30fc\u30bf\u3060\u3051\u3092\u6271\u3046<\/td>\n<td>\u9001\u4fe1\u30c7\u30fc\u30bf\u3068\u8cbb\u7528\u7ba1\u7406<\/td>\n<\/tr>\n<tr>\n<td>RAG<\/td>\n<td>\u767b\u9332\u8cc7\u6599\u3068\u6a29\u9650\u3092\u7dad\u6301\u3067\u304d\u308b<\/td>\n<td>\u691c\u7d22\u8a2d\u5b9a\u3068\u6587\u66f8\u66f4\u65b0<\/td>\n<\/tr>\n<tr>\n<td>\u30ed\u30fc\u30ab\u30ebLLM<\/td>\n<td>\u81ea\u74b0\u5883\u3067\u63a8\u8ad6\u57fa\u76e4\u3092\u904b\u7528\u3067\u304d\u308b<\/td>\n<td>\u63a8\u8ad6\u8cc7\u6e90\u3068\u30e2\u30c7\u30eb\u66f4\u65b0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p>RAG\u306f\u767b\u9332\u6587\u66f8\u3068\u30a2\u30af\u30bb\u30b9\u6a29\u3092\u5bfe\u5fdc\u3055\u305b\u3001\u30e2\u30c7\u30eb\u304c\u81ea\u7136\u306b\u7b54\u3048\u308b\u3053\u3068\u3060\u3051\u3067\u306f\u63a1\u7528\u3057\u307e\u305b\u3093\u3002<\/p>\n<h2>\u6a29\u9650\u5916\u6587\u66f8\u3092\u542b\u3080\u8a55\u4fa1\u8cea\u554f\u3067\u5b89\u5168\u6027\u3092\u6e2c\u308b<\/h2>\n<p>\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u691c\u7d22\u3092\u60f3\u5b9a\u3059\u308b\u3068\u3001\u8cea\u554f\u306b\u8fd1\u3044\u6bb5\u843d\u304c\u898b\u3064\u304b\u308b\u3053\u3068\u3068\u3001\u305d\u306e\u6bb5\u843d\u3060\u3051\u3092\u6839\u62e0\u306b\u56de\u7b54\u3059\u308b\u3053\u3068\u3092\u5206\u3051\u3066\u6e2c\u308a\u307e\u3059\u3002<br \/>\n\u691c\u7d22\u304c\u6b63\u3057\u304f\u3066\u3082\u3001\u751f\u6210\u6bb5\u968e\u3067\u5b58\u5728\u3057\u306a\u3044\u624b\u9806\u3092\u88dc\u3048\u3070\u5229\u7528\u8005\u306f\u8aa4\u3063\u305f\u64cd\u4f5c\u3092\u3057\u307e\u3059\u3002<br \/>\n\u51fa\u5178\u3092\u793a\u305b\u306a\u3044\u5834\u5408\u306f\u56de\u7b54\u3092\u4fdd\u7559\u3059\u308b\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001\u4fbf\u5229\u3055\u3068\u8aa4\u6848\u5185\u306e\u5883\u754c\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u691c\u7d22\u7d50\u679c\u304c\u7a7a\u306b\u306a\u308b\u8cea\u554f\u306f<a href=\"https:\/\/platform.openai.com\/docs\/guides\/retrieval\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">OpenAI\u306e\u691c\u7d22\u62e1\u5f35\u30ac\u30a4\u30c9<\/a>\u306e\u691c\u7d22\u5de5\u7a0b\u304b\u3089\u78ba\u8a8d\u3057\u3001\u751f\u6210\u3060\u3051\u3092\u8abf\u6574\u3057\u3066\u6e08\u307e\u305b\u307e\u305b\u3093\u3002<br \/>\n\u6a29\u9650\u5916\u6587\u66f8\u3092\u542b\u3080\u8a55\u4fa1\u8cea\u554f\u3067\u906e\u65ad\u3092\u518d\u73fe\u3067\u304d\u306a\u3051\u308c\u3070\u3001\u793e\u5185\u691c\u7d22\u3068\u3057\u3066\u516c\u958b\u3057\u307e\u305b\u3093\u3002<\/p>\n<h2>\u691c\u7d22\u3001\u751f\u6210\u3001\u4eba\u306e\u78ba\u8a8d\u3092\u5225\u306e\u8a55\u4fa1\u8868\u3078\u5206\u3051\u308b<\/h2>\n<p>\u8a55\u4fa1\u8cea\u554f\u3092\u56fa\u5b9a\u3057\u3001\u691c\u7d22\u7d50\u679c\u3001\u751f\u6210\u56de\u7b54\u3001\u5b89\u5168\u5224\u5b9a\u3001\u4eba\u306e\u78ba\u8a8d\u3068\u3044\u3046\u56db\u5c64\u3092\u9806\u306b\u6e2c\u308a\u307e\u3059\u3002<br \/>\n\u5165\u529b\u5236\u9650\u3068\u4eba\u306e\u78ba\u8a8d\u306f<a href=\"https:\/\/platform.openai.com\/docs\/guides\/safety-best-practices\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">OpenAI\u306e\u5b89\u5168\u5bfe\u7b56\u30ac\u30a4\u30c9<\/a>\u3092\u53c2\u7167\u3057\u3001\u7528\u9014\u306e\u30ea\u30b9\u30af\u306b\u5408\u308f\u305b\u3066\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-table\">\n<table>\n<thead>\n<tr>\n<th>\u78ba\u8a8d\u5358\u4f4d<\/th>\n<th>\u5b9f\u65bd\u5185\u5bb9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u691c\u7d22\u5bfe\u8c61<\/td>\n<td>\u5229\u7528\u8005\u306e\u8cea\u554f\u3092\u7528\u9014\u5225\u306b\u96c6\u3081\u3001\u6b63\u7b54\u3060\u3051\u3067\u306a\u304f\u56de\u7b54\u3092\u6b62\u3081\u308b\u6761\u4ef6\u3092\u5b9a\u7fa9\u3057\u307e\u3059<\/td>\n<\/tr>\n<tr>\n<td>\u56de\u7b54\u5f62\u5f0f<\/td>\n<td>\u30e2\u30c7\u30eb\u5358\u4f53\u306e\u56de\u7b54\u3068RAG\u3092\u901a\u3057\u305f\u56de\u7b54\u3092\u5206\u3051\u3001\u691c\u7d22\u7d50\u679c\u304c\u5bc4\u4e0e\u3057\u305f\u304b\u3092\u8a18\u9332\u3057\u307e\u3059<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u5168\u5224\u5b9a<\/td>\n<td>\u8aa4\u5165\u529b\u3001\u547d\u4ee4\u306e\u4e0a\u66f8\u304d\u3001\u6a5f\u5bc6\u60c5\u5831\u306e\u8981\u6c42\u3092\u8a55\u4fa1\u9805\u76ee\u3078\u5165\u308c\u3001\u516c\u958b\u524d\u306b\u5931\u6557\u3092\u518d\u73fe\u3057\u307e\u3059<\/td>\n<\/tr>\n<tr>\n<td>\u516c\u958b\u5224\u65ad<\/td>\n<td>\u54c1\u8cea\u3001\u5fdc\u7b54\u6642\u9593\u3001\u4e00\u4ef6\u5f53\u305f\u308a\u8cbb\u7528\u3092\u540c\u3058\u8a55\u4fa1\u8868\u3078\u7f6e\u304d\u3001\u30e2\u30c7\u30eb\u5909\u66f4\u5f8c\u3082\u518d\u6e2c\u5b9a\u3057\u307e\u3059<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p>\u7d99\u7d9a\u7684\u306a\u8a55\u4fa1\u306f<a href=\"https:\/\/www.nist.gov\/itl\/ai-risk-management-framework\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">NIST\u306eAI\u30ea\u30b9\u30af\u7ba1\u7406\u67a0\u7d44\u307f<\/a>\u306e\u30ac\u30d0\u30ca\u30f3\u30b9\u3001\u6e2c\u5b9a\u3001\u5bfe\u5fdc\u3068\u3044\u3046\u8003\u3048\u65b9\u3078\u5bfe\u5fdc\u3055\u305b\u307e\u3059\u3002<br \/>\n\u691c\u7d22\u5931\u6557\u3001\u751f\u6210\u5931\u6557\u3001\u5b89\u5168\u5224\u5b9a\u3092\u5225\u306e\u8a55\u4fa1\u7d50\u679c\u3078\u623b\u305b\u308b\u307e\u3067\u306f\u3001\u6b63\u7b54\u7387\u3092\u4e00\u3064\u306b\u96c6\u7d04\u3057\u307e\u305b\u3093\u3002<\/p>\n<h2>LLM\u30a2\u30d7\u30ea\u8a2d\u8a08\u306e\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n<h3>LLM\u30a2\u30d7\u30ea\u306b\u306f\u5fc5\u305aRAG\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/h3>\n<p>\u4e00\u822c\u77e5\u8b58\u3060\u3051\u3067\u5b8c\u7d50\u3059\u308b\u7528\u9014\u306b\u306f\u5fc5\u9808\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br \/>\n\u793e\u5185\u8cc7\u6599\u3084\u66f4\u65b0\u983b\u5ea6\u306e\u9ad8\u3044\u60c5\u5831\u3092\u6839\u62e0\u306b\u7b54\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u691c\u7d22\u7d50\u679c\u3092\u8a55\u4fa1\u3067\u304d\u308b\u5834\u5408\u306bRAG\u3092\u52a0\u3048\u308b\u610f\u5473\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30ed\u30fc\u30ab\u30ebLLM\u306a\u3089\u60c5\u5831\u6f0f\u3048\u3044\u3092\u9632\u3052\u307e\u3059\u304b\uff1f<\/h3>\n<p>\u5916\u90e8API\u3078\u9001\u3089\u306a\u3044\u69cb\u6210\u306b\u306f\u3067\u304d\u307e\u3059\u304c\u3001\u7aef\u672b\u3084\u30b5\u30fc\u30d0\u30fc\u306e\u6a29\u9650\u3001\u30ed\u30b0\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u304b\u3089\u6f0f\u308c\u308b\u53ef\u80fd\u6027\u306f\u6b8b\u308a\u307e\u3059\u3002<br \/>\n\u901a\u4fe1\u5148\u3060\u3051\u3067\u306a\u304f\u3001\u4fdd\u5b58\u3068\u95b2\u89a7\u306e\u7d4c\u8def\u3092\u542b\u3081\u3066\u5bfe\u7b56\u3092\u6c7a\u3081\u307e\u3059\u3002<\/p>\n<h3>LLM\u306e\u56de\u7b54\u7cbe\u5ea6\u306f\u3069\u306e\u3088\u3046\u306b\u6e2c\u308a\u307e\u3059\u304b\uff1f<\/h3>\n<p>\u5b9f\u969b\u306e\u7528\u9014\u304b\u3089\u8cea\u554f\u30bb\u30c3\u30c8\u3092\u4f5c\u308a\u3001\u6b63\u7b54\u3001\u6839\u62e0\u3001\u62d2\u5426\u3001\u5fdc\u7b54\u6642\u9593\u3092\u5206\u3051\u3066\u63a1\u70b9\u3057\u307e\u3059\u3002<br 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