{"id":2115,"date":"2025-05-01T13:09:59","date_gmt":"2025-05-01T04:09:59","guid":{"rendered":"https:\/\/edge-work.com\/column\/?p=2115"},"modified":"2025-05-01T13:09:59","modified_gmt":"2025-05-01T04:09:59","slug":"rag%e3%81%ae%e9%96%8b%e7%99%ba%e3%82%92%e5%be%97%e6%84%8f%e3%81%a8%e3%81%99%e3%82%8b%e9%96%8b%e7%99%ba%e4%bc%81%e6%a5%ad%e5%8e%b3%e9%81%b810%e7%a4%be%ef%bc%81%e5%b0%8e%e5%85%a5%e3%81%ae%e3%83%a1","status":"publish","type":"post","link":"https:\/\/edge-work.com\/column\/2115\/","title":{"rendered":"RAG\u306e\u958b\u767a\u3092\u5f97\u610f\u3068\u3059\u308b\u958b\u767a\u4f01\u696d\u53b3\u907810\u793e\uff01\u5c0e\u5165\u306e\u30e1\u30ea\u30c3\u30c8\u3084\u6ce8\u610f\u70b9\u3082\u89e3\u8aac"},"content":{"rendered":"<p>RAG\uff08Retrieval-Augmented Generation\uff09\u306f\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306b\u4f01\u696d\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u3092\u9023\u643a\u3055\u305b\u3001\u9ad8\u7cbe\u5ea6\u306a\u56de\u7b54\u3092\u5b9f\u73fe\u3059\u308b\u6280\u8853\u3067\u3059\u3002<br \/>\u4eca\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u696d\u52d9\u6539\u9769\u3084\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22\u306e\u52b9\u7387\u5316\u3092\u56f3\u308b\u4f01\u696d\u304b\u3089\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u6982\u8981\u3084\u5c0e\u5165\u30e1\u30ea\u30c3\u30c8\u3001\u6ce8\u610f\u70b9\u3092\u89e3\u8aac\u3057\u305f\u3046\u3048\u3067\u3001RAG\u306e\u958b\u767a\u5b9f\u7e3e\u3092\u6301\u3064\u4fe1\u983c\u3067\u304d\u308b\u4f01\u696d10\u793e\u3092\u53b3\u9078\u3057\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<br \/>\u81ea\u793e\u306eAI\u6d3b\u7528\u3092\u6b21\u306e\u30b9\u30c6\u30fc\u30b8\u306b\u9032\u3081\u305f\u3044\u65b9\u306b\u5fc5\u898b\u306e\u5185\u5bb9\u3067\u3059\u3002<\/p><h2>RAG\u3068\u306f<\/h2><img decoding=\"async\" src=\"http:\/\/edge-work.com\/column\/wp-content\/uploads\/2025\/04\/shutterstock_2582009511-scaled.jpg\" alt=\"RAG\u3068\u306f\" \/><p>RAG\uff08Retrieval-Augmented Generation\uff09\u3068\u306f\u3001LLM\u304c\u751f\u6210\u3059\u308b\u56de\u7b54\u306e\u4fe1\u983c\u6027\u3068\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u3066\u60c5\u5831\u3092\u691c\u7d22\u30fb\u53c2\u7167\u3057\u306a\u304c\u3089\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<br \/>ChatGPT\u306a\u3069\u306e\u751f\u6210AI\u3068\u7570\u306a\u308a\u3001RAG\u306f\u4e8b\u5b9f\u30d9\u30fc\u30b9\u3067\u306e\u51fa\u529b\u304c\u53ef\u80fd\u3067\u3042\u308a\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3084\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3068\u306e\u9023\u643a\u306b\u3082\u6700\u9069\u3067\u3059\u3002<br \/>\u8fd1\u5e74\u3067\u306f\u3001\u793e\u5185FAQ\u3001\u30de\u30cb\u30e5\u30a2\u30eb\u691c\u7d22\u3001\u6cd5\u52d9\u6587\u66f8\u5bfe\u5fdc\u306a\u3069\u3078\u306e\u5c0e\u5165\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p><h2>RAG\u3092\u5c0e\u5165\u3059\u308b\u30e1\u30ea\u30c3\u30c8<\/h2><img decoding=\"async\" src=\"http:\/\/edge-work.com\/column\/wp-content\/uploads\/2025\/04\/shutterstock_2212656045-scaled.jpg\" alt=\"RAG\u3092\u5c0e\u5165\u3059\u308b\u30e1\u30ea\u30c3\u30c8\" \/><p>RAG\u3092\u5c0e\u5165\u3059\u308b\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u4f01\u696d\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3066\u6b63\u78ba\u6027\u306e\u9ad8\u3044\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u70b9\u306b\u3042\u308a\u307e\u3059\u3002<br \/>\u3053\u308c\u306b\u3088\u308a\u3001\u4e00\u822c\u7684\u306aLLM\u3067\u306f\u96e3\u3057\u3044\u300c\u793e\u5185\u9650\u5b9a\u306e\u60c5\u5831\u3078\u306e\u5bfe\u5fdc\u300d\u3084\u300c\u66f4\u65b0\u60c5\u5831\u3092\u53cd\u6620\u3057\u305f\u56de\u7b54\u300d\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\u307e\u305f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22\u3084\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u306e\u53c2\u7167\u306a\u3069\u3001\u65e5\u3005\u306e\u696d\u52d9\u52b9\u7387\u5316\u306b\u3082\u5927\u304d\u304f\u8ca2\u732e\u3002\u4eba\u624b\u306b\u3088\u308b\u5bfe\u5fdc\u3092\u524a\u6e1b\u3057\u306a\u304c\u3089\u3001\u9ad8\u7cbe\u5ea6\u306a\u30b5\u30dd\u30fc\u30c8\u4f53\u5236\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p><h2>RAG\u5c0e\u5165\u306b\u304a\u3051\u308b\u6ce8\u610f\u70b9<\/h2><img decoding=\"async\" src=\"http:\/\/edge-work.com\/column\/wp-content\/uploads\/2025\/04\/shutterstock_2350193819-scaled.jpg\" alt=\"RAG\u5c0e\u5165\u306b\u304a\u3051\u308b\u6ce8\u610f\u70b9\" \/><p>RAG\u3092\u5c0e\u5165\u3059\u308b\u969b\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u6ce8\u610f\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u3001\u793e\u5185\u30c7\u30fc\u30bf\u306e\u6574\u5099\u304c\u4e0d\u5341\u5206\u3060\u3068\u3001\u691c\u7d22\u7cbe\u5ea6\u3084\u56de\u7b54\u306e\u6b63\u78ba\u6027\u306b\u60aa\u5f71\u97ff\u3092\u53ca\u307c\u3059\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\u307e\u305f\u3001LLM\u3068\u306e\u63a5\u7d9a\u3084API\u9023\u643a\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u524d\u51e6\u7406\u3068\u3044\u3063\u305f\u9ad8\u5ea6\u306a\u6280\u8853\u8981\u7d20\u304c\u6c42\u3081\u3089\u308c\u308b\u305f\u3081\u3001\u81ea\u793e\u5185\u3067\u306e\u5bfe\u5fdc\u304c\u96e3\u3057\u3044\u5834\u5408\u306f\u3001RAG\u958b\u767a\u306b\u7279\u5316\u3057\u305f\u4f01\u696d\u3078\u306e\u5916\u6ce8\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u3002<br \/>\u3055\u3089\u306b\u3001\u60c5\u5831\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30a2\u30af\u30bb\u30b9\u6a29\u7ba1\u7406\u3082\u614e\u91cd\u306a\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p><h2>LAG\u306e\u958b\u767a\u3092\u5f97\u610f\u3068\u3059\u308b\u958b\u767a\u4f1a\u793e\u53b3\u907810\u793e<\/h2><img decoding=\"async\" src=\"http:\/\/edge-work.com\/column\/wp-content\/uploads\/2025\/04\/shutterstock_2570699911.jpg\" alt=\"LAG\u306e\u958b\u767a\u3092\u5f97\u610f\u3068\u3059\u308b\u958b\u767a\u4f1a\u793e\u53b3\u907810\u793e\" \/><p>RAG\u306e\u5c0e\u5165\u30fb\u958b\u767a\u306b\u306f\u3001\u751f\u6210AI\u3084LLM\u3001\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3001\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u306a\u3069\u3001\u8907\u6570\u306e\u6280\u8853\u9818\u57df\u3092\u9ad8\u3044\u6c34\u6e96\u3067\u6271\u3048\u308b\u958b\u767a\u529b\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<br \/>\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u958b\u767a\u306b\u5f37\u307f\u3092\u6301\u3061\u3001\u5b9f\u7e3e\u3084\u6280\u8853\u529b\u306b\u5b9a\u8a55\u306e\u3042\u308b\u958b\u767a\u4f1a\u793e10\u793e\u3092\u53b3\u9078\u3002\u305d\u308c\u305e\u308c\u306e\u4f01\u696d\u306e\u7279\u5fb4\u3084\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u3001\u5c0e\u5165\u4e8b\u4f8b\u306a\u3069\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<br \/>RAG\u306e\u5916\u6ce8\u5148\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u4f01\u696d\u62c5\u5f53\u8005\u306e\u65b9\u306b\u3068\u3063\u3066\u3001\u6709\u529b\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u9078\u5b9a\u306e\u53c2\u8003\u306b\u306a\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3067\u3059\u3002<\/p><h3>\u682a\u5f0f\u4f1a\u793eXAI<\/h3><img decoding=\"async\" src=\"http:\/\/edge-work.com\/column\/wp-content\/uploads\/2025\/04\/250430_01_xai.png\" alt=\"\u682a\u5f0f\u4f1a\u793eXAI\" \/><p>\u5f15\u7528\uff1a<a class=\"external-Link\" href=\"https:\/\/xai.co.jp\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u682a\u5f0f\u4f1a\u793eXAI<\/a><\/p><p>\u682a\u5f0f\u4f1a\u793eXAI\u306f\u3001AI\u30fbLLM\u6280\u8853\u3092\u6d3b\u7528\u3057\u305fRAG\u958b\u767a\u3092\u5c02\u9580\u3068\u3059\u308b\u4f01\u696d\u3067\u3001\u696d\u7a2e\u696d\u614b\u306b\u5fdc\u3058\u305f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u306e\u9ad8\u3044AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\u540c\u793e\u306e\u5f37\u307f\u306f\u3001\u4f01\u696d\u5185\u306b\u84c4\u7a4d\u3055\u308c\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084FAQ\u3001\u793e\u5185\u30b7\u30b9\u30c6\u30e0\u306e\u30c7\u30fc\u30bf\u3068\u9023\u643a\u3057\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044\u691c\u7d22\u578bAI\u3092\u69cb\u7bc9\u3067\u304d\u308b\u70b9\u306b\u3042\u308a\u307e\u3059\u3002<br \/>\u3053\u308c\u306b\u3088\u308a\u3001\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3084\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u306e\u6d3b\u7528\u304c\u683c\u6bb5\u306b\u5411\u4e0a\u3057\u3001\u696d\u52d9\u52b9\u7387\u306e\u6539\u5584\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<br \/>\u3055\u3089\u306b\u3001XAI\u306f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u306e\u9ad8\u3044\u4f01\u696d\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u306a\u8a2d\u8a08\u30fb\u904b\u7528\u4f53\u5236\u3092\u69cb\u7bc9\u3057\u3066\u304a\u308a\u3001\u60c5\u5831\u6f0f\u3048\u3044\u30ea\u30b9\u30af\u306e\u4f4e\u6e1b\u306b\u3082\u5bc4\u4e0e\u3002\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u3084\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3082\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u305f\u3081\u3001\u5b98\u516c\u5e81\u3084\u91d1\u878d\u6a5f\u95a2\u306a\u3069\u3067\u3082\u5c0e\u5165\u5b9f\u7e3e\u3092\u91cd\u306d\u3066\u3044\u307e\u3059\u3002<br \/>RAG\u306e\u5c0e\u5165\u3092\u901a\u3058\u3066\u300c\u4eba\u3068AI\u306e\u5171\u5275\u300d\u3092\u5b9f\u73fe\u3057\u305f\u3044\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u6709\u529b\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u3067\u3059\u3002<\/p><table class=\"w100p\"><thead><tr style=\"height: 23px;\"><th style=\"text-align: left; width: 99.4291%; height: 23px;\" colspan=\"2\"><span style=\"font-weight: 400;\">\u30fb\u4f1a\u793e\u6982\u8981<\/span><\/th><\/tr><\/thead><tbody><tr style=\"height: 23px;\"><td class=\"w30p\" style=\"width: 11.3225%; height: 23px;\">\u4f1a\u793e\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u682a\u5f0f\u4f1a\u793eXAI<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u672c\u793e\u6240\u5728\u5730<\/td><td style=\"width: 88.1066%; height: 23px;\">\u6771\u4eac\u90fd\u6e2f\u533a\u5357\u9752\u5c711-15-9 \u7b2c45\u8208\u548c\u30d3\u30eb<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u4ee3\u8868\u8005\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u5cf6\u7530 \u76f4\u6a39<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u5f93\u696d\u54e1\u6570<\/td><td style=\"width: 88.1066%; height: 23px;\">\u7d0460\u540d\uff082024\u5e744\u6708\u73fe\u5728\uff09<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8a2d\u7acb\u5e74\u6708\u65e5<\/td><td style=\"width: 88.1066%; height: 23px;\">2018\u5e742\u6708<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8cc7\u672c\u91d1<\/td><td style=\"width: 88.1066%; height: 23px;\">1\u51042,000\u4e07\u5186<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u30b5\u30fc\u30d3\u30b9\u5185\u5bb9<\/td><td style=\"width: 88.1066%; height: 23px;\">RAG\u958b\u767a\u3001AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3001LLM\u9023\u643a\u3001\u696d\u52d9\u81ea\u52d5\u5316\u652f\u63f4<\/td><\/tr><tr style=\"height: 71px;\"><td style=\"width: 11.3225%; height: 71px;\">\u5b9f\u7e3e\u30fb\u5c0e\u5165\u4f01\u696d\u6570<\/td><td style=\"width: 88.1066%; height: 71px;\">\u5b98\u516c\u5e81\u3001\u91d1\u878d\u3001\u88fd\u9020\u696d\u306a\u306920\u793e\u4ee5\u4e0a<\/td><\/tr><\/tbody><\/table><h3>\u682a\u5f0f\u4f1a\u793e\u30aa\u30eb\u30c4<\/h3><img decoding=\"async\" src=\"http:\/\/edge-work.com\/column\/wp-content\/uploads\/2025\/04\/250430_02_alt.png\" alt=\"\u682a\u5f0f\u4f1a\u793e\u30aa\u30eb\u30c4\" \/><p>\u5f15\u7528\uff1a<a class=\"external-Link\" href=\"https:\/\/alt.ai\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u682a\u5f0f\u4f1a\u793e\u30aa\u30eb\u30c4<\/a><\/p><p>\u682a\u5f0f\u4f1a\u793e\u30aa\u30eb\u30c4\u306f\u3001\u30d1\u30fc\u30bd\u30ca\u30ebAI\u3084LLM\u9818\u57df\u3067\u5148\u9032\u7684\u306a\u958b\u767a\u3092\u884c\u3046AI\u4f01\u696d\u3067\u3042\u308a\u3001RAG\u306e\u9ad8\u5ea6\u306a\u958b\u767a\u652f\u63f4\u3082\u884c\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\u7279\u306b\u3001\u540c\u793e\u304c\u958b\u767a\u3057\u305f\u65e5\u672c\u8a9e\u7279\u5316\u578b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u300cLHTM-2\u300d\u306f\u3001\u4f01\u696d\u5185\u30c7\u30fc\u30bf\u3068\u306e\u9023\u643a\u306b\u304a\u3044\u3066\u9ad8\u3044\u7cbe\u5ea6\u3092\u8a87\u308a\u3001RAG\u306e\u691c\u7d22\u7cbe\u5ea6\u3068\u56de\u7b54\u54c1\u8cea\u3092\u5927\u304d\u304f\u5411\u4e0a\u3055\u305b\u3066\u3044\u307e\u3059\u3002<br \/>\u30aa\u30eb\u30c4\u306eRAG\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u793e\u5185\u30b7\u30b9\u30c6\u30e0\u3084\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u7ba1\u7406\u57fa\u76e4\u3068\u67d4\u8edf\u306b\u9023\u643a\u53ef\u80fd\u3067\u3001\u3042\u3089\u3086\u308b\u696d\u52d9\u74b0\u5883\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u306e\u304c\u7279\u9577\u3067\u3059\u3002\u307e\u305f\u3001\u91d1\u878d\u30fb\u533b\u7642\u30fb\u88fd\u9020\u306a\u3069\u591a\u69d8\u306a\u696d\u7a2e\u306b\u5411\u3051\u305f\u5b9f\u7e3e\u3092\u6301\u3061\u3001\u7279\u306b\u7cbe\u5ea6\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u4e21\u7acb\u3092\u91cd\u8996\u3057\u305f\u8a2d\u8a08\u304c\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u751f\u6210AI\u306e\u5c0e\u5165\u3092\u691c\u8a0e\u3059\u308b\u4f01\u696d\u306b\u5bfe\u3057\u3001RAG\u3092\u8ef8\u3068\u3057\u305f\u696d\u52d9\u5909\u9769\u306e\u5b9f\u73fe\u3092\u652f\u63f4\u3057\u3066\u3044\u307e\u3059\u3002<\/p><table class=\"w100p\"><thead><tr style=\"height: 23px;\"><th style=\"text-align: left; width: 99.4291%; height: 23px;\" colspan=\"2\"><span style=\"font-weight: 400;\">\u30fb\u4f1a\u793e\u6982\u8981<\/span><\/th><\/tr><\/thead><tbody><tr style=\"height: 23px;\"><td class=\"w30p\" style=\"width: 11.3225%; height: 23px;\">\u4f1a\u793e\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u682a\u5f0f\u4f1a\u793e\u30aa\u30eb\u30c4<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u672c\u793e\u6240\u5728\u5730<\/td><td style=\"width: 88.1066%; height: 23px;\">\u6771\u4eac\u90fd\u6e2f\u533a\u8d64\u57421-12-32 \u30a2\u30fc\u30af\u68ee\u30d3\u30eb<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u4ee3\u8868\u8005\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u677e\u7530 \u7dcf\u4e00<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u5f93\u696d\u54e1\u6570<\/td><td style=\"width: 88.1066%; height: 23px;\">\u7d04100\u540d\uff082024\u5e744\u6708\u73fe\u5728\uff09<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8a2d\u7acb\u5e74\u6708\u65e5<\/td><td style=\"width: 88.1066%; height: 23px;\">2014\u5e7411\u6708<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8cc7\u672c\u91d1<\/td><td style=\"width: 88.1066%; height: 23px;\">34\u51045,820\u4e07\u5186\uff08\u8cc7\u672c\u6e96\u5099\u91d1\u542b\u3080\uff09<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u30b5\u30fc\u30d3\u30b9\u5185\u5bb9<\/td><td style=\"width: 88.1066%; height: 23px;\">\u30d1\u30fc\u30bd\u30ca\u30ebAI\u3001LLM\u958b\u767a\u3001RAG\u69cb\u7bc9\u652f\u63f4\u3001AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u63d0\u4f9b<\/td><\/tr><tr style=\"height: 71px;\"><td style=\"width: 11.3225%; height: 71px;\">\u5b9f\u7e3e\u30fb\u5c0e\u5165\u4f01\u696d\u6570<\/td><td style=\"width: 88.1066%; height: 71px;\">\u91d1\u878d\u3001\u81ea\u6cbb\u4f53\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u696d\u754c\u306a\u3069\u591a\u6570\u5c0e\u5165<\/td><\/tr><\/tbody><\/table><h3>\u30ca\u30a4\u30eb\u682a\u5f0f\u4f1a\u793e<\/h3><img decoding=\"async\" src=\"http:\/\/edge-work.com\/column\/wp-content\/uploads\/2025\/04\/250430_03_nyle.png\" alt=\"\u30ca\u30a4\u30eb\u682a\u5f0f\u4f1a\u793e\" \/><p>\u5f15\u7528\uff1a<a class=\"external-Link\" href=\"https:\/\/nyle.co.jp\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30ca\u30a4\u30eb\u682a\u5f0f\u4f1a\u793e<\/a><\/p><p>\u30ca\u30a4\u30eb\u682a\u5f0f\u4f1a\u793e\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3092\u4e3b\u8ef8\u3068\u3057\u306a\u304c\u3089\u3082\u3001\u8fd1\u5e74\u3067\u306f\u751f\u6210AI\u3084LLM\u6d3b\u7528\u3092\u6d3b\u304b\u3057\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u306b\u6ce8\u529b\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\u7279\u306b\u3001RAG\u3092\u6d3b\u7528\u3057\u305f\u30ca\u30ec\u30c3\u30b8\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u306b\u5b9f\u7e3e\u304c\u3042\u308a\u3001\u4f01\u696d\u5185\u306e\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u3084FAQ\u3001\u8b70\u4e8b\u9332\u306a\u3069\u306e\u975e\u69cb\u9020\u30c7\u30fc\u30bf\u3092\u6574\u5099\u30fb\u9023\u643a\u3059\u308b\u3053\u3068\u3067\u3001\u793e\u5185\u554f\u5408\u305b\u306e\u5bfe\u5fdc\u52b9\u7387\u3092\u5927\u5e45\u306b\u6539\u5584\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3092\u5c55\u958b\u3002\u696d\u52d9\u30d2\u30a2\u30ea\u30f3\u30b0\u304b\u3089\u8981\u4ef6\u5b9a\u7fa9\u3001RAG\u306eAPI\u8a2d\u8a08\u3001PoC\u304b\u3089\u672c\u756a\u5c0e\u5165\u307e\u3067\u4e00\u6c17\u901a\u8cab\u3067\u5bfe\u5fdc\u3067\u304d\u308b\u70b9\u304c\u5f37\u307f\u3067\u3059\u3002<br \/>LLM\u306e\u7cbe\u5ea6\u3084\u51fa\u529b\u54c1\u8cea\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u3001RAG\u3068\u306e\u9023\u643a\u69cb\u6210\u306e\u6700\u9069\u5316\u3082\u652f\u63f4\u3057\u3066\u304a\u308a\u3001\u5185\u88fd\u5316\u652f\u63f4\u3084\u4f34\u8d70\u652f\u63f4\u306b\u3082\u5b9a\u8a55\u304c\u3042\u308a\u307e\u3059\u3002\u81ea\u793e\u3067\u306eRAG\u5c0e\u5165\u3092\u672c\u683c\u5316\u3055\u305b\u305f\u3044\u4f01\u696d\u306b\u304a\u3059\u3059\u3081\u306e\u30d1\u30fc\u30c8\u30ca\u30fc\u3067\u3059\u3002<\/p><table class=\"w100p\"><thead><tr style=\"height: 23px;\"><th style=\"text-align: left; width: 99.4291%; height: 23px;\" colspan=\"2\"><span style=\"font-weight: 400;\">\u30fb\u4f1a\u793e\u6982\u8981<\/span><\/th><\/tr><\/thead><tbody><tr style=\"height: 23px;\"><td class=\"w30p\" style=\"width: 11.3225%; height: 23px;\">\u4f1a\u793e\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u30ca\u30a4\u30eb\u682a\u5f0f\u4f1a\u793e<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u672c\u793e\u6240\u5728\u5730<\/td><td style=\"width: 88.1066%; height: 23px;\">\u6771\u4eac\u90fd\u54c1\u5ddd\u533a\u6771\u4e94\u53cd\u75301-24-2 \u6771\u4e94\u53cd\u75301\u4e01\u76ee\u30d3\u30eb<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u4ee3\u8868\u8005\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u9ad8\u6a4b \u98db\u7fd4<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u5f93\u696d\u54e1\u6570<\/td><td style=\"width: 88.1066%; height: 23px;\">\u7d04250\u540d\uff082024\u5e744\u6708\u73fe\u5728\uff09<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8a2d\u7acb\u5e74\u6708\u65e5<\/td><td style=\"width: 88.1066%; height: 23px;\">2007\u5e741\u670815\u65e5<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8cc7\u672c\u91d1<\/td><td style=\"width: 88.1066%; height: 23px;\">4\u51049,730\u4e07\u5186<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u30b5\u30fc\u30d3\u30b9\u5185\u5bb9<\/td><td style=\"width: 88.1066%; height: 23px;\">\u30c7\u30b8\u30bf\u30eb\u6226\u7565\u3001\u751f\u6210AI\u30fbRAG\u5c0e\u5165\u652f\u63f4\u3001\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3001DX\u652f\u63f4<\/td><\/tr><tr style=\"height: 71px;\"><td style=\"width: 11.3225%; height: 71px;\">\u5b9f\u7e3e\u30fb\u5c0e\u5165\u4f01\u696d\u6570<\/td><td style=\"width: 88.1066%; height: 71px;\">IT\u3001\u4e0d\u52d5\u7523\u3001\u5c0f\u58f2\u306a\u3069\u5e45\u5e83\u3044\u696d\u7a2e\u306b\u5c0e\u5165\u5b9f\u7e3e\u3042\u308a<\/td><\/tr><\/tbody><\/table><h3>FutureRays\u682a\u5f0f\u4f1a\u793e<\/h3><p>\u5f15\u7528\uff1a<a class=\"external-Link\" href=\"https:\/\/www.futurerays.biz\/\" target=\"_blank\" rel=\"noopener noreferrer\">FutureRays\u682a\u5f0f\u4f1a\u793e<\/a><\/p><p>FutureRays\u682a\u5f0f\u4f1a\u793e\u306f\u3001IT\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u3068SI\u958b\u767a\u3092\u4e21\u7acb\u3059\u308b\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u578b\u4f01\u696d\u3067\u3001\u8fd1\u5e74\u306f\u751f\u6210AI\u30fbRAG\u3092\u6d3b\u7528\u3057\u305f\u696d\u52d9\u652f\u63f4\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u6ce8\u529b\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\u7279\u306b\u3001\u793e\u5185\u306e\u696d\u52d9\u8981\u4ef6\u30d2\u30a2\u30ea\u30f3\u30b0\u304b\u3089\u30c7\u30fc\u30bf\u69cb\u9020\u8a2d\u8a08\u3001RAG\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u6700\u9069\u5316\u3001LLM\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u307e\u3067\u30ef\u30f3\u30b9\u30c8\u30c3\u30d7\u3067\u63d0\u4f9b\u3067\u304d\u308b\u4f53\u5236\u3092\u69cb\u7bc9\u3057\u3066\u304a\u308a\u3001\u6280\u8853\u3068\u696d\u52d9\u306e\u6a4b\u6e21\u3057\u304c\u5f97\u610f\u3067\u3059\u3002<br \/>\u9867\u5ba2\u3054\u3068\u306e\u696d\u52d9\u8ab2\u984c\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3057\u3001\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u9069\u5207\u306b\u6574\u7406\u30fb\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u73fe\u5834\u30ec\u30d9\u30eb\u3067\u5f79\u7acb\u3064\u56de\u7b54\u7cbe\u5ea6\u306e\u9ad8\u3044RAG\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\u5927\u624b\u88fd\u9020\u696d\u3084\u30a4\u30f3\u30d5\u30e9\u696d\u754c\u3068\u306e\u53d6\u5f15\u5b9f\u7e3e\u3082\u8c4a\u5bcc\u3067\u3001\u5805\u5b9f\u304b\u3064\u5b9f\u7528\u7684\u306aRAG\u5c0e\u5165\u3092\u6c42\u3081\u308b\u4f01\u696d\u306b\u9069\u3057\u305f\u30d1\u30fc\u30c8\u30ca\u30fc\u3067\u3059\u3002<\/p><table class=\"w100p\" style=\"width: 100%; height: 255px;\"><thead><tr style=\"height: 23px;\"><th style=\"text-align: left; width: 99.4291%; height: 23px;\" colspan=\"2\"><span style=\"font-weight: 400;\">\u30fb\u4f1a\u793e\u6982\u8981<\/span><\/th><\/tr><\/thead><tbody><tr style=\"height: 23px;\"><td class=\"w30p\" style=\"width: 11.3225%; height: 23px;\">\u4f1a\u793e\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">FutureRays\u682a\u5f0f\u4f1a\u793e<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u672c\u793e\u6240\u5728\u5730<\/td><td style=\"width: 88.1066%; height: 23px;\">\u5927\u962a\u5e9c\u5927\u962a\u5e02\u5317\u533a\u5802\u5cf62-2-2 \u8fd1\u9244\u5802\u5cf6\u30d3\u30eb<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u4ee3\u8868\u8005\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u5ca9\u6c38 \u8aa0<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u5f93\u696d\u54e1\u6570<\/td><td style=\"width: 88.1066%; height: 23px;\">\u7d04400\u540d\uff082024\u5e744\u6708\u73fe\u5728\uff09<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8a2d\u7acb\u5e74\u6708\u65e5<\/td><td style=\"width: 88.1066%; height: 23px;\">2006\u5e7410\u6708<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8cc7\u672c\u91d1<\/td><td style=\"width: 88.1066%; height: 23px;\">9,500\u4e07\u5186<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u30b5\u30fc\u30d3\u30b9\u5185\u5bb9<\/td><td style=\"width: 88.1066%; height: 23px;\">RAG\u958b\u767a\u3001\u696d\u52d9\u30b3\u30f3\u30b5\u30eb\u3001\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3001AI\u5c0e\u5165\u652f\u63f4<\/td><\/tr><tr style=\"height: 71px;\"><td style=\"width: 11.3225%; height: 71px;\">\u5b9f\u7e3e\u30fb\u5c0e\u5165\u4f01\u696d\u6570<\/td><td style=\"width: 88.1066%; height: 71px;\">\u88fd\u9020\u30fb\u30a8\u30cd\u30eb\u30ae\u30fc\u30fb\u81ea\u6cbb\u4f53\u306a\u3069\u591a\u6570\u5c0e\u5165\u5b9f\u7e3e\u3042\u308a<\/td><\/tr><\/tbody><\/table><h3>\u30b8\u30f3\u30d9\u30a4\u682a\u5f0f\u4f1a\u793e<\/h3><p>\u5f15\u7528\uff1a<a class=\"external-Link\" href=\"https:\/\/jinbei.ai\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30b8\u30f3\u30d9\u30a4\u682a\u5f0f\u4f1a\u793e<\/a><\/p><p>\u30b8\u30f3\u30d9\u30a4\u682a\u5f0f\u4f1a\u793e\u306f\u3001ChatGPT\u3084RAG\u3092\u6d3b\u7528\u3057\u305f\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306b\u5f37\u307f\u3092\u6301\u3064\u4f01\u696d\u3067\u3059\u3002<br \/>\u7279\u306b\u3001\u72ec\u81ea\u306b\u958b\u767a\u3057\u305f\u300c\u30b8\u30f3\u30d9\u30a4\u30c1\u30e3\u30c3\u30c8\u300d\u306f\u3001\u793e\u5185\u898f\u7a0b\u30fb\u696d\u52d9\u30d5\u30ed\u30fc\u30fb\u4eba\u4e8b\u5236\u5ea6\u306a\u3069\u3001\u3042\u3089\u3086\u308b\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u57fa\u3065\u3044\u305f\u5373\u6642\u56de\u7b54\u3092\u5b9f\u73fe\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\u9ad8\u7cbe\u5ea6\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22\u3068RAG\u306e\u81ea\u7136\u306a\u8a00\u8a9e\u751f\u6210\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u307e\u308b\u3067\u4eba\u4e8b\u3084\u60c5\u30b7\u30b9\u306b\u8cea\u554f\u3059\u308b\u304b\u306e\u3088\u3046\u306a\u81ea\u7136\u306a\u5bfe\u8a71\u304c\u53ef\u80fd\u306b\u3067\u3059\u3002<br \/>\u5f93\u696d\u54e1\u304b\u3089\u306e\u554f\u5408\u305b\u4ef6\u6570\u306e\u5927\u5e45\u524a\u6e1b\u3084\u5bfe\u5fdc\u6642\u9593\u306e\u77ed\u7e2e\u306a\u3069\u3001\u5b9f\u7528\u6027\u306b\u512a\u308c\u305f\u6210\u679c\u304c\u6570\u591a\u304f\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4e2d\u5c0f\u4f01\u696d\u304b\u3089\u5927\u4f01\u696d\u307e\u3067\u3001\u793e\u5185\u696d\u52d9\u306e\u81ea\u52d5\u5316\u30fb\u52b9\u7387\u5316\u3092\u63a8\u9032\u3059\u308b\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u3057\u3066\u4fe1\u983c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p><table class=\"w100p\"><thead><tr style=\"height: 23px;\"><th style=\"text-align: left; width: 99.4291%; height: 23px;\" colspan=\"2\"><span style=\"font-weight: 400;\">\u30fb\u4f1a\u793e\u6982\u8981<\/span><\/th><\/tr><\/thead><tbody><tr style=\"height: 23px;\"><td class=\"w30p\" style=\"width: 11.3225%; height: 23px;\">\u4f1a\u793e\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u30b8\u30f3\u30d9\u30a4\u682a\u5f0f\u4f1a\u793e<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u672c\u793e\u6240\u5728\u5730<\/td><td style=\"width: 88.1066%; height: 23px;\">\u6771\u4eac\u90fd\u6e0b\u8c37\u533a\u6e0b\u8c373-6-2 \u30a8\u30af\u30e9\u30fc\u30c8\u6e0b\u8c37\u30d3\u30eb<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u4ee3\u8868\u8005\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u6e05\u6c34 \u7fd4\u592a<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u5f93\u696d\u54e1\u6570<\/td><td style=\"width: 88.1066%; height: 23px;\">&#8211;<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8a2d\u7acb\u5e74\u6708\u65e5<\/td><td style=\"width: 88.1066%; height: 23px;\">2022\u5e743\u6708<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8cc7\u672c\u91d1<\/td><td style=\"width: 88.1066%; height: 23px;\">&#8211;<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u30b5\u30fc\u30d3\u30b9\u5185\u5bb9<\/td><td style=\"width: 88.1066%; height: 23px;\">RAG\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u3001\u793e\u5185AI\u5c0e\u5165\u3001\u696d\u52d9\u81ea\u52d5\u5316\u652f\u63f4<\/td><\/tr><tr style=\"height: 71px;\"><td style=\"width: 11.3225%; height: 71px;\">\u5b9f\u7e3e\u30fb\u5c0e\u5165\u4f01\u696d\u6570<\/td><td style=\"width: 88.1066%; height: 71px;\">IT\u30fb\u5c0f\u58f2\u30fb\u7269\u6d41\u696d\u754c\u306a\u3069\u3067\u5c0e\u5165\u5b9f\u7e3e\u591a\u6570<\/td><\/tr><\/tbody><\/table><h3>\u30b5\u30a4\u30aa\u30b9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u682a\u5f0f\u4f1a\u793e<\/h3><img decoding=\"async\" src=\"http:\/\/edge-work.com\/column\/wp-content\/uploads\/2025\/04\/250430_06_sios.png\" alt=\"\u30b5\u30a4\u30aa\u30b9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u682a\u5f0f\u4f1a\u793e\" \/><p>\u5f15\u7528\uff1a<a class=\"external-Link\" href=\"https:\/\/sios.jp\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30b5\u30a4\u30aa\u30b9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u682a\u5f0f\u4f1a\u793e<\/a><\/p><p>\u30b5\u30a4\u30aa\u30b9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u682a\u5f0f\u4f1a\u793e\u306f\u3001Linux\u3084OSS\u6d3b\u7528\u306b\u5b9a\u8a55\u306e\u3042\u308bIT\u4f01\u696d\u3067\u3001\u751f\u6210AI\u30fbRAG\u95a2\u9023\u306e\u5c0e\u5165\u652f\u63f4\u30b5\u30fc\u30d3\u30b9\u3082\u5c55\u958b\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\u540c\u793e\u306eRAG\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u9867\u5ba2\u306e\u30b7\u30b9\u30c6\u30e0\u74b0\u5883\u306b\u5fdc\u3058\u305f\u67d4\u8edf\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u304c\u53ef\u80fd\u3067\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3084\u30af\u30e9\u30a6\u30c9\u3001\u30bb\u30ad\u30e5\u30a2\u306a\u9589\u57df\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u74b0\u5883\u306a\u3069\u591a\u69d8\u306a\u8981\u4ef6\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\u7279\u306b\u3001\u6280\u8853\u8005\u76ee\u7dda\u3067\u306e\u9ad8\u5ea6\u306a\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u30fb\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u51e6\u7406\u306b\u5f37\u307f\u3092\u6301\u3061\u3001LLM\u306b\u3088\u308b\u56de\u7b54\u7cbe\u5ea6\u306e\u5411\u4e0a\u306b\u5411\u3051\u305fRAG\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3084\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u306a\u3069\u3082\u652f\u63f4\u3002\u81ea\u793e\u3067\u306e\u691c\u8a3c\u30fb\u904b\u7528\u306b\u529b\u3092\u5165\u308c\u305f\u3044\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u4fe1\u983c\u3067\u304d\u308b\u6280\u8853\u652f\u63f4\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u306a\u308a\u307e\u3059\u3002<\/p><table class=\"w100p\"><thead><tr style=\"height: 23px;\"><th style=\"text-align: left; width: 99.4291%; height: 23px;\" colspan=\"2\"><span style=\"font-weight: 400;\">\u30fb\u4f1a\u793e\u6982\u8981<\/span><\/th><\/tr><\/thead><tbody><tr style=\"height: 23px;\"><td class=\"w30p\" style=\"width: 11.3225%; height: 23px;\">\u4f1a\u793e\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u30b5\u30a4\u30aa\u30b9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u682a\u5f0f\u4f1a\u793e<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u672c\u793e\u6240\u5728\u5730<\/td><td style=\"width: 88.1066%; height: 23px;\">\u6771\u4eac\u90fd\u6e2f\u533a\u5357\u9ebb\u5e032-12-3 \u30b5\u30a4\u30aa\u30b9\u30d3\u30eb<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u4ee3\u8868\u8005\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u559c\u591a \u4f38\u4e00<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u5f93\u696d\u54e1\u6570<\/td><td style=\"width: 88.1066%; height: 23px;\">\u7d04160\u540d\uff082024\u5e744\u6708\u73fe\u5728\uff09<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8a2d\u7acb\u5e74\u6708\u65e5<\/td><td style=\"width: 88.1066%; height: 23px;\">1997\u5e745\u67081\u65e5<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8cc7\u672c\u91d1<\/td><td style=\"width: 88.1066%; height: 23px;\">1\u5104\u5186<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u30b5\u30fc\u30d3\u30b9\u5185\u5bb9<\/td><td style=\"width: 88.1066%; height: 23px;\">RAG\/LLM\u5c0e\u5165\u652f\u63f4\u3001OSS\u30b3\u30f3\u30b5\u30eb\u3001\u30a4\u30f3\u30d5\u30e9\u69cb\u7bc9\u3001AI\u9023\u643a\u958b\u767a<\/td><\/tr><tr style=\"height: 71px;\"><td style=\"width: 11.3225%; height: 71px;\">\u5b9f\u7e3e\u30fb\u5c0e\u5165\u4f01\u696d\u6570<\/td><td style=\"width: 88.1066%; height: 71px;\">\u901a\u4fe1\u3001\u516c\u5171\u3001\u88fd\u9020\u306a\u3069\u591a\u6570<\/td><\/tr><\/tbody><\/table><h3>\u682a\u5f0f\u4f1a\u793eAutomagica<\/h3><p>\u5f15\u7528\uff1a<a class=\"external-Link\" href=\"https:\/\/automagica.ai\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u682a\u5f0f\u4f1a\u793eAutomagica<\/a><\/p><p>\u682a\u5f0f\u4f1a\u793eAutomagica\u306f\u3001\u4e2d\u5c0f\u4f01\u696d\u5411\u3051\u306b\u7279\u5316\u3057\u305fAI\u30fb\u81ea\u52d5\u5316\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u4f01\u696d\u3067\u3001RAG\u5c0e\u5165\u306e\u30cf\u30fc\u30c9\u30eb\u3092\u4e0b\u3052\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u5c55\u958b\u306b\u6ce8\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u6280\u8853\u7684\u306a\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u5c0e\u5165\u3057\u3084\u3059\u3044RAG\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u793e\u5185\u306e\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u898f\u5b9a\u6587\u66f8\u3001\u9867\u5ba2\u5bfe\u5fdc\u5c65\u6b74\u306a\u3069\u3092\u81ea\u52d5\u7684\u306b\u5b66\u7fd2\u3057\u3001\u8cea\u554f\u306b\u5fdc\u3058\u3066\u9ad8\u7cbe\u5ea6\u306a\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<br \/>\u307e\u305f\u3001\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u30e2\u30c7\u30eb\u3084\u3001\u8fc5\u901f\u306aPoC\u5bfe\u5fdc\u3001\u5185\u88fd\u5316\u652f\u63f4\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001AI\u6d3b\u7528\u3092\u624b\u8efd\u306b\u59cb\u3081\u305f\u3044\u4e2d\u5c0f\u4f01\u696d\u306b\u3068\u3063\u3066\u7406\u60f3\u7684\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u3067\u3059\u3002\u7279\u306b\u30b5\u30dd\u30fc\u30c8\u4f53\u5236\u306e\u624b\u539a\u3055\u304c\u8a55\u4fa1\u3055\u308c\u3066\u304a\u308a\u3001\u5c0e\u5165\u5f8c\u306e\u5b9a\u7740\u7387\u3082\u9ad8\u3044\u70b9\u304c\u7279\u9577\u3067\u3059\u3002<\/p><table class=\"w100p\"><thead><tr style=\"height: 23px;\"><th style=\"text-align: left; width: 99.4291%; height: 23px;\" colspan=\"2\"><span style=\"font-weight: 400;\">\u30fb\u4f1a\u793e\u6982\u8981<\/span><\/th><\/tr><\/thead><tbody><tr style=\"height: 23px;\"><td class=\"w30p\" style=\"width: 11.3225%; height: 23px;\">\u4f1a\u793e\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u682a\u5f0f\u4f1a\u793eAutomagica<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u672c\u793e\u6240\u5728\u5730<\/td><td style=\"width: 88.1066%; height: 23px;\">\u6771\u4eac\u90fd\u4e2d\u592e\u533a\u65e5\u672c\u6a4b\u86ce\u6bbb\u753a1-35-1 \u65e5\u672c\u6a4b\u4eba\u5f62\u753a\u30d3\u30eb<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u4ee3\u8868\u8005\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u9234\u6728 \u525b\u53f2<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u5f93\u696d\u54e1\u6570<\/td><td style=\"width: 88.1066%; height: 23px;\">\u7d0430\u540d\uff082024\u5e744\u6708\u73fe\u5728\uff09<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8a2d\u7acb\u5e74\u6708\u65e5<\/td><td style=\"width: 88.1066%; height: 23px;\">2021\u5e746\u6708<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8cc7\u672c\u91d1<\/td><td style=\"width: 88.1066%; height: 23px;\">3,000\u4e07\u5186<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u30b5\u30fc\u30d3\u30b9\u5185\u5bb9<\/td><td style=\"width: 88.1066%; height: 23px;\">\u4e2d\u5c0f\u4f01\u696d\u5411\u3051RAG\u958b\u767a\u3001AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001\u696d\u52d9\u81ea\u52d5\u5316\u652f\u63f4<\/td><\/tr><tr style=\"height: 71px;\"><td style=\"width: 11.3225%; height: 71px;\">\u5b9f\u7e3e\u30fb\u5c0e\u5165\u4f01\u696d\u6570<\/td><td style=\"width: 88.1066%; height: 71px;\">\u5c0f\u58f2\u3001\u533b\u7642\u3001\u6559\u80b2\u5206\u91ce\u306a\u3069\u5e45\u5e83\u304f\u5bfe\u5fdc<\/td><\/tr><\/tbody><\/table><h3>SELF \uff08\u30bb\u30eb\u30d5\uff09\u682a\u5f0f\u4f1a\u793e<\/h3><img decoding=\"async\" src=\"http:\/\/edge-work.com\/column\/wp-content\/uploads\/2025\/04\/250430_08_self.png\" alt=\"SELF \uff08\u30bb\u30eb\u30d5\uff09\u682a\u5f0f\u4f1a\u793e\" \/><p>\u5f15\u7528\uff1a<a class=\"external-Link\" href=\"https:\/\/self.systems\/\" target=\"_blank\" rel=\"noopener noreferrer\">SELF \uff08\u30bb\u30eb\u30d5\uff09\u682a\u5f0f\u4f1a\u793e<\/a><\/p><p>SELF\u682a\u5f0f\u4f1a\u793e\u306f\u3001\u5bfe\u8a71\u578bAI\u306e\u5206\u91ce\u3067\u72ec\u81ea\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u958b\u767a\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u611f\u60c5\u3084\u76ee\u7684\u306b\u5fdc\u3058\u305f\u6700\u9069\u306a\u5bfe\u8a71\u3092\u5b9f\u73fe\u3059\u308b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u5f37\u307f\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<br \/>RAG\u3068\u7d44\u307f\u5408\u308f\u305b\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u5bfe\u8a71\u5c65\u6b74\u3084\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u3092\u3082\u3068\u306b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u306e\u304c\u7279\u9577\u3067\u3059\u3002\u4f01\u696d\u306eWeb\u30b5\u30a4\u30c8\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3001EC\u30b5\u30a4\u30c8\u5185\u691c\u7d22\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u306b\u5bfe\u5fdc\u3002\u7279\u306b\u3001\u4f1a\u8a71\u306e\u81ea\u7136\u3055\u3068\u6587\u8108\u7406\u89e3\u306b\u512a\u308c\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a\u3084\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u306b\u3082\u5bc4\u4e0e\u3057\u3066\u3044\u307e\u3059\u3002<br \/>RAG\u306e\u5c0e\u5165\u3092\u901a\u3058\u3066\u3001\u9867\u5ba2\u63a5\u70b9\u306e\u8cea\u3092\u5411\u4e0a\u3055\u305b\u305f\u3044\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u6700\u9069\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3067\u3059\u3002<\/p><table class=\"w100p\"><thead><tr style=\"height: 23px;\"><th style=\"text-align: left; width: 99.4291%; height: 23px;\" colspan=\"2\"><span style=\"font-weight: 400;\">\u30fb\u4f1a\u793e\u6982\u8981<\/span><\/th><\/tr><\/thead><tbody><tr style=\"height: 23px;\"><td class=\"w30p\" style=\"width: 11.3225%; height: 23px;\">\u4f1a\u793e\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">SELF\u682a\u5f0f\u4f1a\u793e<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u672c\u793e\u6240\u5728\u5730<\/td><td style=\"width: 88.1066%; height: 23px;\">\u6771\u4eac\u90fd\u65b0\u5bbf\u533a\u65b0\u5bbf5-15-14 INBOUND LEAGUE 502\u53f7\u5ba4<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u4ee3\u8868\u8005\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u68ee\u7530 \u96c4\u4e00\u90ce<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u5f93\u696d\u54e1\u6570<\/td><td style=\"width: 88.1066%; height: 23px;\">\u7d0450\u540d\uff082024\u5e744\u6708\u73fe\u5728\uff09<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8a2d\u7acb\u5e74\u6708\u65e5<\/td><td style=\"width: 88.1066%; height: 23px;\">2014\u5e7410\u6708<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8cc7\u672c\u91d1<\/td><td style=\"width: 88.1066%; height: 23px;\">1\u51042,000\u4e07\u5186<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u30b5\u30fc\u30d3\u30b9\u5185\u5bb9<\/td><td style=\"width: 88.1066%; height: 23px;\">\u5bfe\u8a71\u578bAI\u3001RAG\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001\u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u89e3\u6790\u3001AI\u63a5\u5ba2\u30a8\u30f3\u30b8\u30f3<\/td><\/tr><tr style=\"height: 71px;\"><td style=\"width: 11.3225%; height: 71px;\">\u5b9f\u7e3e\u30fb\u5c0e\u5165\u4f01\u696d\u6570<\/td><td style=\"width: 88.1066%; height: 71px;\">\u901a\u4fe1\u3001\u89b3\u5149\u3001\u5c0f\u58f2\u696d\u754c\u306a\u3069\u306b\u591a\u6570\u5c0e\u5165<\/td><\/tr><\/tbody><\/table><h3>\u682a\u5f0f\u4f1a\u793e\u30b9\u30cb\u30d5\u30a2\u30a6\u30c8<\/h3><p>\u5f15\u7528\uff1a<a class=\"external-Link\" href=\"https:\/\/sniffout.jp\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u682a\u5f0f\u4f1a\u793e\u30b9\u30cb\u30d5\u30a2\u30a6\u30c8<\/a><\/p><p>\u682a\u5f0f\u4f1a\u793e\u30b9\u30cb\u30d5\u30a2\u30a6\u30c8\u306f\u3001AI\u691c\u7d22\u6280\u8853\u306b\u7279\u5316\u3057\u305f\u4f01\u696d\u3067\u3001RAG\u3068\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u9ad8\u7cbe\u5ea6\u306a\u30ca\u30ec\u30c3\u30b8\u691c\u7d22\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\u4f01\u696d\u304c\u4fdd\u6709\u3059\u308b\u6587\u66f8\u3084FAQ\u3001\u696d\u52d9\u8cc7\u6599\u306a\u3069\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3001\u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u66d6\u6627\u306a\u691c\u7d22\u306b\u3082\u5bfe\u5fdc\u3067\u3059\u3002<br \/>\u691c\u7d22\u7d50\u679c\u3092\u6839\u62e0\u3068\u3057\u3066\u5f15\u7528\u3057\u305fLLM\u306e\u56de\u7b54\u751f\u6210\u3092\u901a\u3058\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u7d0d\u5f97\u611f\u306e\u3042\u308b\u60c5\u5831\u63d0\u4f9b\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<br \/>\u5b98\u516c\u5e81\u30fb\u6559\u80b2\u6a5f\u95a2\u30fb\u88fd\u9020\u696d\u306a\u3069\u306b\u5411\u3051\u305f\u5c0e\u5165\u4e8b\u4f8b\u3082\u591a\u304f\u3001\u60c5\u5831\u69cb\u9020\u306e\u6574\u7406\u3084\u696d\u52d9\u6a19\u6e96\u5316\u3068\u3044\u3063\u305f\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u306b\u3082\u5bfe\u5fdc\u3002\u60c5\u5831\u3092\u300c\u63a2\u3059\u300d\u304b\u3089\u300c\u898b\u3048\u308b\u5316\u3059\u308b\u300d\u307e\u3067\u3092\u4e00\u8cab\u3057\u3066\u652f\u63f4\u3059\u308b\u4f01\u696d\u3067\u3059\u3002\u3000<\/p><table class=\"w100p\"><thead><tr style=\"height: 23px;\"><th style=\"text-align: left; width: 99.4291%; height: 23px;\" colspan=\"2\"><span style=\"font-weight: 400;\">\u30fb\u4f1a\u793e\u6982\u8981<\/span><\/th><\/tr><\/thead><tbody><tr style=\"height: 23px;\"><td class=\"w30p\" style=\"width: 11.3225%; height: 23px;\">\u4f1a\u793e\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u682a\u5f0f\u4f1a\u793e\u30b9\u30cb\u30d5\u30a2\u30a6\u30c8<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u672c\u793e\u6240\u5728\u5730<\/td><td style=\"width: 88.1066%; height: 23px;\">\u6771\u4eac\u90fd\u6587\u4eac\u533a\u672c\u90f73-40-10 \u4e09\u7fd4\u30d3\u30eb\u672c\u90f73F<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u4ee3\u8868\u8005\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u5317\u5cf6 \u60a0\u592a<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u5f93\u696d\u54e1\u6570<\/td><td style=\"width: 88.1066%; height: 23px;\">\u7d0420\u540d\uff082024\u5e744\u6708\u73fe\u5728\uff09<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8a2d\u7acb\u5e74\u6708\u65e5<\/td><td style=\"width: 88.1066%; height: 23px;\">2017\u5e744\u6708<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8cc7\u672c\u91d1<\/td><td style=\"width: 88.1066%; height: 23px;\">3,000\u4e07\u5186<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u30b5\u30fc\u30d3\u30b9\u5185\u5bb9<\/td><td style=\"width: 88.1066%; height: 23px;\">AI\u691c\u7d22\u3001RAG\u958b\u767a\u3001\u60c5\u5831\u6574\u5099\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u8a2d\u8a08<\/td><\/tr><tr style=\"height: 71px;\"><td style=\"width: 11.3225%; height: 71px;\">\u5b9f\u7e3e\u30fb\u5c0e\u5165\u4f01\u696d\u6570<\/td><td style=\"width: 88.1066%; height: 71px;\">\u5b98\u516c\u5e81\u3001\u5927\u5b66\u3001\u88fd\u9020\u696d\u306a\u306910\u793e\u4ee5\u4e0a<\/td><\/tr><\/tbody><\/table><h3>\u682a\u5f0f\u4f1a\u793e\u30b7\u30ca\u30e2\u30f3<\/h3><img decoding=\"async\" src=\"http:\/\/edge-work.com\/column\/wp-content\/uploads\/2025\/04\/250430_10_cinnamon.png\" alt=\"\u682a\u5f0f\u4f1a\u793e\u30b7\u30ca\u30e2\u30f3\" \/><p>\u5f15\u7528\uff1a<a class=\"external-Link\" href=\"https:\/\/cinnamon.ai\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u682a\u5f0f\u4f1a\u793e\u30b7\u30ca\u30e2\u30f3<\/a><\/p><p>\u682a\u5f0f\u4f1a\u793e\u30b7\u30ca\u30e2\u30f3\u306f\u3001\u5927\u624b\u4f01\u696d\u3092\u4e2d\u5fc3\u3068\u3057\u305fAI\u5c0e\u5165\u652f\u63f4\u3092\u5f97\u610f\u3068\u3057\u3001\u7279\u306b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u51e6\u7406\u81ea\u52d5\u5316\u3068RAG\u6280\u8853\u3092\u878d\u5408\u3057\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u529b\u3092\u5165\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\u5927\u91cf\u306e\u696d\u52d9\u6587\u66f8\u3084\u5951\u7d04\u66f8\u306a\u3069\u3092OCR\u30fb\u69cb\u9020\u5316\u3057\u3001RAG\u57fa\u76e4\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u793e\u5185\u5916\u306e\u554f\u5408\u305b\u5bfe\u5fdc\u3001\u691c\u7d22\u696d\u52d9\u306e\u8fc5\u901f\u5316\u3001\u30ca\u30ec\u30c3\u30b8\u7d99\u627f\u306a\u3069\u591a\u65b9\u9762\u306b\u308f\u305f\u308b\u696d\u52d9\u6539\u5584\u3092\u5b9f\u73fe\u3002\u7279\u306b\u91d1\u878d\u3001\u88fd\u9020\u3001\u5546\u793e\u3068\u3044\u3063\u305f\u696d\u754c\u3067\u306e\u5c0e\u5165\u5b9f\u7e3e\u304c\u8c4a\u5bcc\u3067\u3001\u9ad8\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304b\u3064\u5927\u898f\u6a21\u5bfe\u5fdc\u53ef\u80fd\u306a\u958b\u767a\u4f53\u5236\u3082\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\u307e\u305f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u63a8\u9032\u306b\u304a\u3051\u308b\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u3001PoC\u652f\u63f4\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u904b\u7528\u30e2\u30c7\u30eb\u3082\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001RAG\u3092\u8ef8\u306b\u3057\u305fDX\u5316\u306e\u5b9f\u73fe\u3092\u5f37\u529b\u306b\u652f\u63f4\u3057\u3066\u3044\u307e\u3059\u3002<\/p><table class=\"w100p\"><thead><tr style=\"height: 23px;\"><th style=\"text-align: left; width: 99.4291%; height: 23px;\" colspan=\"2\"><span style=\"font-weight: 400;\">\u30fb\u4f1a\u793e\u6982\u8981<\/span><\/th><\/tr><\/thead><tbody><tr style=\"height: 23px;\"><td class=\"w30p\" style=\"width: 11.3225%; height: 23px;\">\u4f1a\u793e\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u682a\u5f0f\u4f1a\u793e\u30b7\u30ca\u30e2\u30f3<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u672c\u793e\u6240\u5728\u5730<\/td><td style=\"width: 88.1066%; height: 23px;\">\u6771\u4eac\u90fd\u6e2f\u533a\u864e\u30ce\u95804-1-1 \u795e\u8c37\u753a\u30c8\u30e9\u30b9\u30c8\u30bf\u30ef\u30fc23\u968e<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u4ee3\u8868\u8005\u540d<\/td><td style=\"width: 88.1066%; height: 23px;\">\u5e73\u91ce \u672a\u6765<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u5f93\u696d\u54e1\u6570<\/td><td style=\"width: 88.1066%; height: 23px;\">\u7d04180\u540d\uff082024\u5e744\u6708\u73fe\u5728\uff09<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8a2d\u7acb\u5e74\u6708\u65e5<\/td><td style=\"width: 88.1066%; height: 23px;\">2016\u5e7410\u6708<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u8cc7\u672c\u91d1<\/td><td style=\"width: 88.1066%; height: 23px;\">1\u5104\u5186<\/td><\/tr><tr style=\"height: 23px;\"><td style=\"width: 11.3225%; height: 23px;\">\u30b5\u30fc\u30d3\u30b9\u5185\u5bb9<\/td><td style=\"width: 88.1066%; height: 23px;\">RAG\u5c0e\u5165\u652f\u63f4\u3001AI-OCR\u3001\u30ca\u30ec\u30c3\u30b8\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3001\u696d\u52d9\u81ea\u52d5\u5316\u652f\u63f4<\/td><\/tr><tr style=\"height: 71px;\"><td style=\"width: 11.3225%; height: 71px;\">\u5b9f\u7e3e\u30fb\u5c0e\u5165\u4f01\u696d\u6570<\/td><td style=\"width: 88.1066%; height: 71px;\">\u91d1\u878d\u3001\u88fd\u9020\u3001\u5546\u793e\u3001\u81ea\u6cbb\u4f53\u306a\u3069\u7d0440\u793e<\/td><\/tr><\/tbody><\/table><h2>\u307e\u3068\u3081<\/h2><p>RAG\uff08Retrieval-Augmented Generation\uff09\u306f\u3001\u4f01\u696d\u306e\u4e2d\u306b\u84c4\u7a4d\u3055\u308c\u305f\u81a8\u5927\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u30ca\u30ec\u30c3\u30b8\u3092\u6709\u52b9\u6d3b\u7528\u3057\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u5148\u9032\u7684\u306a\u6280\u8853\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u3068\u306f\u4f55\u304b\u3001\u305d\u306e\u30e1\u30ea\u30c3\u30c8\u3084\u5c0e\u5165\u6642\u306e\u6ce8\u610f\u70b9\u3092\u89e3\u8aac\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u5b9f\u969b\u306bRAG\u958b\u767a\u3092\u624b\u304c\u3051\u308b\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u4f01\u696d10\u793e\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3067\u3059\u3002<br \/>\u306a\u304a\u3001RAG\u306e\u958b\u767a\u3092\u5916\u90e8\u306b\u59d4\u8a17\u3059\u308b\u3053\u3068\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u4f01\u696d\u306b\u306f\u3001\u30d7\u30ed\u4eba\u6750\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u300c\u30a8\u30c3\u30b8\u30ef\u30fc\u30af\u300d\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002\u30a8\u30c3\u30b8\u30ef\u30fc\u30af\u306b\u306f\u3001\u751f\u6210AI\u3001LLM\u3001RAG\u306b\u7cbe\u901a\u3057\u305f\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u304c\u591a\u6570\u5728\u7c4d\u3057\u3066\u304a\u308a\u3001\u81ea\u793e\u306b\u6700\u9069\u306a\u30b9\u30ad\u30eb\u3092\u6301\u3064\u4eba\u6750\u3092\u67d4\u8edf\u306b\u30a2\u30b5\u30a4\u30f3\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002PoC\u304b\u3089\u672c\u756a\u958b\u767a\u3001\u904b\u7528\u652f\u63f4\u307e\u3067\u5e45\u5e83\u304f\u5bfe\u5fdc\u3067\u304d\u308b\u305f\u3081\u3001\u4fe1\u983c\u3067\u304d\u308b\u696d\u52d9\u59d4\u8a17\u5148\u3068\u3057\u3066\u305c\u3072\u691c\u8a0e\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3067\u3059\u3002<\/p><p class=\"cv-Button\"><a href=\"https:\/\/edge-work.com\/\" target=\"_blank\" rel=\"noopener\">\u30a8\u30c3\u30b8\u30ef\u30fc\u30af\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u306f\u3053\u3061\u3089<\/a><\/p>","protected":false},"excerpt":{"rendered":"RAG\uff08Retrieval-Augmented Generation\uff09\u306f\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306b\u4f01\u696d\u72ec\u81ea [&hellip;]","protected":false},"author":3,"featured_media":2118,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/edge-work.com\/column\/wp-json\/wp\/v2\/posts\/2115"}],"collection":[{"href":"https:\/\/edge-work.com\/column\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/edge-work.com\/column\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/edge-work.com\/column\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/edge-work.com\/column\/wp-json\/wp\/v2\/comments?post=2115"}],"version-history":[{"count":6,"href":"https:\/\/edge-work.com\/column\/wp-json\/wp\/v2\/posts\/2115\/revisions"}],"predecessor-version":[{"id":2132,"href":"https:\/\/edge-work.com\/column\/wp-json\/wp\/v2\/posts\/2115\/revisions\/2132"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/edge-work.com\/column\/wp-json\/wp\/v2\/media\/2118"}],"wp:attachment":[{"href":"https:\/\/edge-work.com\/column\/wp-json\/wp\/v2\/media?parent=2115"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/edge-work.com\/column\/wp-json\/wp\/v2\/categories?post=2115"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}