{"id":920087,"date":"2026-07-29T22:58:46","date_gmt":"2026-07-29T22:58:46","guid":{"rendered":"https:\/\/megliofuturo.co.jp\/media\/?p=920087"},"modified":"2026-07-29T22:58:46","modified_gmt":"2026-07-29T22:58:46","slug":"agent-evaluation","status":"publish","type":"post","link":"https:\/\/megliofuturo.co.jp\/media\/agent-evaluation\/","title":{"rendered":"\u6210\u529f\u7387\u3068\u54c1\u8cea\u3001\u5b89\u5168\u6027\u3067\u6e2c\u308bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u8a55\u4fa1\u65b9\u6cd5"},"content":{"rendered":"<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u56de\u7b54\u306e\u8aad\u307f\u3084\u3059\u3055\u3060\u3051\u3067\u306a\u304f\u3001\u30bf\u30b9\u30af\u5b8c\u4e86\u3001\u6839\u62e0\u3001\u30c4\u30fc\u30eb\u9078\u629e\u3001\u5f15\u6570\u3001\u5b89\u5168\u6027\u3001\u8cbb\u7528\u3001\u6240\u8981\u6642\u9593\u3092\u5206\u3051\u3066\u8a55\u4fa1\u3057\u307e\u3059\u3002 \u6b63\u5e38\u4f8b\u3060\u3051\u3067\u306a\u304f\u3001\u66d6\u6627\u306a\u4f9d\u983c\u3001\u6839\u62e0\u306a\u3057\u3001\u6a29\u9650\u5916\u3001\u653b\u6483\u3001\u9023\u643a\u969c\u5bb3\u3092\u542b\u3080\u56fa\u5b9a\u30c7\u30fc\u30bf\u3067\u5909\u66f4\u524d\u5f8c\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002 \u5408\u683c\u5024\u3068\u91cd\u5927\u5931\u6557\u3092\u5148\u306b\u6c7a\u3081\u3001\u672c\u756a\u3067\u306f\u540c\u3058\u6307\u6a19\u3092\u7d99\u7d9a\u3057\u3066\u76e3\u8996\u3057\u307e\u3059\u3002<\/p>\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u3092\u4f53\u7cfb\u7684\u306b\u5b66\u3073\u305f\u3044\u65b9\u306f\u3001<a href=\"https:\/\/megliofuturo.co.jp\/media\/agent-school\/\">AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5b66\u3079\u308b\u304a\u3059\u3059\u3081\u30b9\u30af\u30fc\u30eb<\/a>\u3067\u3001AI\u6d3b\u7528\u3001Python\u5b9f\u88c5\u3001\u30de\u30f3\u30c4\u30fc\u30de\u30f3\u652f\u63f4\u306e\u9055\u3044\u3092\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-table\">\n<table>\n<thead>\n<tr>\n<th>\u8a55\u4fa1\u8ef8<\/th>\n<th>\u6307\u6a19\u306e\u4f8b<\/th>\n<th>\u91cd\u5927\u5931\u6557<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5b8c\u4e86<\/td>\n<td>\u30bf\u30b9\u30af\u6210\u529f\u7387<\/td>\n<td>\u672a\u5b8c\u4e86\u3092\u5b8c\u4e86\u3068\u5831\u544a<\/td>\n<\/tr>\n<tr>\n<td>\u54c1\u8cea<\/td>\n<td>\u6b63\u78ba\u6027\u3001\u6839\u62e0\u6027<\/td>\n<td>\u6839\u62e0\u306e\u306a\u3044\u65ad\u5b9a<\/td>\n<\/tr>\n<tr>\n<td>\u64cd\u4f5c<\/td>\n<td>\u30c4\u30fc\u30eb\u3068\u5f15\u6570\u306e\u4e00\u81f4<\/td>\n<td>\u8aa4\u9001\u4fe1\u3001\u8aa4\u66f4\u65b0<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u5168<\/td>\n<td>\u7981\u6b62\u64cd\u4f5c\u306e\u963b\u6b62\u7387<\/td>\n<td>\u6a29\u9650\u5916\u64cd\u4f5c<\/td>\n<\/tr>\n<tr>\n<td>\u904b\u7528<\/td>\n<td>\u6642\u9593\u3001\u8cbb\u7528\u3001\u30a8\u30e9\u30fc<\/td>\n<td>\u4e0a\u9650\u306a\u3057\u306e\u518d\u8a66\u884c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<h2>\u8a55\u4fa1\u5bfe\u8c61\u3092\u6700\u7d42\u56de\u7b54\u304b\u3089\u51e6\u7406\u5168\u4f53\u3078\u5e83\u3052\u308b<\/h2>\n<p>\u6700\u7d42\u56de\u7b54\u304c\u6b63\u3057\u304f\u3066\u3082\u3001\u4e0d\u8981\u306a\u60c5\u5831\u3078\u30a2\u30af\u30bb\u30b9\u3057\u305f\u308a\u3001\u5076\u7136\u6b63\u89e3\u3057\u305f\u308a\u3059\u308c\u3070\u5b89\u5168\u306a\u51e6\u7406\u3068\u306f\u3044\u3048\u307e\u305b\u3093\u3002 \u5165\u529b\u3001\u691c\u7d22\u3001\u8a08\u753b\u3001\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u3001\u627f\u8a8d\u3001\u6700\u7d42\u7d50\u679c\u3092\u4e00\u3064\u306e\u5b9f\u884c\u5358\u4f4d\u3068\u3057\u3066\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/evaluation.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Amazon Bedrock\u306e\u8a55\u4fa1\u6a5f\u80fd<\/a>\u306f\u3001\u30e2\u30c7\u30eb\u3001\u77e5\u8b58\u6e90\u3001RAG\u3092\u72ec\u81ea\u30c7\u30fc\u30bf\u3084\u4eba\u306e\u8a55\u4fa1\u3067\u6e2c\u308b\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002 <a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/ai-studio\/how-to\/evaluate-generative-ai-app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Microsoft Foundry\u306e\u8a55\u4fa1<\/a>\u3067\u306f\u3001\u30bf\u30b9\u30af\u5b8c\u4e86\u3001\u6839\u62e0\u6027\u3001\u5b8c\u5168\u6027\u3001\u95a2\u9023\u6027\u3001\u5b89\u5168\u6027\u306a\u3069\u3092\u9078\u3079\u307e\u3059\u3002<\/p>\n<h2>\u696d\u52d9\u306e\u6b63\u89e3\u3068\u5931\u6557\u3092\u8a55\u4fa1\u30c7\u30fc\u30bf\u306b\u3059\u308b<\/h2>\n<p>\u4e00\u822c\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3060\u3051\u3067\u306f\u3001\u81ea\u793e\u306e\u624b\u9806\u3001\u7565\u8a9e\u3001\u6a29\u9650\u3001\u4f8b\u5916\u3092\u78ba\u8a8d\u3067\u304d\u307e\u305b\u3093\u3002 \u73fe\u5834\u306e\u6b63\u89e3\u3092\u6c7a\u3081\u3089\u308c\u308b\u62c5\u5f53\u8005\u304c\u3001\u671f\u5f85\u3059\u308b\u56de\u7b54\u3001\u53c2\u7167\u8cc7\u6599\u3001\u30c4\u30fc\u30eb\u3001\u5f15\u6570\u3001\u505c\u6b62\u6761\u4ef6\u3092\u8a18\u9332\u3057\u307e\u3059\u3002<\/p>\n<p>\u8a55\u4fa1\u30c7\u30fc\u30bf\u306e\u69cb\u6210\u4f8b\u3002<\/p>\n<ul>\n<li>\u901a\u5e38\u3069\u304a\u308a\u5b8c\u4e86\u3059\u3079\u304d\u6b63\u5e38\u4f8b<\/li>\n<li>\u60c5\u5831\u4e0d\u8db3\u3067\u8cea\u554f\u3092\u8fd4\u3059\u5883\u754c\u4f8b<\/li>\n<li>\u6839\u62e0\u304c\u306a\u304f\u4fdd\u7559\u3059\u3079\u304d\u4f8b<\/li>\n<li>\u6a29\u9650\u5916\u3067\u62d2\u5426\u3059\u3079\u304d\u4f8b<\/li>\n<li>\u653b\u6483\u3092\u542b\u307f\u906e\u65ad\u3059\u3079\u304d\u4f8b<\/li>\n<li>API\u969c\u5bb3\u6642\u306b\u624b\u4f5c\u696d\u3078\u623b\u3059\u4f8b<\/li>\n<\/ul>\n<p><a href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/rft-evaluate-model.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AWS\u306e\u8a55\u4fa1\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/a>\u3082\u3001\u540c\u3058\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u57fa\u6e96\u3067\u6bd4\u8f03\u3057\u3001\u591a\u69d8\u306a\u4f8b\u3068\u5883\u754c\u4f8b\u3092\u542b\u3081\u308b\u3088\u3046\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>\u6307\u6a19\u3068\u91cd\u5927\u5931\u6557\u3092\u540c\u6642\u306b\u6c7a\u3081\u308b<\/h2>\n<p>\u6210\u529f\u7387\u304c\u9ad8\u304f\u3066\u3082\u3001\u4e00\u4ef6\u306e\u8aa4\u9001\u4fe1\u304c\u8a31\u5bb9\u3067\u304d\u306a\u3044\u696d\u52d9\u304c\u3042\u308a\u307e\u3059\u3002 \u5e73\u5747\u5024\u306e\u5408\u683c\u6761\u4ef6\u3068\u3001\u767a\u751f\u3057\u305f\u3089\u516c\u958b\u3057\u306a\u3044\u91cd\u5927\u5931\u6557\u3092\u5206\u3051\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-table\">\n<table>\n<thead>\n<tr>\n<th>\u9805\u76ee<\/th>\n<th>\u8a08\u7b97\u4f8b<\/th>\n<th>\u5408\u683c\u4f8b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u30bf\u30b9\u30af\u6210\u529f\u7387<\/td>\n<td>\u5b8c\u4e8680\u4ef6 \u00f7 100\u4ef6<\/td>\n<td>90%\u4ee5\u4e0a<\/td>\n<\/tr>\n<tr>\n<td>\u6839\u62e0\u78ba\u8a8d\u7387<\/td>\n<td>\u6839\u62e0\u3042\u308a76\u4ef6 \u00f7 \u56de\u7b5480\u4ef6<\/td>\n<td>95%\u4ee5\u4e0a<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u5168\u963b\u6b62\u7387<\/td>\n<td>\u963b\u6b6219\u4ef6 \u00f7 \u653b\u648320\u4ef6<\/td>\n<td>100%<\/td>\n<\/tr>\n<tr>\n<td>\u8aa4\u64cd\u4f5c\u7387<\/td>\n<td>\u8aa4\u64cd\u4f5c0\u4ef6 \u00f7 \u64cd\u4f5c60\u4ef6<\/td>\n<td>0%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p>\u6570\u5024\u306f\u4f8b\u3067\u3042\u308a\u3001\u696d\u52d9\u306e\u5f71\u97ff\u5ea6\u3068\u624b\u4f5c\u696d\u306e\u57fa\u6e96\u304b\u3089\u6c7a\u3081\u307e\u3059\u3002 <a href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/model-evaluation-metrics.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Amazon Bedrock\u306e\u8a55\u4fa1\u6307\u6a19<\/a>\u306f\u3001\u6b63\u78ba\u6027\u3001\u5b8c\u5168\u6027\u3001\u5fe0\u5b9f\u6027\u3001\u95a2\u9023\u6027\u306a\u3069\u306e\u5b9a\u7fa9\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>\u81ea\u52d5\u8a55\u4fa1\u3068\u4eba\u306e\u8a55\u4fa1\u3092\u4f7f\u3044\u5206\u3051\u308b<\/h2>\n<p>\u5f62\u5f0f\u3001\u7981\u6b62\u8a9e\u3001\u5f15\u6570\u3001\u53c2\u7167\u4e00\u81f4\u306f\u30b3\u30fc\u30c9\u3067\u7e70\u308a\u8fd4\u3057\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002 \u6587\u7ae0\u306e\u6709\u7528\u6027\u3001\u5224\u65ad\u306e\u59a5\u5f53\u6027\u3001\u4f8b\u5916\u5bfe\u5fdc\u306f\u696d\u52d9\u62c5\u5f53\u8005\u304c\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/architecture\/ai-ml\/guide\/rag\/rag-llm-evaluation-phase\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Microsoft\u306eRAG\u8a55\u4fa1\u30ac\u30a4\u30c9<\/a>\u306f\u3001\u975e\u6c7a\u5b9a\u7684\u306a\u51fa\u529b\u306b\u306f\u4e00\u70b9\u306e\u5024\u3067\u306f\u306a\u304f\u7bc4\u56f2\u3067\u898b\u308b\u8003\u3048\u65b9\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002 \u8a55\u4fa1\u306b\u5225\u306eAI\u3092\u4f7f\u3046\u5834\u5408\u3082\u3001\u305d\u306e\u8a55\u4fa1\u5668\u3092\u4eba\u306e\u5224\u5b9a\u4f8b\u3067\u691c\u8a3c\u3057\u307e\u3059\u3002<\/p>\n<h2>\u5909\u66f4\u524d\u5f8c\u3092\u540c\u6761\u4ef6\u3067\u6bd4\u8f03\u3057\u672c\u756a\u3078\u3064\u306a\u3050<\/h2>\n<p>\u30e2\u30c7\u30eb\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u691c\u7d22\u3001\u30c4\u30fc\u30eb\u3001\u6a29\u9650\u306e\u3069\u308c\u304b\u3092\u5909\u3048\u305f\u3089\u3001\u56fa\u5b9a\u30c7\u30fc\u30bf\u3067\u56de\u5e30\u8a66\u9a13\u3092\u884c\u3044\u307e\u3059\u3002 \u672c\u756a\u3067\u306f\u6210\u529f\u7387\u3001\u62d2\u5426\u7387\u3001\u627f\u8a8d\u5dee\u3057\u623b\u3057\u3001\u8cbb\u7528\u3001\u6642\u9593\u3001\u91cd\u5927\u5931\u6557\u3092\u540c\u3058\u5b9a\u7fa9\u3067\u8ffd\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/airc.nist.gov\/airmf-resources\/airmf\/5-sec-core\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">NIST AI RMF Core<\/a>\u306f\u3001AI\u30ea\u30b9\u30af\u7ba1\u7406\u3092\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3067\u7d99\u7d9a\u3059\u308b\u8003\u3048\u65b9\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002 <a href=\"https:\/\/megliofuturo.co.jp\/media\/agent-monitoring\/\">AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u76e3\u8996\u3068\u30ed\u30b0<\/a>\u3078\u8a55\u4fa1\u7d50\u679c\u3092\u63a5\u7d9a\u3057\u307e\u3059\u3002<\/p>\n<h2>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8a55\u4fa1\u3067\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n<h3>\u4f55\u4ef6\u306e\u8a55\u4fa1\u30c7\u30fc\u30bf\u304c\u3042\u308c\u3070\u5341\u5206\u3067\u3059\u304b\uff1f<\/h3>\n<p>\u4ef6\u6570\u3060\u3051\u3067\u306a\u304f\u3001\u4e3b\u8981\u696d\u52d9\u3001\u4f8b\u5916\u3001\u653b\u6483\u3001\u6a29\u9650\u5916\u3001\u969c\u5bb3\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3067\u5224\u65ad\u3057\u307e\u3059\u3002 \u6700\u521d\u306f\u5404\u7a2e\u985e\u3092\u5c11\u6570\u3067\u3082\u305d\u308d\u3048\u3001\u5b9f\u904b\u7528\u3067\u898b\u3064\u304b\u3063\u305f\u5931\u6557\u3092\u91cd\u8907\u6574\u7406\u3057\u3066\u8ffd\u52a0\u3057\u307e\u3059\u3002 \u91cd\u8981\u696d\u52d9\u304c\u5909\u308f\u3063\u305f\u3068\u304d\u306f\u4ef6\u6570\u3092\u5897\u3084\u3059\u524d\u306b\u5206\u985e\u3092\u898b\u76f4\u3057\u3001\u672a\u8a55\u4fa1\u306e\u7d4c\u8def\u304c\u306a\u3044\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<h3>AI\u306b\u3088\u308b\u81ea\u52d5\u8a55\u4fa1\u3060\u3051\u3067\u3088\u3044\u3067\u3059\u304b\uff1f<\/h3>\n<p>\u5927\u91cf\u6bd4\u8f03\u306b\u306f\u5f79\u7acb\u3061\u307e\u3059\u304c\u3001\u8a55\u4fa1\u30e2\u30c7\u30eb\u306b\u3082\u8aa4\u308a\u3068\u504f\u308a\u304c\u3042\u308a\u307e\u3059\u3002 \u91cd\u5927\u64cd\u4f5c\u3068\u696d\u52d9\u56fa\u6709\u306e\u59a5\u5f53\u6027\u306f\u4eba\u304c\u78ba\u8a8d\u3057\u3001\u81ea\u52d5\u8a55\u4fa1\u306e\u5224\u5b9a\u3092\u5b9a\u671f\u7684\u306b\u4eba\u306e\u7d50\u679c\u3068\u7167\u5408\u3057\u307e\u3059\u3002 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