{"id":13220,"date":"2024-12-02T09:49:01","date_gmt":"2024-12-02T00:49:01","guid":{"rendered":"https:\/\/monstar-lab.com\/dx\/?p=13220"},"modified":"2025-06-16T10:32:58","modified_gmt":"2025-06-16T01:32:58","slug":"genai-utilization-center_1","status":"publish","type":"post","link":"https:\/\/monstar-lab.com\/dx\/solutioncase\/genai-utilization-center_1\/","title":{"rendered":"\u751f\u6210AI\u3092\u3082\u3063\u3068\u304a\u624b\u8efd\u306b\uff01\uff01\uff5e\u751f\u6210AI\u6d3b\u7528\u30bb\u30f3\u30bf\u30fc\u306e\u53d6\u308a\u7d44\u307f\u3054\u7d39\u4ecb\uff5e"},"content":{"rendered":"\n<div id=\"toc_container\" class=\"no_bullets\"><p class=\"toc_title\">\u76ee\u6b21<\/p><ul class=\"toc_list\"><li><a href=\"#section\"><span class=\"toc_number toc_depth_1\">1<\/span> \u306f\u3058\u3081\u306b\u3000\u301c\u672c\u8a18\u4e8b\u306b\u3064\u3044\u3066\u301c<\/a><\/li><li><a href=\"#AI\"><span class=\"toc_number toc_depth_1\">2<\/span> \u8fd1\u5e74\u3001\u5927\u6ce8\u76ee\u306e\u751f\u6210AI\u3092\u7c21\u5358\u306b\u632f\u308a\u8fd4\u308a<\/a><ul><li><a href=\"#AI-2\"><span class=\"toc_number toc_depth_2\">2.1<\/span> \u751f\u6210AI\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f<\/a><\/li><li><a href=\"#AI-3\"><span class=\"toc_number toc_depth_2\">2.2<\/span> \u751f\u6210AI\u3092\u793e\u5185\u696d\u52d9\u3084\u81ea\u793e\u30b5\u30fc\u30d3\u30b9\u306b\u7d44\u307f\u8fbc\u3080\u30e1\u30ea\u30c3\u30c8<\/a><ul><li><a href=\"#AIBefore\"><span class=\"toc_number toc_depth_3\">2.2.1<\/span> \u751f\u6210AI\u5c0e\u5165\u524d\u306eBefore<\/a><\/li><li><a href=\"#AIAfter\"><span class=\"toc_number toc_depth_3\">2.2.2<\/span> \u751f\u6210AI\u5c0e\u5165\u524d\u306eAfter<\/a><\/li><\/ul><\/li><\/ul><\/li><li><a href=\"#AI-4\"><span class=\"toc_number toc_depth_1\">3<\/span> \u751f\u6210AI\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u306e\u96e3\u3057\u3055<\/a><ul><li><a href=\"#section-2\"><span class=\"toc_number toc_depth_2\">3.1<\/span> \u6280\u8853\u7684\u8ab2\u984c<\/a><\/li><li><a href=\"#section-3\"><span class=\"toc_number toc_depth_2\">3.2<\/span> \u502b\u7406\u7684\u8ab2\u984c<\/a><\/li><li><a href=\"#section-4\"><span class=\"toc_number toc_depth_2\">3.3<\/span> \u904b\u7528\u9762\u306e\u8ab2\u984c<\/a><\/li><\/ul><\/li><li><a href=\"#AILLMRAG\"><span class=\"toc_number toc_depth_1\">4<\/span> \u751f\u6210AI\u306e\u5c0e\u5165\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308bLLM\u30fbRAG\u3001\u958b\u767a\u652f\u63f4\u30c4\u30fc\u30eb\u306b\u3064\u3044\u3066\u77e5\u308d\u3046<\/a><\/li><li><a href=\"#LLMRAG\"><span class=\"toc_number toc_depth_1\">5<\/span> LLM(\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb)\u3068RAG\u3068\u306f\uff1f\u305d\u306e\u95a2\u4fc2\u6027\u306b\u3064\u3044\u3066<\/a><ul><li><a href=\"#LLM\"><span class=\"toc_number toc_depth_2\">5.1<\/span> LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3068\u306f<\/a><\/li><li><a href=\"#RAGRetrieval-Augmented_Generation\"><span class=\"toc_number toc_depth_2\">5.2<\/span> RAG\uff08Retrieval-Augmented Generation\uff09\u3068\u306f<\/a><\/li><\/ul><\/li><li><a href=\"#AIAI\"><span class=\"toc_number toc_depth_1\">6<\/span> AI\u3092\u3082\u3063\u3068\u8eab\u8fd1\u3067\u3001\u7c21\u5358\u306b\uff01\uff01\u300c\u751f\u6210AI\u6d3b\u7528\u30bb\u30f3\u30bf\u30fc\u300d\u3092\u793e\u5185\u3067\u904b\u55b6\u3057\u3066\u307f\u305f<\/a><\/li><li><a href=\"#section-5\"><span class=\"toc_number toc_depth_1\">7<\/span> \u751f\u6d3b\u30bb\u30f3\u30bf\u30fc\u3063\u3066\u3053\u3093\u306a\u3068\u3053\u308d\u3000\u301c\u3068\u306b\u304b\u304f\u697d\u3057\u304f\u3001\u89e6\u3063\u3066\u3001\u5275\u3063\u3066\u307f\u308b\u301c<\/a><ul><li><a href=\"#section-6\"><span class=\"toc_number toc_depth_2\">7.1<\/span> \u7814\u7a76\u958b\u767a\u304b\u3089\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u904b\u55b6\u307e\u3067\u5e45\u5e83\u3044\u6d3b\u52d5<\/a><\/li><\/ul><\/li><li><a href=\"#RAGLLM\"><span class=\"toc_number toc_depth_1\">8<\/span> RAG\u3084LLM\u3092\u7c21\u5358\u306b\u6d3b\u7528\u3067\u304d\u308b\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u7814\u7a76\u958b\u767a\u3082\u7a4d\u6975\u7684\u306b\u884c\u3063\u3066\u3044\u307e\u3059<\/a><ul><li><a href=\"#RAGLLM-2\"><span class=\"toc_number toc_depth_2\">8.1<\/span> RAG\u3068LLM\u306e\u5c0e\u5165\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u6d3b\u7528<\/a><\/li><li><a href=\"#RAGLLMDify\"><span class=\"toc_number toc_depth_2\">8.2<\/span> RAG\u3068LLM\u306b\u95a2\u3059\u308bDify\u306e\u5f79\u5272<\/a><\/li><\/ul><\/li><li><a href=\"#section-7\"><span class=\"toc_number toc_depth_1\">9<\/span> \u6b21\u56de\u304b\u3089\u751f\u6d3b\u30bb\u30f3\u30bf\u30fc\u306e\u5177\u4f53\u7684\u306a\u6d3b\u52d5\u3084\u5b9f\u7e3e\u3092\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\uff01\uff01<\/a><\/li><\/ul><\/div>\n<h2 class=\"wp-block-heading\"><span id=\"section\">\u306f\u3058\u3081\u306b\u3000\u301c\u672c\u8a18\u4e8b\u306b\u3064\u3044\u3066\u301c<\/span><\/h2>\n\n\n\n<p>\u751f\u6210AI\u306f\u3001\u8fd1\u5e74\u6025\u901f\u306b\u9032\u5316\u3092\u9042\u3052\u3001\u696d\u52d9\u306e\u52b9\u7387\u5316\u3084\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u306a\u767a\u60f3\u306e\u4fc3\u9032\u306b\u5f79\u7acb\u3064\u6280\u8853\u3068\u3057\u3066\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u305d\u306e\u4e00\u65b9\u3067<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u300c\u751f\u6210AI\u304b\u3089\u9069\u5207\u306a\u56de\u7b54\u3092\u5f97\u3089\u308c\u306a\u3044\u300d<\/mark>\u3068\u3044\u3063\u305f\u60a9\u307f\u3084\u4e0d\u6e80\u3082\u5897\u3048\u3066\u304a\u308a\u3001\u591a\u304f\u306e<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u4f01\u696d\u3084\u500b\u4eba\u306b\u3068\u3063\u3066\u306f\u751f\u6210AI\u3092\u5c0e\u5165\u3059\u308b\u96e3\u3057\u3055\u304c\u8ab2\u984c<\/mark>\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeV6OakkrZjRlGkCQcHbbojNzwQTtsWPVFRnt1UYuj3sugGkHSGaQtxDKOUsMFhFZGTPouEDwSRjR2doFU4FO_b_JeFUuusvKEUpnM-TzppuCjVVIXIOZ49EfyWHfoLXLAFCwLGnQ?key=HTQTk3vyixa9OauIuhEKsGzX\" alt=\"\" style=\"object-fit:cover;width:900px;height:300px\"\/><\/figure>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u3053\u306e<strong><mark style=\"background-color:#fcb900\" class=\"has-inline-color\">\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u8fd1\u5e74\u306e\u751f\u6210AI\u6d3b\u7528\u306b\u306f\u4e0d\u53ef\u6b20\u306a\u5b58\u5728\u3068\u306a\u308a\u3064\u3064\u3042\u308bRAG\u3084LLM\u306e\u5177\u4f53\u7684\u306a\u5f79\u5272\u3092\u7d39\u4ecb<\/mark><\/strong>\u3057\u3001\u3053\u308c\u3089\u3092\u4f7f\u3044\u3053\u306a\u3059\u305f\u3081\u306b\u793e\u5185\u3067\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u300c\u751f\u6210AI\u6d3b\u7528\u30bb\u30f3\u30bf\u30fc\uff08\u901a\u79f0\u3001\u751f\u6d3b\u30bb\u30f3\u30bf\u30fc\uff09\u300d\u306e\u7acb\u3061\u4e0a\u3052\u3084\u6d3b\u52d5\u306b\u3064\u3044\u3066\u9023\u8f09\u5f62\u5f0f\u3067\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u751f\u6210AI\u3092\u3082\u3063\u3068\u8eab\u8fd1\u306b\u3001\u305d\u3057\u3066\u5b9f\u52d9\u306b\u5f79\u7acb\u3064\u5f62\u3067\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u4e00\u7dd2\u306b\u5b66\u3093\u3067\u3044\u304d\u307e\u3057\u3087\u3046\uff01\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"AI\">\u8fd1\u5e74\u3001\u5927\u6ce8\u76ee\u306e\u751f\u6210AI\u3092\u7c21\u5358\u306b\u632f\u308a\u8fd4\u308a<\/span><\/h2>\n\n\n\n<p>\u672c\u7ae0\u3067\u306f\u3001\u751f\u6210AI\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u3092\u7c21\u6f54\u306b\u8aac\u660e\u3057\u3001\u305d\u306e\u6280\u8853\u304c\u3069\u306e\u3088\u3046\u306b\u9032\u5316\u3057\u3001\u306a\u305c\u4eca\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u306e\u304b\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001\u751f\u6210AI\u3092\u793e\u5185\u696d\u52d9\u3084\u81ea\u793e\u30b5\u30fc\u30d3\u30b9\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u5f97\u3089\u308c\u308b\u306e\u304b\u306b\u3064\u3044\u3066\u3082\u5177\u4f53\u7684\u306a\u4e8b\u4f8b\u3092\u4ea4\u3048\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"AI-2\"><strong>\u751f\u6210AI\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f<\/strong><\/span><\/h3>\n\n\n\n<p>\u751f\u6210AI\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u97f3\u58f0\u306a\u3069\u306e\u65b0\u3057\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u81ea\u52d5\u751f\u6210\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306a\u4f8b\u3068\u3057\u3066\u3001\u300c\u304a\u795d\u3044\u306e\u30b9\u30d4\u30fc\u30c1\u3092\u4f5c\u3063\u3066\u307b\u3057\u3044\u300d\u3068\u304a\u9858\u3044\u3059\u308b\u3068\u3001\u8a95\u751f\u65e5\u3084\u7d50\u5a5a\u5f0f\u306a\u3069\u306e\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u3001\u305d\u306e\u5834\u306b\u3075\u3055\u308f\u3057\u3044\u30b9\u30d4\u30fc\u30c1\u3092\u81ea\u52d5\u3067\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u2605\u751f\u6210AI\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u306f\u3053\u3061\u3089<\/strong><\/p>\n\n\n<div class=\"linkcard\"><div class=\"lkc-internal-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/monstar-lab.com\/dx\/technology\/about-generative-ai\/\" target=\"_blank\"><div class=\"lkc-card\"><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img decoding=\"async\" class=\"lkc-thumbnail-img\" src=\"\/\/monstar-lab.com\/dx\/wp-content\/uploads\/2023\/07\/Eye_catch113-1024x594.jpg\" alt=\"\" \/><\/figure><div class=\"lkc-title\"><div class=\"lkc-title-text\">\u751f\u6210AI\uff08\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6AI\uff09\u3068\u306f\uff1f\u7a2e\u985e\u3084\u30e1\u30ea\u30c3\u30c8\u3001\u6d3b\u7528\u4e8b\u4f8b\u3092\u89e3\u8aac<\/div><\/div><div class=\"lkc-url\">https:\/\/monstar-lab.com\/dx\/technology\/about-generative-ai\/<\/div><div class=\"lkc-excerpt\"><\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdn_DoelSEB_WvzoUaP_VDg8pWMozl17CXTd7vPzG9dmzK_LdWMbo_sP1Fchv3rKiWPzdGOY_rFwhHCLJ4vctLSo2wGsTcVU5G5qW-jaCXfxVyyBBuxvpsTMalP-qdPIN2synG2bA?key=HTQTk3vyixa9OauIuhEKsGzX\" alt=\"\" style=\"width:800px\"\/><\/figure>\n<\/div>\n\n\n<p>\u751f\u6210AI\u306f\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u8cea\u554f\u306b\u7b54\u3048\u305f\u308a\u6587\u7ae0\u3092\u751f\u6210\u3057\u305f\u308a\u3068\u67d4\u8edf\u306b\u5bfe\u5fdc\u3057\u3001\u4eba\u9593\u306b\u8fd1\u3044\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u53ef\u80fd\u3067\u3059\u3002\u307e\u305f\u3001\u751f\u6210AI\u306f\u5b66\u7fd2\u3092\u91cd\u306d\u308b\u3053\u3068\u3067\u8868\u73fe\u529b\u304c\u9032\u5316\u3057\u3001\u30b3\u30d4\u30fc\u30e9\u30a4\u30c6\u30a3\u30f3\u30b0\u3084\u30d6\u30ed\u30b0\u8a18\u4e8b\u306e\u4f5c\u6210\u306a\u3069\u3067\u3082\u6d3b\u8e8d\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"AI-3\"><strong>\u751f\u6210AI\u3092\u793e\u5185\u696d\u52d9\u3084\u81ea\u793e\u30b5\u30fc\u30d3\u30b9\u306b\u7d44\u307f\u8fbc\u3080\u30e1\u30ea\u30c3\u30c8<\/strong><\/span><\/h3>\n\n\n\n<p>\u751f\u6210AI\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u696d\u52d9\u306e\u52b9\u7387\u5316\u3084\u30b3\u30b9\u30c8\u524a\u6e1b\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u53c2\u8003\u4e8b\u4f8b\u3068\u3057\u3066\u3001\u5229\u7528\u8005\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5fdc\u7b54\u3059\u308b\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306b\u304a\u3051\u308b\u751f\u6210AI\u306e\u5c0e\u5165\u4e8b\u4f8b\u3092\u53c2\u8003\u306b\u3001\u305d\u306e\u30e1\u30ea\u30c3\u30c8\u306a\u3069\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span id=\"AIBefore\">\u751f\u6210AI\u5c0e\u5165\u524d\u306eBefore<\/span><\/h4>\n\n\n\n<p>\u9867\u5ba2\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3092\u5168\u3066\u62c5\u5f53\u8005\u304c\u884c\u3046\u5834\u5408\u3001\u5bfe\u5fdc\u304c\u9045\u308c\u305f\u308a\u3001\u5185\u5bb9\u306e\u91cd\u8907\u5bfe\u5fdc\u304c\u767a\u751f\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u7c21\u5358\u306a\u8cea\u554f\u306b\u3082\u591a\u304f\u306e\u554f\u3044\u5408\u308f\u305b\u304c\u96c6\u4e2d\u3059\u308b\u3068\u6642\u9593\u304c\u5272\u304b\u308c\u3001\u5bfe\u5fdc\u306b\u8ca0\u62c5\u304c\u304b\u304b\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfxeQfE_qecDtm9-Mr4WM8jW1hgyQnWN5lFEHvNPB6kbfGVz5emaQcrafjnOJwMQD_7M6yVK-HBGfCVuBnEkcKt0jvNnQHxoTQK1KIxVkB35SlXaozCD1I6suPOXmy7tetdQH-sUA?key=HTQTk3vyixa9OauIuhEKsGzX\" alt=\"\" style=\"width:800px\"\/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><span id=\"AIAfter\">\u751f\u6210AI\u5c0e\u5165\u524d\u306eAfter<\/span><\/h4>\n\n\n\n<p>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306b\u751f\u6210AI\u3092\u7528\u3044\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u7c21\u5358\u306a\u554f\u3044\u5408\u308f\u305b\u306b\u306fAI\u304c\u81ea\u52d5\u5fdc\u7b54\u3057\u3001\u8907\u96d1\u306a\u554f\u984c\u306e\u307f\u3092\u4eba\u9593\u306e\u62c5\u5f53\u8005\u304c\u5bfe\u5fdc\u3059\u308b\u5f62\u3092\u5c0e\u5165\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u9867\u5ba2\u5bfe\u5fdc\u304c24\u6642\u9593\u5bfe\u5fdc\u53ef\u80fd\u3068\u306a\u308a\u3001\u62c5\u5f53\u8005\u306e\u8ca0\u62c5\u304c\u8efd\u6e1b\u3055\u308c\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u3082\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"437\" src=\"https:\/\/monstar-lab.com\/dx\/wp-content\/uploads\/2024\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-12-02-21.54.04-1024x437.png\" alt=\"\" class=\"wp-image-13274\" style=\"width:800px\" srcset=\"https:\/\/monstar-lab.com\/dx\/wp-content\/uploads\/2024\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-12-02-21.54.04-1024x437.png 1024w, https:\/\/monstar-lab.com\/dx\/wp-content\/uploads\/2024\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-12-02-21.54.04-300x128.png 300w, https:\/\/monstar-lab.com\/dx\/wp-content\/uploads\/2024\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-12-02-21.54.04-768x328.png 768w, https:\/\/monstar-lab.com\/dx\/wp-content\/uploads\/2024\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-12-02-21.54.04-940x401.png 940w, https:\/\/monstar-lab.com\/dx\/wp-content\/uploads\/2024\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-12-02-21.54.04.png 1068w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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has-vivid-red-color\">\u751f\u6210AI\u304c\u5b66\u7fd2\u3059\u308b\u30c7\u30fc\u30bf\u306b\u504f\u308a\uff08\u30d0\u30a4\u30a2\u30b9\uff09\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3068\u3001AI\u306f\u504f\u3063\u305f\u7d50\u679c\u3092\u751f\u6210<\/mark>\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u4eba\u4e8b\u90e8\u9580\u3067AI\u3092\u4f7f\u3063\u3066\u5019\u88dc\u8005\u3092\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5834\u5408\u3001\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u306b\u6027\u5225\u3084\u4eba\u7a2e\u306b\u95a2\u3059\u308b\u504f\u898b\u304c\u3042\u308c\u3070\u3001AI\u3082\u305d\u306e\u504f\u898b\u3092\u518d\u73fe\u3057\u3066\u3057\u307e\u3044\u3001\u516c\u5e73\u3067\u306a\u3044\u5224\u65ad\u3092\u4e0b\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXe-xWvKk4UpZOp9PO1p53oxNhYFMQMF6jKfDR0bVKVwaTADlaDcRwh0YZcomiGVFTd-zwNlxQfTStL6NgWwbbWAg-nviiFJ_MgZrQzj9wJGMrOSPnVBUoCNCTjRRjCPL5iBxljO?key=HTQTk3vyixa9OauIuhEKsGzX\" alt=\"\" style=\"width:800px\"\/><\/figure>\n\n\n\n<p>\u52a0\u3048\u3066\u3001\u751f\u6210AI\u306f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u305f\u3081\u3001\u500b\u4eba\u306e\u30c7\u30fc\u30bf\u304c\u77e5\u3089\u306a\u3044\u3046\u3061\u306b\u53ce\u96c6\u30fb\u4f7f\u7528\u3055\u308c\u308b\u30ea\u30b9\u30af\u3082\u502b\u7406\u7684\u306a\u8ab2\u984c\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u7279\u306b\u3001<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u9867\u5ba2\u30c7\u30fc\u30bf\u3084\u5f93\u696d\u54e1\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u3001\u305d\u306e\u30c7\u30fc\u30bf\u304c\u9069\u5207\u306b\u4fdd\u8b77\u3055\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u4fb5\u5bb3\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027<\/mark>\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"section-4\"><strong>\u904b\u7528\u9762\u306e\u8ab2\u984c<\/strong><\/span><\/h3>\n\n\n\n<p>\u751f\u6210AI\u3092\u52b9\u679c\u7684\u306b\u4f7f\u3046\u306b\u306f\u3001AI\u30c4\u30fc\u30eb\u3092\u6271\u3048\u308b\u5f93\u696d\u54e1\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001\u30b9\u30ad\u30eb\u4e0d\u8db3\u304c\u3057\u3070\u3057\u3070\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u591a\u304f\u306e\u5f93\u696d\u54e1\u304c\u3001AI\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u3084\u64cd\u4f5c\u65b9\u6cd5\u3092\u7406\u89e3\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u3001\u5c0e\u5165\u3057\u3066\u3082\u5341\u5206\u306b\u6d3b\u7528\u3067\u304d\u306a\u3044\u53ef\u80fd\u6027<\/mark>\u304c\u3042\u308a\u307e\u3059\u3002<br>\u7279\u306bAI\u304c\u751f\u6210\u3059\u308b\u7d50\u679c\u3092\u3069\u306e\u3088\u3046\u306b\u89e3\u91c8\u3057\u3001\u696d\u52d9\u306b\u53cd\u6620\u3055\u305b\u308b\u304b\u3068\u3044\u3063\u305f\u90e8\u5206\u3067\u3001\u6559\u80b2\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u4e0d\u53ef\u6b20\u3067\u3059 \u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001AI\u30b7\u30b9\u30c6\u30e0\u306e\u5c0e\u5165\u5f8c\u3082\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3084\u30c7\u30fc\u30bf\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3001\u30e2\u30c7\u30eb\u306e\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u3067\u3059\u3002<br>\u3057\u304b\u3057\u3001<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u5c0e\u5165\u5f8c\u306b\u3053\u308c\u3089\u306e\u4f5c\u696d\u3092\u6020\u308b\u3068\u3001AI\u306f\u6700\u65b0\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u304c\u3067\u304d\u306a\u304f\u306a\u308a\u3001\u7d50\u679c\u3068\u3057\u3066\u52b9\u7387\u304c\u4f4e\u4e0b<\/mark>\u3057\u307e\u3059\u3002\u7d99\u7d9a\u7684\u306a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u6c42\u3081\u3089\u308c\u307e\u3059 \u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfWkRAX-J6Xw_ESa2eYEbKpbD-GbtGV4Y_tH5QfDrEEsIh2vEAXRFM2XFrpJVf2ToG1zaZwcJKwYBkYetb2ddY1xM164fslk3QkRgVsLD4B5nAykd9Z1kmqfSGKvY3BPt4heFURcA?key=HTQTk3vyixa9OauIuhEKsGzX\" alt=\"\" style=\"width:800px\"\/><\/figure>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u7d39\u4ecb\u3057\u3066\u304d\u305f\u8ab2\u984c\u306b\u3064\u3044\u3066\u5171\u611f\u3084\u540c\u3058\u554f\u984c\u3092\u62b1\u3048\u3066\u3044\u308b\u4eba\u306f\u3001\u610f\u5916\u3068\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<br>\u6b21\u7ae0\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u5bfe\u7b56\u3059\u308b\u305f\u3081\u306b\u8fd1\u5e74\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308bRAG\u3084LLM\u3068\u3044\u3046\u5b58\u5728\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"AILLMRAG\">\u751f\u6210AI\u306e\u5c0e\u5165\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308bLLM\u30fbRAG\u3001\u958b\u767a\u652f\u63f4\u30c4\u30fc\u30eb\u306b\u3064\u3044\u3066\u77e5\u308d\u3046<\/span><\/h2>\n\n\n\n<p>\u751f\u6210AI\u306e\u5c0e\u5165\u306b\u4f34\u3046\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u624b\u6bb5\u3068\u3057\u3066\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3084RAG\uff08Retrieval-Augmented Generation\uff09\u3068\u3044\u3063\u305f\u4ed5\u7d44\u307f\u306e\u5c0e\u5165\u304c\u6709\u76ca\u3068\u306a\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u3053\u308c\u3089\u306e<mark style=\"background-color:#fcb900\" class=\"has-inline-color\"><strong>AI\u6280\u8853\u3092\u7528\u3044\u305f\u30a2\u30d7\u30ea\u958b\u767a\u3092\u52b9\u7387\u5316\u3059\u308b\u305f\u3081\u306e\u300cDify\u300d\u300cLangchain\u300d\u300cMicrosoft Power Platform\u300d\u3068\u3044\u3063\u305f\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3082\u8fd1\u5e74\u3001\u7279\u306b\u6ce8\u76ee<\/strong><\/mark>\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfu32R8b8Shpt9nUXcKFYdKR6IDxamsXBv_MO3JKwf0fEBtVXiYxzmkOEfLBXpFIzWIakat7sU3duEwH2pPNNjdIKD6WZhWzKJBurRFBNEJjuniWF6AvpukT98Wu2YpOQl9pmG7DQ?key=HTQTk3vyixa9OauIuhEKsGzX\" alt=\"\" style=\"width:800px\"\/><\/figure>\n\n\n\n<p>\u672c\u7ae0\u3067\u306f\u3001\u3053\u308c\u3089\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/monstar-lab.com\/dx\/download\/llm_loop\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u27a1\ufe0e\u3010\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3011\u78ba\u5b9f\u306b\u9032\u3081\u308b\u751f\u6210AI\u6d3b\u7528\u306e\u5b9f\u8df5\u30ac\u30a4\u30c9\u300cLLM Loop\u5c0e\u5165\u652f\u63f4\u300d<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"LLMRAG\">LLM(\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb)\u3068RAG\u3068\u306f\uff1f\u305d\u306e\u95a2\u4fc2\u6027\u306b\u3064\u3044\u3066<\/span><\/h2>\n\n\n\n<p>LLM\u306f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3057\u3066\u9069\u5207\u306a\u6587\u8108\u3092\u7406\u89e3\u3057\u3001RAG\u306f\u5916\u90e8\u60c5\u5831\u3092\u691c\u7d22\u3057\u3066\u6700\u65b0\u304b\u3064\u6b63\u78ba\u306a\u30c7\u30fc\u30bf\u3092\u88dc\u5b8c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u6280\u8853\u7684\u306a\u30c7\u30fc\u30bf\u4e0d\u8db3\u3001\u502b\u7406\u7684\u306a\u30d0\u30a4\u30a2\u30b9\u554f\u984c\u3001\u904b\u7528\u9762\u3067\u306eAI\u30b5\u30dd\u30fc\u30c8\u4e0d\u8db3\u3068\u3044\u3063\u305f\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<br>\u672c\u7ae0\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u6280\u8853\u304c\u5177\u4f53\u7684\u306b\u3069\u306e\u3088\u3046\u306b\u8ab2\u984c\u89e3\u6c7a\u306b\u5f79\u7acb\u3064\u304b\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"LLM\"><strong>LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3068\u306f<\/strong><\/span><\/h3>\n\n\n\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3057\u305f\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306b\u5b66\u7fd2\u3057\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u81ea\u7136\u306a\u8a00\u8a9e\u751f\u6210\u3092\u884c\u3046AI\u30e2\u30c7\u30eb\u3067\u3042\u308a\u3001ChatGPT\u3001Copilot\u3001Gemini\u306a\u3069\u306fLLM\u306e\u6280\u8853\u3092\u57fa\u76e4\u3068\u3057\u3066\u69cb\u6210\u3055\u308c\u305f\u30b5\u30fc\u30d3\u30b9\u7fa4\u3068\u3057\u3066\u5206\u985e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>LLM\u306e\u3088\u308a\u8a73\u3057\u3044\u5185\u5bb9\u3084\u6d3b\u7528\u6cd5\u306f\u4ee5\u4e0b\u3067\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u8208\u5473\u304c\u3042\u308b\u65b9\u306f\u3053\u3061\u3089\u3092Check\uff01\uff01<\/p>\n\n\n<div class=\"linkcard\"><div class=\"lkc-internal-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/monstar-lab.com\/dx\/technology\/about-llm\/\" target=\"_blank\"><div class=\"lkc-card\"><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img decoding=\"async\" class=\"lkc-thumbnail-img\" src=\"\/\/monstar-lab.com\/dx\/wp-content\/uploads\/2023\/08\/Eye_catch73-1-1024x594.jpg\" alt=\"\" \/><\/figure><div class=\"lkc-title\"><div class=\"lkc-title-text\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3084\u7a2e\u985e\u3001\u6d3b\u7528\u4e8b\u4f8b\u3092\u89e3\u8aac<\/div><\/div><div class=\"lkc-url\">https:\/\/monstar-lab.com\/dx\/technology\/about-llm\/<\/div><div class=\"lkc-excerpt\"><\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n\n\n<div class=\"linkcard\"><div class=\"lkc-internal-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/monstar-lab.com\/dx\/technology\/how-to-use-chatbot\/\" target=\"_blank\"><div class=\"lkc-card\"><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img decoding=\"async\" class=\"lkc-thumbnail-img\" src=\"\/\/monstar-lab.com\/dx\/wp-content\/uploads\/2024\/05\/Eye_catch100_2-1024x594.jpg\" alt=\"\" \/><\/figure><div class=\"lkc-title\"><div class=\"lkc-title-text\">LLM\u6d3b\u7528\u306e\u30b4\u30fc\u30eb\u306f\u300cChatGPT\u3092\u793e\u54e1\u306b\u4f7f\u308f\u305b\u308b\u3053\u3068\u300d\u3067\u306f\u306a\u3044 \u2212\u7279\u5316\u578bChatBot\u6d3b\u7528\u74b0...<\/div><\/div><div class=\"lkc-url\">https:\/\/monstar-lab.com\/dx\/technology\/how-to-use-chatbot\/<\/div><div class=\"lkc-excerpt\"><\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"RAGRetrieval-Augmented_Generation\"><strong>RAG\uff08Retrieval-Augmented Generation\uff09\u3068\u306f<\/strong><\/span><\/h3>\n\n\n\n<p>\u524d\u7ae0\u3067\u3082\u89e6\u308c\u3066\u304d\u307e\u3057\u305f\u304c\u3001<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">LLM\u5358\u4f53\u3067\u306f\u300c\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u304c\u62c5\u4fdd\u3055\u308c\u306a\u3044\u300d\u300c\u9593\u9055\u3063\u305f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u300d\u306a\u3069\u306e\u8ab2\u984c<\/mark>\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u6d3b\u7528\u3055\u308c\u308b\u306e\u304cRAG\u3068\u3044\u3046\u4ed5\u7d44\u307f\u3067\u3001RAG\u306fLLM\u306b\u5916\u90e8\u60c5\u5831\u3092\u7406\u89e3\u3055\u305b\u3001\u305d\u308c\u3089\u3092\u5143\u306b\u3057\u305f\u56de\u7b54\u3092\u751f\u6210\u3055\u305b\u308b\u305f\u3081\u306e\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n<p>RAG\u306e\u4ed5\u7d44\u307f\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u3001\u3053\u3053\u3067\u306f\u5f0a\u793e\u3067\u53d6\u308a\u7d44\u307f\u3092\u9032\u3081\u3066\u3044\u308b\u793e\u5185\u30dd\u30fc\u30bf\u30eb\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4e8b\u4f8b\u3092\u5143\u306b\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u3053\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u751f\u6210AI\u306b\u4f1a\u793e\u306e\u60c5\u5831\u3084\u304a\u77e5\u3089\u305b\u306a\u3069\u3092\u8cea\u554f\u3059\u308b\u3068\u3001\u9069\u5207\u306a\u56de\u7b54\u3092\u6559\u3048\u3066\u304f\u308c\u308b\u3068\u3044\u3046\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u822c\u7684\u306aLLM\uff08ChatGPT\u5358\u4f53\uff09\u3067\u306f\u300c\u793e\u5185\u306e\u90e8\u7f72\u4e00\u89a7\u3092\u6559\u3048\u3066\u300d\u306a\u3069\u306e\u8cea\u554f\u3092\u3059\u308b\u3068\u3001\u6b63\u3057\u3044\u4e00\u89a7\u3092\u8fd4\u3055\u306a\u3044\u3069\u3053\u308d\u304b\u3001\u5b58\u5728\u3057\u306a\u3044\u90e8\u7f72\u307e\u3067\u56de\u7b54\u3059\u308b\u3068\u3044\u3063\u305f\u72b6\u6cc1\u304c\u767a\u751f\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcjB8cdCL9TEssVZQLGsRuAMbgENmqtWoMRbBB1Yjagtkd5muFV44NafXvjzXx0hEeWfa1ljXKFhpNhcvoqrLI611EGQuqh0A4E9TixBePmDqBhpU8MwyKSSMPAHMSmj4c-_de6Zw?key=HTQTk3vyixa9OauIuhEKsGzX\" alt=\"\" style=\"width:800px\"\/><\/figure>\n\n\n\n<p>\u3053\u308c\u3089\u306f\u793e\u5185\u306e\u6a5f\u5bc6\u60c5\u5831\u3067\u3042\u308a\u3001\u4e00\u822c\u516c\u958b\u3055\u308c\u3066\u3044\u306a\u3044\u60c5\u5831\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u751f\u6210AI\u304c\u6b63\u3057\u3044\u56de\u7b54\u3092\u3067\u304d\u306a\u3044\u3053\u3068\u306f\u3001\u3042\u308b\u610f\u5473\u3067\u5f53\u305f\u308a\u524d\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u3001RAG\u306e\u51fa\u756a\u3067\u3059\u3002<\/p>\n\n\n\n<p>RAG\u3092\u7528\u3044\u305f\u958b\u767a\u3067\u306f\u3001\u4eca\u56de\u306e\u4f8b\u3060\u3068\u300c\u793e\u5185\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u60c5\u5831\u300d\u3068\u3044\u3063\u305f\u4e00\u822c\u7684\u306a\u60c5\u5831\u306b\u52a0\u3048\u3001\u5229\u7528\u8005\u306e\u8cea\u554f\u306b\u6b63\u3057\u3044\u56de\u7b54\u3092\u5c0e\u304f\u305f\u3081\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u524d\u77e5\u8b58\u3068\u3057\u3066LLM\u306b\u6e21\u3057\u3066\u3042\u3052\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdS9mBnlykjJ5d83y8q-lgcCmYiBcX_CrBJWoJmMF6OXhrGMvDwHklo9jxHLy3PUbVkMm9Gg8WmhNwgdpH7G1whg9HXZZYUEuH87Ioj-wglkFOXN6q5pRH9H4VJAyog8KhniqAY?key=HTQTk3vyixa9OauIuhEKsGzX\" alt=\"\" style=\"width:800px\"\/><\/figure>\n\n\n\n<p><mark style=\"background-color:#fcb900\" class=\"has-inline-color\"><strong>LLM\u306f\u4e8b\u524d\u306b\u5f97\u305f\u524d\u77e5\u8b58\u3092\u5143\u306b\u56de\u7b54\u3092\u751f\u6210\u3057\u3064\u3064\u3001\u5f93\u6765\u306e\u4e00\u822c\u60c5\u5831\u3092\u5143\u306b\u8a00\u8a9e\u5316\u3092\u884c\u3046\u306e\u3067\u6b63\u3057\u3044\u56de\u7b54\u304c\u53ef\u80fd<\/strong><\/mark>\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5b9f\u969b\u306b\u5f0a\u793e\u306e\u793e\u5185\u30dd\u30fc\u30bf\u30eb\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u304a\u3044\u3066\u3082\u3001\u8cea\u554f\u306e\u5185\u5bb9\u306b\u5fdc\u3058\u305f\u9069\u5207\u306a\u524d\u77e5\u8b58\u3092LLM\u306b\u6e21\u3059\u3053\u3068\u3067\u6b63\u7b54\u7387\u304c\u683c\u6bb5\u306b\u4e0a\u304c\u3063\u305f\u3068\u3044\u3046\u5b9f\u7e3e\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/monstar-lab.com\/dx\/download\/llm_loop\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u27a1\ufe0e\u3010\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3011\u78ba\u5b9f\u306b\u9032\u3081\u308b\u751f\u6210AI\u6d3b\u7528\u306e\u5b9f\u8df5\u30ac\u30a4\u30c9\u300cLLM Loop\u5c0e\u5165\u652f\u63f4\u300d<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"AIAI\">AI\u3092\u3082\u3063\u3068\u8eab\u8fd1\u3067\u3001\u7c21\u5358\u306b\uff01\uff01\u300c\u751f\u6210AI\u6d3b\u7528\u30bb\u30f3\u30bf\u30fc\u300d\u3092\u793e\u5185\u3067\u904b\u55b6\u3057\u3066\u307f\u305f<\/span><\/h2>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u7d39\u4ecb\u3057\u3066\u304d\u305f\u3088\u3046\u306b\u751f\u6210AI\u306e\u9032\u5316\u306b\u3088\u308a\u3001\u696d\u52d9\u52b9\u7387\u5316\u3084\u65b0\u3057\u3044\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u306e\u5275\u51fa\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001RAG\u3084LLM\u3001Dify\u3068\u3044\u3063\u305f\u6700\u65b0\u6280\u8853\u304c\u5b58\u5728\u3057\u3066\u3044\u308b\u306b\u3082\u95a2\u308f\u3089\u305a\u3001\u305d\u308c\u3089\u3092\u5341\u5206\u306b\u4f7f\u3044\u3053\u306a\u3059\u306e\u306f\u307e\u3060\u96e3\u3057\u3044\u3068\u611f\u3058\u308b\u3053\u3068\u304c\u591a\u3044\u306e\u304c\u73fe\u72b6\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u79c1\u305f\u3061\u306e\u793e\u5185\u3067\u3082\u3001\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u696d\u52d9\u6539\u5584\u306e\u53ef\u80fd\u6027\u306f\u5e83\u304c\u3063\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u5c02\u9580\u7684\u306a\u77e5\u8b58\u3084\u6280\u8853\u3001\u305d\u308c\u3089\u306e\u9032\u5316\u306e\u30b9\u30d4\u30fc\u30c9\u304c\u969c\u58c1\u3068\u306a\u308a\u3001\u5b9f\u969b\u306b\u624b\u3092\u52d5\u304b\u3057\u3066\u6d3b\u7528\u3067\u304d\u308b\u4eba\u6750\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067\u3001\u3053\u308c\u3089\u306e\u6280\u8853\u3092\u3082\u3063\u3068\u8eab\u8fd1\u3067\u6271\u3044\u3084\u3059\u304f\u3057\u3001\u7a4d\u6975\u7684\u306b\u5b66\u3073\u3001\u5e83\u3081\u308b\u305f\u3081\u306e\u793e\u5185\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u5fc5\u8981\u3060\u3068\u8003\u3048\u3001\u300c\u751f\u6210AI\u6d3b\u7528\u30bb\u30f3\u30bf\u30fc\uff08\u901a\u79f0\u3001\u751f\u6d3b\u30bb\u30f3\u30bf\u30fc\uff09\u300d\u3092\u7acb\u3061\u4e0a\u3052\u307e\u3057\u305f\uff01<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306a\u6d3b\u52d5\u5185\u5bb9\u306fnote\u3067\u3082\u7d76\u8cdb\u516c\u958b\u4e2d\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeJUtIeR6t0lVcbheRnd8xH9JlbrVsoB6uWVFnc1jnYf0JNgGuX-1_lgNizOmjiBvydyp-HGFWG17aCtSzySlN0ECNLEgpmUV4T_q_JVYYVuKFaBhcTE0vD4PrJLhiwSBCv4_HyGg?key=HTQTk3vyixa9OauIuhEKsGzX\" alt=\"\" style=\"width:800px\"\/><\/figure>\n\n\n\n<p><a href=\"https:\/\/note.com\/seikatsu_center\/\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"section-5\">\u751f\u6d3b\u30bb\u30f3\u30bf\u30fc\u3063\u3066\u3053\u3093\u306a\u3068\u3053\u308d\u3000\u301c\u3068\u306b\u304b\u304f\u697d\u3057\u304f\u3001\u89e6\u3063\u3066\u3001\u5275\u3063\u3066\u307f\u308b\u301c<\/span><\/h2>\n\n\n\n<p>\u751f\u6d3b\u30bb\u30f3\u30bf\u30fc\u306e\u6d3b\u52d5\u306f\u3001\u65e5\u5e38\u751f\u6d3b\u3067\u76f4\u9762\u3059\u308b\u554f\u984c\u3084\u8208\u5473\u6df1\u3044\u8ab2\u984c\u3092\u3001AI\u3092\u4f7f\u3063\u3066\u89e3\u6c7a\u3059\u308b\u65b9\u6cd5\u3092\u63a2\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p>AI\u3092\u3069\u306e\u7a0b\u5ea6\u65e5\u5e38\u751f\u6d3b\u306b\u53d6\u308a\u5165\u308c\u3089\u308c\u308b\u306e\u304b\u3001\u5177\u4f53\u7684\u306b\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3067\u304d\u308b\u306e\u304b\u3001\u305d\u3057\u3066AI\u6d3b\u7528\u3067\u6d6e\u304b\u3073\u4e0a\u304c\u308b\u65b0\u305f\u306a\u8ab2\u984c\u306f\u4f55\u304b\u3092\u63a2\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u554f\u3044\u306b\u7b54\u3048\u308b\u306b\u306f\u3001\u3068\u306b\u304b\u304f\u8003\u3048\u3001\u5b9f\u969b\u306b\u89e6\u308c\u3001\u5275\u9020\u7684\u306b\u53d6\u308a\u7d44\u3093\u3067\u307f\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067\u3001\u751f\u6210AI\u6d3b\u7528\u30bb\u30f3\u30bf\u30fc\u306e\u6d3b\u52d5\u3067\u306f\u697d\u3057\u304f\u3001\u904a\u3073\u5fc3\u3092\u6301\u3063\u3066\u53d6\u308a\u7d44\u3080\u3053\u3068\u3092\u5927\u5207\u306b\u3057\u3001\u306e\u3073\u306e\u3073\u3068\u3057\u305f\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u53d6\u308a\u306a\u304c\u3089\u7814\u7a76\u3092\u9032\u3081\u306a\u304c\u3089\u77e5\u8b58\u3068\u30b9\u30ad\u30eb\u306e\u5411\u4e0a\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"section-6\"><strong>\u7814\u7a76\u958b\u767a\u304b\u3089\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u904b\u55b6\u307e\u3067\u5e45\u5e83\u3044\u6d3b\u52d5<\/strong><\/span><\/h3>\n\n\n\n<p>\u4e3b\u306a\u6d3b\u52d5\u3068\u3057\u3066\u306f\u3001\u30e1\u30f3\u30d0\u30fc\u304c\u96c6\u307e\u3063\u3066\u30c1\u30fc\u30e0\u3092\u4f5c\u308a\u3001\u5404\u30c1\u30fc\u30e0\u3067\u3084\u3063\u3066\u307f\u305f\u3044\u3053\u3068\u30fb\u6311\u6226\u3057\u305f\u3044\u3053\u3068\u3092\u7814\u7a76\u30c6\u30fc\u30de\u306b\u7acb\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6d3b\u52d5\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30fb\u7814\u7a76\u3068\u958b\u767a<\/strong><\/p>\n\n\n\n<p>\u500b\u4eba\u3084\u30c1\u30fc\u30e0\u3067\u751f\u6210AI\u3092\u4f7f\u3063\u305f\u65b0\u3057\u3044\u8ab2\u984c\u89e3\u6c7a\u306e\u65b9\u6cd5\u3092\u6a21\u7d22\u30fb\u958b\u767a\u3057\u3001\u4ed5\u4e8b\u3084\u751f\u6d3b\u3092\u8c4a\u304b\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\uff09\u793e\u5185\u306e\u30b5\u30fc\u30d0\u30fc\u306b\u3042\u308b\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u3060\u3051\u3067\u63a2\u3057\u3066\u304f\u308c\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/p>\n\n\n\n<p><strong>\u30fb\u77e5\u8b58\u306e\u5171\u6709\u3068\u5b66\u7fd2<\/strong><\/p>\n\n\n\n<p>\u6700\u65b0\u306eAI\u6280\u8853\u3084\u7814\u7a76\u6210\u679c\u3092\u793e\u5185\u3067\u5171\u6709\u3057\u3001\u304a\u4e92\u3044\u306b\u5b66\u3073\u5408\u3063\u3066\u77e5\u8b58\u3092\u6df1\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\uff09\u6bce\u9031\u91d1\u66dc\u65e5\u306e\u304a\u663c\u306f\u300c\u306a\u3093\u3067\u3082\u76f8\u8ac7\u4f1a\u300d\u3092\u958b\u50ac\u3057\u3001\u30e9\u30f3\u30c1\u304c\u3066\u3089\u60a9\u307f\u3084\u77e5\u8b58\u3092\u5171\u6709<\/p>\n\n\n\n<p><strong>\u30fb\u6210\u679c\u7269\u306e\u767a\u8868<\/strong><\/p>\n\n\n\n<p>\u7814\u7a76\u3084\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u679c\u3092\u30db\u30ef\u30a4\u30c8\u30da\u30fc\u30d1\u30fc\u3084\u30d6\u30ed\u30b0\u3001\u30a4\u30d9\u30f3\u30c8\u3067\u5e83\u304f\u767a\u4fe1\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\uff09\u3053\u306e\u30d6\u30ed\u30b0\u304c\u307e\u3055\u306b\u60c5\u5831\u767a\u4fe1\u3068\u306a\u3063\u3066\u3044\u307e\u3059\uff01\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"RAGLLM\">RAG\u3084LLM\u3092\u7c21\u5358\u306b\u6d3b\u7528\u3067\u304d\u308b\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u7814\u7a76\u958b\u767a\u3082\u7a4d\u6975\u7684\u306b\u884c\u3063\u3066\u3044\u307e\u3059<\/span><\/h2>\n\n\n\n<p>\u524d\u7ae0\u3067\u306fRAG\u3092\u7528\u3044\u308b\u3053\u3068\u3067LLM\u306e\u5b66\u7fd2\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3001\u671f\u5f85\u3057\u305f\u7b54\u3048\u304c\u5f97\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u3053\u3068\u304c\u898b\u3048\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u751f\u6d3b\u30bb\u30f3\u30bf\u30fc\u3067\u306f\u3001\u3053\u306eRAG\u3084LLM\u3092\u3088\u308a\u7c21\u5358\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u7814\u7a76\u958b\u767a\u3082\u7a4d\u6975\u7684\u306b\u884c\u3063\u3066\u304a\u308a\u307e\u3059\u3002\u4eca\u56de\u306f\u305d\u306e\u4e2d\u3067\u3082Dify\u3068\u3044\u3046\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u5fc5\u8981\u6027\u304a\u3088\u3073\u5c0e\u5165\u306b\u304a\u3051\u308b\u8abf\u67fb\u4e8b\u4f8b\u3092\u3054\u7d39\u4ecb\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\uff01\uff01\u5177\u4f53\u7684\u306a\u5c0e\u5165\u30fb\u6d3b\u7528\u4e8b\u4f8b\u306f\u6b21\u56de\u4ee5\u964d\u306e\u30d6\u30ed\u30b0\u3067\u7d39\u4ecb\u3059\u308b\u306e\u3067\u3001\u305d\u3061\u3089\u3082\u304a\u697d\u3057\u307f\u306b\uff01\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"RAGLLM-2\"><strong>RAG\u3068LLM\u306e\u5c0e\u5165\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u6d3b\u7528<\/strong><\/span><\/h3>\n\n\n\n<p>RAG\u3084LLM\u306e\u4ed5\u7d44\u307f\u3092\u5c0e\u5165\u3059\u308b\u306a\u304b\u3067\u6ce8\u610f\u304c\u5fc5\u8981\u306a\u306e\u306f\u3001\u5927\u91cf\u306e\u60c5\u5831\u3092\u524d\u77e5\u8b58\u3068\u3057\u3066\u7121\u95c7\u306b\u4e0e\u3048\u308c\u3070\u3044\u3044\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u5927\u91cf\u306e\u60c5\u5831\u3092\u4e0e\u3048\u3059\u304e\u3066\u3057\u307e\u3046\u3068\u3001\u4e00\u822c\u7684\u306a\u60c5\u5831\u3060\u3051\u3067\u56de\u7b54\u3092\u751f\u6210\u3059\u308bLLM\u3068\u5927\u5dee\u306a\u304f\u8aa4\u691c\u77e5\u3092\u5f15\u304d\u8d77\u3053\u3057\u305f\u308a\u3001\u5927\u91cf\u306e\u60c5\u5831\u3092\u51e6\u7406\u3057\u304d\u308c\u305a\u751f\u6210AI\u304c\u56fa\u307e\u3063\u3066\u3057\u307e\u3046\u306a\u3069\u306e\u5f0a\u5bb3\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdI5SkFZOLpYadflmbKC0ylKqPwtLLosSyjNqB_sJttN-bHSmeK5kMw9RDKuuqq9scwQC1ms3gSG9X88x6T8qAXjV_PkkQytvaVgFnDfEiJ0imsj83HwLFRExp6sWeOynYglh3P?key=HTQTk3vyixa9OauIuhEKsGzX\" alt=\"\" style=\"width:800px\"\/><\/figure>\n\n\n\n<p>RAG\u3092\u9069\u5207\u306b\u4f7f\u3044\u3053\u306a\u3059\u306b\u306f\u3001\u5229\u7528\u8005\u306e\u8cea\u554f\u306b\u9069\u5207\u306a\u77e5\u8b58\u3092\u5207\u308a\u5206\u3051\u3066\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u30dd\u30a4\u30f3\u30c8\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfxC5FP_F6UGlMe_YaGu7DhvKOt0KZOeyjss6lipmzddq2ZdoEiXXfwzxHJQyrlnXIiNjF9NFiZ0Dxwpr_-xRHQJH8qSA4hp4W8xLCdnYIhO5CNellIcjSTqH4AgqushtdZ5wCXNA?key=HTQTk3vyixa9OauIuhEKsGzX\" alt=\"\" style=\"width:800px\"\/><\/figure>\n\n\n\n<p>\u3057\u304b\u3057\u3001<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u3053\u306e\u5fc5\u8981\u306a\u524d\u77e5\u8b58\u3092\u8cea\u554f\u3054\u3068\u306b\u4eba\u304c\u6e96\u5099\u3059\u308b\u306a\u3069\u3001\u4eba\u529b\u4f5c\u696d\u304c\u591a\u767a\u3059\u308b\u3053\u3068\u306f\u3001AI\u306e\u6d3b\u7528\u306b\u304a\u3044\u3066\u672c\u672b\u8ee2\u5012<\/mark>\u3067\u3042\u308a\u3001\u52b9\u7387\u7684\u306aLLM\/RAG\u306e\u69cb\u7bc9\u304c\u5fc5\u8981\u3068\u306a\u3063\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306aLLM\u3084RAG\u306e\u3088\u3046\u306a\u6280\u8853\u3092\u4e0a\u624b\u304f\u6d3b\u7528\u3059\u308b\u4ed5\u7d44\u307f\u3068\u3057\u3066\u300cDify\u300d\u300cLangchain\u300d\u300cMicrosoft Power Platform\u300d\u3068\u3044\u3063\u305f\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u767b\u5834\u3057\u3001\u8fd1\u5e74\u306f\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u30ce\u30fc\u30b3\u30fc\u30c9\u3067\u751f\u6210AI\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3067\u304d\u308bDify\u30a2\u30d7\u30ea\u306b\u6ce8\u76ee\u3057\u3066\u3001\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u5f37\u307f\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/monstar-lab.com\/dx\/download\/llm_loop\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u27a1\ufe0e\u3010\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3011\u78ba\u5b9f\u306b\u9032\u3081\u308b\u751f\u6210AI\u6d3b\u7528\u306e\u5b9f\u8df5\u30ac\u30a4\u30c9\u300cLLM Loop\u5c0e\u5165\u652f\u63f4\u300d<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"RAGLLMDify\"><strong>RAG\u3068LLM\u306b\u95a2\u3059\u308bDify\u306e\u5f79\u5272<\/strong><\/span><\/h3>\n\n\n\n<p>Dify\u306f\u3001LLM\u3084RAG\u3092\u4f7f\u3063\u3066\u30a2\u30d7\u30ea\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u7d71\u5408\u958b\u767a\u74b0\u5883\u306e\u3088\u3046\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5229\u70b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30fb\u7c21\u5358\u306a\u5c0e\u5165<\/strong><\/p>\n\n\n\n<p>\u30b3\u30fc\u30c9\u3092\u5fc5\u8981\u3068\u305b\u305a\u3001\u30c9\u30e9\u30c3\u30b0\uff06\u30c9\u30ed\u30c3\u30d7\u3067AI\u30a2\u30d7\u30ea\u4f5c\u6210\u304b\u3089\u30ea\u30ea\u30fc\u30b9\u307e\u3067\u304c\u53ef\u80fd\u306b\u306a\u3063\u3066\u304a\u308a\u3001\u6280\u8853\u7684\u306a\u77e5\u8b58\u304c\u5c11\u306a\u304f\u3066\u3082AI\u6280\u8853\u3092\u6d3b\u7528\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30fb\u9ad8\u5ea6\u306aAI\u6a5f\u80fd\u306e\u7c21\u6613\u5b9f\u88c5<\/strong><\/p>\n\n\n\n<p>\u30c9\u30e9\u30c3\u30b0\uff06\u30c9\u30ed\u30c3\u30d7\u3067AI\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3059\u308b\u904e\u7a0b\u3067\u3001\u300c\u3053\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067ChatGPT(OpenAI)\u3092\u4f7f\u3046\u300d\u300c\u3053\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067RAG\u3068\u3057\u3066\u524d\u77e5\u8b58\u3092\u6e21\u3059\u300d\u306a\u3069\u6d3b\u7528\u3057\u305f\u3044\u6a5f\u80fd\u3084\u6280\u8853\u3092\u597d\u304d\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u5207\u308a\u66ff\u3048\u3001\u8a2d\u5b9a\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306b\u306f\u4ee5\u4e0b\u306e\u30a4\u30e1\u30fc\u30b8\u3067\u3059<\/p>\n\n\n\n<p>\u3000<strong>\uff11\uff09\u5229\u7528\u8005\u304b\u3089\u306e\u8cea\u554f\u3092\u53d7\u3051\u4ed8\u3051\u308b<\/strong><\/p>\n\n\n\n<p>\u3000<strong>\uff12\uff09\u8cea\u554f\u306e\u7a2e\u5225\u3092ChatGPT\uff08OpenAI\uff09\u306b\u89e3\u6790\u3001\u5206\u985e\u3055\u305b\u308b<\/strong><\/p>\n\n\n\n<p>\u3000<strong>\uff13\uff09\u5206\u985e\u3055\u308c\u305f\u7a2e\u5225\u306b\u3042\u3063\u305f\u524d\u77e5\u8b58\u3092\u6e21\u3059<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfhtuIi85jtY9scilG55Y6p80pfaFxqOrT0a656NYNpMB6pV1iIOsgKD_fd2HnxuYJEwm4g07ho4ex-EsJ3NVeHM7rG4oH-QjyOVcJdTuZrnztCeAEX5e16hiAw2PK0vMGEPYTGPQ?key=HTQTk3vyixa9OauIuhEKsGzX\" alt=\"\" style=\"width:800px\"\/><\/figure>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306bDify\u306e\u3088\u3046\u306a\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u6709\u76ca\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u306f\u3001\u4f01\u696d\u3084\u958b\u767a\u8005\u304cAI\u30a2\u30d7\u30ea\u3092\u52b9\u7387\u7684\u306b\u69cb\u7bc9\u30fb\u904b\u7528\u3059\u308b\u30b5\u30dd\u30fc\u30c8\u3092\u3057\u307e\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001\u751f\u6210AI\u6280\u8853\u3092\u3088\u308a\u5bb9\u6613\u306b\u696d\u52d9\u3084\u30b5\u30fc\u30d3\u30b9\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u3001\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u3092\u8fc5\u901f\u306b\u5275\u51fa\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/monstar-lab.com\/dx\/download\/llm_loop\/\" target=\"_blank\" rel=\"noreferrer 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class=\"has-inline-color\">\u554f\u3044\u5408\u308f\u305b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/mark><\/strong>\u3084\u3001\u5f93\u696d\u54e1\u306e\u30b9\u30ad\u30eb\u5411\u4e0a\u3092\u652f\u63f4\u3059\u308b<strong><mark style=\"background-color:#fcb900\" class=\"has-inline-color\">\u52c9\u5f37\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/mark><\/strong>\u306a\u3069\u3001\u5b9f\u969b\u306b\u958b\u767a\u3055\u308c\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4e2d\u5fc3\u306b\u53d6\u308a\u4e0a\u3052\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u4e8b\u4f8b\u3092\u901a\u3057\u3066\u3001\u751f\u6210AI\u304c\u3069\u306e\u3088\u3046\u306b\u65e5\u3005\u306e\u696d\u52d9\u6539\u5584\u306b\u8ca2\u732e\u3057\u3066\u3044\u308b\u304b\u3092\u3054\u89a7\u3044\u305f\u3060\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002\u6b21\u56de\u4ee5\u964d\u306e\u30d6\u30ed\u30b0\u3067\u3001\u305c\u3072\u305d\u306e\u8a73\u7d30\u3092\u304a\u697d\u3057\u307f\u306b\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u6b211 \u306f\u3058\u3081\u306b\u3000\u301c\u672c\u8a18\u4e8b\u306b\u3064\u3044\u3066\u301c2 \u8fd1\u5e74\u3001\u5927\u6ce8\u76ee\u306e\u751f\u6210AI\u3092\u7c21\u5358\u306b\u632f\u308a\u8fd4\u308a2.1 \u751f\u6210AI\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f2.2 \u751f\u6210AI\u3092\u793e\u5185\u696d\u52d9\u3084\u81ea\u793e\u30b5\u30fc\u30d3\u30b9\u306b\u7d44\u307f\u8fbc\u3080\u30e1\u30ea\u30c3\u30c82.2.1 \u751f\u6210AI\u5c0e\u5165\u524d\u306eBefore2.2.2  [&hellip;]<\/p>\n","protected":false},"author":36,"featured_media":13241,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[179],"tags":[46,102,160],"coauthors":[154],"class_list":["post-13220","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-solutioncase","tag-46","tag-102","tag-160"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/monstar-lab.com\/dx\/wp-json\/wp\/v2\/posts\/13220","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/monstar-lab.com\/dx\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/monstar-lab.com\/dx\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/monstar-lab.com\/dx\/wp-json\/wp\/v2\/users\/36"}],"replies":[{"embeddable":true,"href":"https:\/\/monstar-lab.com\/dx\/wp-json\/wp\/v2\/comments?post=13220"}],"version-history":[{"count":17,"href":"https:\/\/monstar-lab.com\/dx\/wp-json\/wp\/v2\/posts\/13220\/revisions"}],"predecessor-version":[{"id":13275,"href":"https:\/\/monstar-lab.com\/dx\/wp-json\/wp\/v2\/posts\/13220\/revisions\/13275"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/monstar-lab.com\/dx\/wp-json\/wp\/v2\/media\/13241"}],"wp:attachment":[{"href":"https:\/\/monstar-lab.com\/dx\/wp-json\/wp\/v2\/media?parent=13220"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/monstar-lab.com\/dx\/wp-json\/wp\/v2\/categories?post=13220"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/monstar-lab.com\/dx\/wp-json\/wp\/v2\/tags?post=13220"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/monstar-lab.com\/dx\/wp-json\/wp\/v2\/coauthors?post=13220"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}