{"id":2422,"date":"2025-02-10T14:54:00","date_gmt":"2025-02-10T07:54:00","guid":{"rendered":"https:\/\/pirago.vn\/?post_type=article&#038;p=2422"},"modified":"2025-02-10T14:57:41","modified_gmt":"2025-02-10T07:57:41","slug":"agentic-rag","status":"publish","type":"article","link":"https:\/\/pirago.vn\/ja\/article\/agentic-rag","title":{"rendered":"Agentic RAG &#8211; AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u672a\u6765"},"content":{"rendered":"<h2 class=\"wp-block-heading\">1. \u57fa\u672c\u6982\u5ff5<\/h2>\n\n\n\n<p>Agentic RAG\u3092\u7406\u89e3\u3059\u308b\u524d\u306b\u3001\u305d\u306e\u57fa\u672c\u7684\u306a\u69cb\u6210\u8981\u7d20\u3068\u305d\u306e\u610f\u5473\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>RAG\uff08Retrieval-Augmented Generation\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u751f\u6210\u30e2\u30c7\u30eb\uff08Generator\uff09\u3068\u60c5\u5831\u691c\u7d22\uff08Retriever\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u6280\u8853\u3002<\/li>\n\n\n\n<li>\u4e3b\u8981\u306a\u76ee\u7684\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u300c\u5e7b\u899a\uff08Hallucination\uff09\u300d\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3001\u3088\u308a\u6b63\u78ba\u3067\u6700\u65b0\u306e\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u6b63\u78ba\u3067\u6700\u65b0\u306e\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u8c4a\u5bcc\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u751f\u6210\u3067\u304d\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08AI Agent\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u74b0\u5883\u3092\u89b3\u5bdf\u3057\u3001\u5165\u529b\u3092\u5206\u6790\u3057\u3066\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3044\u3001\u9069\u5207\u306a\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u81ea\u5f8b\u7684\u306b\u5b9f\u884c\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3002<\/li>\n\n\n\n<li>\u9867\u5ba2\u5bfe\u5fdc\u3001\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u306e\u81ea\u52d5\u5316\u3001\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306e\u8abf\u6574\u306a\u3069\u3001\u591a\u304f\u306e\u5206\u91ce\u3067\u6d3b\u7528\u53ef\u80fd\u3002<\/li>\n\n\n\n<li>\u81ea\u5f8b\u6027\u3092\u91cd\u8996\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u81ea\u52d5\u7684\u306b\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3044\u3001\u74b0\u5883\u3068\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">2. Agentic RAG\u3068\u306f\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9a\u7fa9<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"975\" height=\"485\" src=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image.png\" alt=\"\" class=\"wp-image-2423\" srcset=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image.png 975w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-300x149.png 300w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-768x382.png 768w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-18x9.png 18w\" sizes=\"auto, (max-width: 975px) 100vw, 975px\" \/><\/figure>\n\n\n\n<p>Agentic RAG\u306f\u3001\u65b0\u3057\u3044RAG\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308a\u3001\u5f93\u6765\u306eRAG\u3068AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3082\u306e\u3067\u3059\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u81ea\u5f8b\u7684\u306b\u610f\u601d\u6c7a\u5b9a\u3084\u51e6\u7406\u306e\u8abf\u6574\u3092\u884c\u3044\u3001\u691c\u7d22\u3068\u751f\u6210\u306e\u30eb\u30fc\u30d7\u3092\u7e70\u308a\u8fd4\u3057\u306a\u304c\u3089\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u5fdc\u7b54\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7279\u5fb4<\/h3>\n\n\n\n<p>Agentic RAG\u306f\u3001\u4ee5\u4e0b\u306e\u7279\u6027\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6a5f\u80fd<\/strong>\uff1a\u8a08\u753b\uff08Planning\uff09\uff0f\u601d\u8003\uff08Thinking\uff09\u3001\u30c4\u30fc\u30eb\u306e\u6d3b\u7528\uff08Tool Use\uff09\u3001\u30e1\u30e2\u30ea\u3078\u306e\u30a2\u30af\u30bb\u30b9\uff08Access Memory\uff09<\/li>\n\n\n\n<li><strong>\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5354\u8abf<\/strong>\uff1a\u8907\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u3001\u76f8\u4e92\u306b\u9023\u643a<\/li>\n\n\n\n<li><strong>RAG\u306e\u7279\u6027<\/strong>\uff1a\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3001\u751f\u30c7\u30fc\u30bf\u306a\u3069\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u5bfe\u5fdc<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e1\u30ea\u30c3\u30c8\u3068\u8ab2\u984c<\/h3>\n\n\n\n<p>\u73fe\u5728\u3001Google\u3084Microsoft\u306a\u3069\u306e\u5927\u624b\u4f01\u696d\u304cAgentic RAG\u306e\u7814\u7a76\u30fb\u958b\u767a\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u304c\u3001\u5b9f\u969b\u306e\u904b\u7528\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u30e1\u30ea\u30c3\u30c8<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u3088\u308a\u6b63\u78ba\u306a\u5fdc\u7b54<\/strong>\uff1a\u8907\u6570\u306e\u60c5\u5831\u6e90\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u6b63\u78ba\u306a\u5fdc\u7b54\u3092\u751f\u6210\u53ef\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u696d\u52d9\u306e\u81ea\u52d5\u5316<\/strong>\uff1a\u9867\u5ba2\u5bfe\u5fdc\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3067\u304d\u308b\u3002<\/li>\n\n\n\n<li><strong>\u4eba\u9593\u3068\u306e\u5354\u8abf<\/strong>\uff1a\u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u7406\u89e3\u3057\u3001\u9069\u5207\u306b\u5fdc\u7b54\u53ef\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u8ab2\u984c<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u51e6\u7406\u9045\u5ef6<\/strong>\uff1a\u591a\u304f\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081\u3001\u51e6\u7406\u6642\u9593\u304c\u5897\u52a0\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/li>\n\n\n\n<li><strong>\u4fe1\u983c\u6027\u306e\u554f\u984c<\/strong>\uff1a\u30bf\u30b9\u30af\u3092\u5b8c\u5168\u306b\u9042\u884c\u3067\u304d\u306a\u3044\u5834\u5408\u304c\u3042\u308b\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u8ad6\u80fd\u529b\u306e\u9650\u754c<\/strong>\uff1a\u8907\u96d1\u306a\u8cea\u554f\u306b\u306f\u6b63\u78ba\u306b\u56de\u7b54\u3067\u304d\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u4ee3\u8868\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b7\u30f3\u30b0\u30eb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08\u30eb\u30fc\u30bf\u30fc\u578b\uff09<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"304\" src=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-1-1024x304.png\" alt=\"\" class=\"wp-image-2424\" srcset=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-1-1024x304.png 1024w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-1-300x89.png 300w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-1-768x228.png 768w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-1-18x5.png 18w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-1.png 1056w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f79\u5272<\/strong>\uff1a\u5358\u4e00\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u300c\u30eb\u30fc\u30bf\u30fc\u300d\u3068\u3057\u3066\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u9078\u629e\u3002\n<ul class=\"wp-block-list\">\n<li>\u4f8b\uff1a\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u3092\u89e3\u6790\u3057\u3001\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u307e\u305f\u306fWeb\u691c\u7d22\u3092\u5229\u7528\u3059\u308b\u304b\u3092\u6c7a\u5b9a\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30e1\u30ea\u30c3\u30c8<\/strong>\uff1a\u30b7\u30f3\u30d7\u30eb\u3067\u5c0e\u5165\u3057\u3084\u3059\u3044\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30e1\u30ea\u30c3\u30c8<\/strong>\uff1a\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3078\u306e\u5bfe\u5fdc\u529b\u304c\u5236\u9650\u3055\u308c\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08\u5354\u8abf\u578b\uff09<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"467\" src=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-2-1024x467.png\" alt=\"\" class=\"wp-image-2425\" srcset=\"https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-2-1024x467.png 1024w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-2-300x137.png 300w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-2-768x350.png 768w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-2-18x8.png 18w, https:\/\/pirago.vn\/wp-content\/uploads\/2025\/02\/image-2.png 1176w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f79\u5272<\/strong>\uff1a\u8907\u6570\u306e\u5c02\u9580\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u305d\u308c\u305e\u308c\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u62c5\u5f53\u3002\n<ul class=\"wp-block-list\">\n<li>\u5185\u90e8\u30c7\u30fc\u30bf\u306e\u691c\u7d22<\/li>\n\n\n\n<li>\u516c\u958b\u60c5\u5831\u306e\u691c\u7d22\uff08Web\u691c\u7d22\uff09<\/li>\n\n\n\n<li>\u6587\u66f8\u306e\u95a2\u9023\u6027\u8a55\u4fa1<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30e1\u30ea\u30c3\u30c8<\/strong>\uff1a\u5c02\u9580\u6027\u304c\u9ad8\u307e\u308a\u3001\u6b63\u78ba\u306a\u5fdc\u7b54\u304c\u53ef\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30e1\u30ea\u30c3\u30c8<\/strong>\uff1a\u8907\u6570\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u8abf\u6574\u304c\u5fc5\u8981\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u304c\u8907\u96d1\u306b\u306a\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u30b5\u30dd\u30fc\u30c8\u3055\u308c\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/h2>\n\n\n\n<figure class=\"wp-block-table is-style-regular\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/th><th>\u4e3b\u306a\u6a5f\u80fd<\/th><th>\u4e3b\u306a\u7279\u5fb4<\/th><\/tr><\/thead><tbody><tr><td><a href=\"https:\/\/ag2.ai\">AG2<\/a><\/td><td>\u30fb\u30c4\u30fc\u30eb\/\u30b3\u30fc\u30c9\u306e\u30b5\u30dd\u30fc\u30c8<br>\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3<br>\u30fb\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u62e1\u5f35\u304c\u5bb9\u6613<\/td><td>\u30fb\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9<br>\u30fb\u67d4\u8edf\u306a\u5c55\u958b<\/td><\/tr><tr><td><a href=\"https:\/\/www.langchain.com\/\">LangChain<\/a><\/td><td>\u30fb\u30c4\u30fc\u30eb\/\u30b3\u30fc\u30c9\u306e\u30b5\u30dd\u30fc\u30c8<br>\u30fbLCEL\u3068LangGraph\u304c\u3042\u308b<\/td><td>\u30fbRAG\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u591a\u69d8\u306a\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0<br>\u30fb\u30d7\u30e9\u30b0\u30a2\u30f3\u30c9\u30d7\u30ec\u30a4\u3092\u53ef\u80fd\u306b\u3059\u308b\u591a\u304f\u306e\u30c4\u30fc\u30eb\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b<\/td><\/tr><tr><td><a href=\"https:\/\/www.llamaindex.ai\/\">LlamaIndex<\/a><\/td><td>\u30fbQueryEngineTool\u3092\u63d0\u4f9b\u3059\u308b \u30fb\u691c\u7d22\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b<\/td><td>\u30fb\u591a\u69d8\u306a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b<br>\u30fb\u4ed6\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306e\u4e92\u63db\u6027\u304c\u3042\u308b<\/td><\/tr><tr><td><a href=\"https:\/\/www.crewai.com\/\">CrewAI<\/a><\/td><td>\u30fb\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a<br>\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u306e\u30c4\u30fc\u30eb\u5171\u6709 <\/td><td>\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u80fd\u529b\u3092\u62e1\u5f35\u3059\u308b<br>\u30fb\u30c4\u30fc\u30eb\u3092\u52b9\u679c\u7684\u306b\u5171\u6709\u304a\u3088\u3073\u518d\u5229\u7528\u3059\u308b\u3053\u3068\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u30c7\u30e2<\/h2>\n\n\n\n<p>PiraGo\u3067\u306f\u3001n8n\u3092\u4f7f\u7528\u3057\u305f\u7c21\u5358\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30c7\u30e2\u3092\u5b9f\u65bd\u3057\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u306b\u3054\u89a7\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"E\u30b3\u30de\u30fc\u30b9\u30b5\u30a4\u30c8 \u8cfc\u5165\u30b5\u30db\u309a\u30fc\u30c8\u30db\u3099\u30c3\u30c8\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/5WwCv9T9r-c?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8ad6<\/h2>\n\n\n\n<p>Agentic RAG\u306f\u3001\u60c5\u5831\u691c\u7d22\u3068\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u8a08\u753b\u30fb\u30e1\u30e2\u30ea\u7ba1\u7406\u30fb\u30c4\u30fc\u30eb\u6d3b\u7528\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u65b0\u3057\u3044AI\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b7\u30f3\u30d7\u30eb\u306a\u30b7\u30f3\u30b0\u30eb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304b\u3089\u3001\u9ad8\u5ea6\u306a\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u307e\u3067\u591a\u69d8\u306a\u8a2d\u8a08\u304c\u53ef\u80fd\u3002<\/li>\n\n\n\n<li>\u9ad8\u5ea6\u306a\u610f\u601d\u6c7a\u5b9a\u3068\u67d4\u8edf\u6027\u3092\u6301\u3064\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u304c\u53ef\u80fd\u3002<\/li>\n\n\n\n<li>\u4f01\u696d\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u305f\u5c0e\u5165\u304c\u53ef\u80fd\u3067\u3042\u308a\u3001\u7279\u306b\u4e2d\u5c0f\u4f01\u696d\u306f\u57fa\u672c\u7684\u306aRAG\u3092\u69cb\u7bc9\u3057\u3001\u5f90\u3005\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI\u306e\u672a\u6765\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001PiraGo\u304c\u767a\u884c\u3059\u308b\u300c<strong><a href=\"https:\/\/pirago.vn\/ja\/resource\/?slug=202501_genai_guide\" data-type=\"link\" data-id=\"https:\/\/pirago.vn\/ja\/resource\/?slug=202501_genai_guide\">2025\u5e74\u751f\u6210AI\u306e\u30c8\u30ec\u30f3\u30c9\u3068\u4f01\u696d\u6d3b\u7528\u30ac\u30a4\u30c9<\/a><\/strong>\u300d\u3092\u305c\u3072\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u3054\u89a7\u3044\u305f\u3060\u304d\u3001\u8aa0\u306b\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\uff01<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u811a\u6ce8<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/zenn.dev\/knowledgesense\/articles\/64975fb9377f82\" data-type=\"link\" data-id=\"https:\/\/zenn.dev\/knowledgesense\/articles\/64975fb9377f82\">RAG\u3067\u300cAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u3092\u4f7f\u3046\u624b\u6cd5\u307e\u3068\u3081<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>1. \u57fa\u672c\u6982\u5ff5 Agentic RAG\u3092\u7406\u89e3\u3059\u308b\u524d\u306b\u3001\u305d\u306e\u57fa\u672c\u7684\u306a\u69cb\u6210\u8981\u7d20\u3068\u305d\u306e\u610f\u5473\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002 RAG\uff08Retrieval-Augmented Generation\uff09 AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08AI Agent\uff09 2. Agentic RAG\u3068\u306f\uff1f \u5b9a\u7fa9 Agentic RAG\u306f\u3001\u65b0\u3057\u3044RAG\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308a\u3001\u5f93\u6765\u306eRAG\u3068AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3082\u306e\u3067\u3059\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u81ea\u5f8b\u7684\u306b\u610f\u601d\u6c7a\u5b9a\u3084\u51e6\u7406\u306e\u8abf\u6574\u3092\u884c\u3044\u3001\u691c\u7d22\u3068\u751f\u6210\u306e\u30eb\u30fc\u30d7\u3092\u7e70\u308a\u8fd4\u3057\u306a\u304c\u3089\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u5fdc\u7b54\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u7279\u5fb4 Agentic RAG\u306f\u3001\u4ee5\u4e0b\u306e\u7279\u6027\u3092\u6301\u3061\u307e\u3059\u3002 \u30e1\u30ea\u30c3\u30c8\u3068\u8ab2\u984c \u73fe\u5728\u3001Google\u3084Microsoft\u306a\u3069\u306e\u5927\u624b\u4f01\u696d\u304cAgentic RAG\u306e\u7814\u7a76\u30fb\u958b\u767a\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u304c\u3001\u5b9f\u969b\u306e\u904b\u7528\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u3082\u3042\u308a\u307e\u3059\u3002 \u30e1\u30ea\u30c3\u30c8 \u8ab2\u984c 3. \u4ee3\u8868\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3 \u30b7\u30f3\u30b0\u30eb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08\u30eb\u30fc\u30bf\u30fc\u578b\uff09 \u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08\u5354\u8abf\u578b\uff09 4. \u30b5\u30dd\u30fc\u30c8\u3055\u308c\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af \u4e3b\u306a\u6a5f\u80fd \u4e3b\u306a\u7279\u5fb4 AG2 \u30fb\u30c4\u30fc\u30eb\/\u30b3\u30fc\u30c9\u306e\u30b5\u30dd\u30fc\u30c8\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u30fb\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u62e1\u5f35\u304c\u5bb9\u6613 \u30fb\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30fb\u67d4\u8edf\u306a\u5c55\u958b LangChain \u30fb\u30c4\u30fc\u30eb\/\u30b3\u30fc\u30c9\u306e\u30b5\u30dd\u30fc\u30c8\u30fbLCEL\u3068LangGraph\u304c\u3042\u308b \u30fbRAG\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u591a\u69d8\u306a\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u30fb\u30d7\u30e9\u30b0\u30a2\u30f3\u30c9\u30d7\u30ec\u30a4\u3092\u53ef\u80fd\u306b\u3059\u308b\u591a\u304f\u306e\u30c4\u30fc\u30eb\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b LlamaIndex \u30fbQueryEngineTool\u3092\u63d0\u4f9b\u3059\u308b \u30fb\u691c\u7d22\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b \u30fb\u591a\u69d8\u306a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30fb\u4ed6\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306e\u4e92\u63db\u6027\u304c\u3042\u308b CrewAI \u30fb\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u306e\u30c4\u30fc\u30eb\u5171\u6709 \u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u80fd\u529b\u3092\u62e1\u5f35\u3059\u308b\u30fb\u30c4\u30fc\u30eb\u3092\u52b9\u679c\u7684\u306b\u5171\u6709\u304a\u3088\u3073\u518d\u5229\u7528\u3059\u308b\u3053\u3068\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b \u30c7\u30e2 PiraGo\u3067\u306f\u3001n8n\u3092\u4f7f\u7528\u3057\u305f\u7c21\u5358\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30c7\u30e2\u3092\u5b9f\u65bd\u3057\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u306b\u3054\u89a7\u3044\u305f\u3060\u3051\u307e\u3059\u3002 \u7d50\u8ad6 Agentic RAG\u306f\u3001\u60c5\u5831\u691c\u7d22\u3068\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u8a08\u753b\u30fb\u30e1\u30e2\u30ea\u7ba1\u7406\u30fb\u30c4\u30fc\u30eb\u6d3b\u7528\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u65b0\u3057\u3044AI\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 AI\u306e\u672a\u6765\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001PiraGo\u304c\u767a\u884c\u3059\u308b\u300c2025\u5e74\u751f\u6210AI\u306e\u30c8\u30ec\u30f3\u30c9\u3068\u4f01\u696d\u6d3b\u7528\u30ac\u30a4\u30c9\u300d\u3092\u305c\u3072\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 \u3054\u89a7\u3044\u305f\u3060\u304d\u3001\u8aa0\u306b\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\uff01 \u811a\u6ce8:<\/p>","protected":false},"author":1,"template":"","class_list":["post-2422","article","type-article","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/pirago.vn\/ja\/wp-json\/wp\/v2\/article\/2422","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pirago.vn\/ja\/wp-json\/wp\/v2\/article"}],"about":[{"href":"https:\/\/pirago.vn\/ja\/wp-json\/wp\/v2\/types\/article"}],"author":[{"embeddable":true,"href":"https:\/\/pirago.vn\/ja\/wp-json\/wp\/v2\/users\/1"}],"wp:attachment":[{"href":"https:\/\/pirago.vn\/ja\/wp-json\/wp\/v2\/media?parent=2422"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}