{"id":6792,"date":"2026-02-10T09:25:58","date_gmt":"2026-02-10T00:25:58","guid":{"rendered":"https:\/\/techfun.cc\/?p=6792"},"modified":"2026-02-10T09:25:58","modified_gmt":"2026-02-10T00:25:58","slug":"bedrock-knowledge-base-metadata-guide","status":"publish","type":"post","link":"https:\/\/techfun.cc\/generative-ai\/bedrock-knowledge-base-metadata-guide.html","title":{"rendered":"Amazon Bedrock Knowledge Base\u3067\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u6d3b\u7528\u6cd5"},"content":{"rendered":"<h3 id=\"section-1\" class=\"Heading Title Title--m\">\u306f\u3058\u3081\u306b<\/h3>\n<p>RAG\uff08Retrieval Augmented Generation\uff09\u3092\u69cb\u7bc9\u3057\u3066\u3044\u308b\u3068\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u691c\u7d22\u7d50\u679c\u3092\u3082\u3063\u3068\u7684\u78ba\u306b\u7d5e\u308a\u8fbc\u307f\u305f\u3044<\/li>\n<li class=\"Base-list__child\">\u56de\u7b54\u306b\u300cURL\u300d\u3084\u300c\u30ab\u30c6\u30b4\u30ea\u300d\u3068\u3044\u3063\u305f\u88dc\u8db3\u60c5\u5831\u3082\u542b\u3081\u305f\u3044<\/li>\n<\/ul>\n<p>\u3068\u611f\u3058\u308b\u5834\u9762\u306f\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002Amazon Bedrock\u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3067\u306f\u3001<strong>\u30e1\u30bf\u30c7\u30fc\u30bf<\/strong>\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u3046\u3057\u305f\u8981\u671b\u306b\u5fdc\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7279\u306b\u3046\u307e\u304f\u4f7f\u3046\u3068\u3001RAG\u306e\u7cbe\u5ea6\u3084\u5b9f\u7528\u6027\u3092\u4e00\u6bb5\u5f15\u304d\u4e0a\u3052\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u6b21\u306e2\u3064\u3092\u5b9f\u73fe\u3059\u308b\u65b9\u6cd5\u3092\u6574\u7406\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u691c\u7d22\u7d50\u679c\u3092\u8ce2\u304f\u7d5e\u308a\u8fbc\u3080\uff08\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\uff09<\/li>\n<li class=\"Base-list__child\">\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u60c5\u5831\u3092\u56de\u7b54\u751f\u6210\u306b\u6d3b\u7528\u3059\u308b<\/li>\n<\/ul>\n<p>\u3042\u308f\u305b\u3066\u3001\u300c\u3067\u304d\u308b\u3053\u3068\u300d\u3068\u300c\u3067\u304d\u306a\u3044\u3053\u3068\u300d\u3092\u660e\u78ba\u306b\u3057\u306a\u304c\u3089\u3001\u5b9f\u969b\u306b\u5b9f\u884c\u3059\u308b\u5834\u5408\u306e\u56de\u907f\u7b56\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306f\u3001\u4e0b\u8a18\u306e\u69cb\u6210\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002\u69cb\u6210\u3084\u4f5c\u6210\u65b9\u6cd5\u306f\u4e0b\u8a18\u3092\u53c2\u7167\u4e0b\u3055\u3044\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/bedrock-knowledge-base-quick-start-rag.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/02\/bedrock-knowledge-base-quick-start-rag-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">Amazon Bedrock Knowledge Base \u00d7 S3 Vectors\u3067RAG\u3092\u4f5c\u3063\u3066\u2026<\/div><\/div><\/a>\n<h3 id=\"section-2\" class=\"Heading Title Title--m\">\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306e\u30e1\u30bf\u30c7\u30fc\u30bf<\/h3>\n<h4 id=\"section-2-1\" class=\"Heading Title Title--s\">\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306b\u304a\u3051\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u5f79\u5272<\/h4>\n<p>\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3067\u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u672c\u6587\u3068\u306f\u5225\u306b\u3001\u4efb\u610f\u306e<strong>\u30e1\u30bf\u30c7\u30fc\u30bf<\/strong>\u3092\u4ed8\u4e0e\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u60c5\u5831\u3067\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\"><strong>category:<\/strong>\u30ab\u30c6\u30b4\u30ea\u540d<\/li>\n<li class=\"Base-list__child\"><strong>documentName:<\/strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u540d<\/li>\n<li class=\"Base-list__child\"><strong>url:<\/strong>\u5143\u306e\u30dd\u30fc\u30bf\u30eb\u30da\u30fc\u30b8URL<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306f\u3001<strong>\u691c\u7d22\uff08retrieve\uff09\u6642\u306e\u6761\u4ef6\u6307\u5b9a<\/strong>\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u307e\u305a\u524d\u63d0\u3068\u3057\u3066\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3067\u306f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u672c\u6587\u3068\u306f\u5225\u3067\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3092\u7528\u610f\u3057\u3066\u3001\u767b\u9332\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"section-2-2\" class=\"Heading Title Title--s\">\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u767b\u9332\u65b9\u6cd5<\/h4>\n<p>S3\u306b\u914d\u7f6e\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u672c\u6587\u30d5\u30a1\u30a4\u30eb\u3068\u540c\u3058\u540d\u524d\u3067 <span class=\"Post-inline\">.metadata.json<\/span> \u30d5\u30a1\u30a4\u30eb\u3092\u7528\u610f\u3059\u308b\u3053\u3068\u3067\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u767b\u9332\u3067\u304d\u307e\u3059\u3002\u4f8b\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u69cb\u6210\u3092\u8003\u3048\u307e\u3059\u3002<\/p>\n<pre class=\"Copy\"><code>\r\ndocs\/\r\n  \u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u652f\u63f4\u5236\u5ea6\/\r\n    \u8cc7\u683c\u53d6\u5f97\u652f\u63f4\u5236\u5ea6.md\r\n    \u8cc7\u683c\u53d6\u5f97\u652f\u63f4\u5236\u5ea6.md.metadata.json\r\n<\/code><\/pre>\n<p>\u3053\u306e\u3068\u304d\u3001<span class=\"Post-inline\">\u8cc7\u683c\u53d6\u5f97\u652f\u63f4\u5236\u5ea6.md.metadata.json<\/span> \u306e\u4e2d\u8eab\u306f<br \/>\n\u6b21\u306e\u3088\u3046\u306b\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\n<div class=\"Pre-title\">json<\/div>\n<pre class=\"Copy\"><code>\r\n{\r\n  &quot;metadataAttributes&quot;: {\r\n    &quot;category&quot;: &quot;\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u652f\u63f4\u5236\u5ea6&quot;,\r\n    &quot;documentName&quot;: &quot;\u8cc7\u683c\u53d6\u5f97\u652f\u63f4\u5236\u5ea6&quot;,\r\n    &quot;url&quot;: &quot;https:\/\/...(\u5b9f\u969b\u306eURL: \u7701\u7565)&quot;\r\n  }\r\n}\r\n<\/code><\/pre>\n<p>\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3092\u30bb\u30c3\u30c8\u3067S3\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3067\u540c\u671f\u3059\u308b\u3053\u3068\u3067\u30e1\u30bf\u30c7\u30fc\u30bf\u304c\u767b\u9332\u3055\u308c\u307e\u3059\u3002<\/p>\n<h3 id=\"section-3\" class=\"Heading Title Title--m\">\u30e1\u30bf\u30c7\u30fc\u30bf\u3067\u691c\u7d22\u3092\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3059\u308b<\/h3>\n<h4 id=\"section-3-1\" class=\"Heading Title Title--s\">\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3067\u5f97\u3089\u308c\u308b\u52b9\u679c<\/h4>\n<p>\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a3\u30eb\u30bf\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u7279\u5b9a\u30ab\u30c6\u30b4\u30ea\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3060\u3051\u3092\u5bfe\u8c61\u306b\u691c\u7d22\u3067\u304d\u308b<\/li>\n<li class=\"Base-list__child\">\u95a2\u4fc2\u306e\u306a\u3044\u6587\u66f8\u3092\u4e8b\u524d\u306b\u9664\u5916\u3067\u304d\u308b<\/li>\n<li class=\"Base-list__child\">\u985e\u4f3c\u5ea6\u691c\u7d22\u306e\u7cbe\u5ea6\u3092\u5b89\u5b9a\u3055\u305b\u3089\u308c\u308b<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u52b9\u679c\u304c\u3042\u308a\u307e\u3059\u3002\u691c\u7d22\u5bfe\u8c61\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u591a\u3059\u304e\u3066\u307b\u3057\u3044\u60c5\u5831\u304c\u5f97\u3089\u308c\u306a\u3044\u3001\u3068\u3044\u3046\u3053\u3068\u306fRAG\u306e\u7cbe\u5ea6\u306b\u76f4\u7d50\u3059\u308b\u305f\u3081\u3001<strong>\u691c\u7d22\u6bb5\u968e\u3067\u6bcd\u96c6\u56e3\u3092\u7d5e\u308b<\/strong>\u3053\u3068\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h4 id=\"section-3-2\" class=\"Heading Title Title--s\">\u30c7\u30e2\uff1a\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30c6\u30b9\u30c8<\/h4>\n<p>Bedrock \u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306e\u30b3\u30f3\u30bd\u30fc\u30eb\u306b\u306f\u3001\u691c\u7d22\u30c6\u30b9\u30c8\u6a5f\u80fd\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a3\u30eb\u30bf\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u691c\u7d22\u7d50\u679c\u304c\u3069\u306e\u3088\u3046\u306b\u5909\u308f\u308b\u304b\u3092\u7c21\u5358\u306b\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<br \/>\n\u30c6\u30b9\u30c8\u753b\u9762\u306b\u5165\u3063\u305f\u3089\u3001\u307e\u305a\u306f\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u7121\u3057\u3067\u8cea\u554f\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u4e0b\u8a18\u306e\u3088\u3046\u306a\u7d50\u679c\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/02\/metadata-filtering-query-1.png\" alt=\"\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306a\u3057\u3067\u306e\u5b9f\u884c\u7d50\u679c\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306a\u3057\u3067\u306e\u5b9f\u884c\u7d50\u679c<\/div>\n<p>\u6b21\u306b\u3001\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u8a2d\u5b9a\u3057\u3066\u304b\u3089\u540c\u3058\u8cea\u554f\u3092\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u307e\u305a\u8a2d\u5b9a\u3067\u3059\u304c\u3001\u5de6\u5074\u3067<span class=\"Post-inline\">\u30d5\u30a3\u30eb\u30bf\u30fc<\/span> &gt; <span class=\"Post-inline\">\u624b\u52d5\u30d5\u30a3\u30eb\u30bf\u30fc<\/span>\u3067\u4e0b\u8a18\u306e\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/02\/setting-metadata-filtering.png\" alt=\"\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306e\u4f5c\u6210\u65b9\u6cd5\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u624b\u52d5\u30d5\u30a3\u30eb\u30bf\u30fc\u306e\u8a2d\u5b9a\u65b9\u6cd5<\/div>\n<p>\u6b21\u306b\u53f3\u5074\u3067\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306b\u691c\u7d22\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/02\/metadata-filtering-query-2.png\" alt=\"\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3042\u308a\u3067\u306e\u5b9f\u884c\u7d50\u679c\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3042\u308a\u3067\u306e\u5b9f\u884c\u7d50\u679c<\/div>\n<p>\u671f\u5f85\u901a\u308a\u3001\u5bfe\u8c61\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53d6\u5f97\u3067\u304d\u306a\u304f\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u3088\u3046\u306b\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3067\u306f\u3001\u7c21\u5358\u306b\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4 id=\"section-3-3\" class=\"Heading Title Title--s\">\u30d5\u30a3\u30eb\u30bf\u30fc\u30d1\u30bf\u30fc\u30f3\u4e00\u89a7<\/h4>\n<p>\u30d5\u30a3\u30eb\u30bf\u30fc\u3067\u3067\u304d\u308b\u3053\u3068\u306f\u304a\u304a\u3088\u305d\u4e0b\u8a18\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>type<\/th>\n<th>\u6f14\u7b97\u5b50<\/th>\n<th>\u610f\u5473<\/th>\n<th>\u5099\u8003<\/th>\n<\/tr>\n<tr>\n<td>string<\/td>\n<td>equals<\/td>\n<td>\u6587\u5b57\u5217\u306e\u5b8c\u5168\u4e00\u81f4<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>string<\/td>\n<td>notEquals<\/td>\n<td>\u6587\u5b57\u5217\u306e\u4e0d\u4e00\u81f4<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>string<\/td>\n<td>in<\/td>\n<td>\u6307\u5b9a\u914d\u5217\u306e\u3044\u305a\u308c\u304b\u306b\u4e00\u81f4<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>string<\/td>\n<td>startsWith<\/td>\n<td>\u524d\u65b9\u4e00\u81f4<\/td>\n<td>\u26a0\ufe0f S3 Vectors\u3067\u306f\u975e\u5bfe\u5fdc<\/td>\n<\/tr>\n<tr>\n<td>string<\/td>\n<td>stringContains<\/td>\n<td>\u90e8\u5206\u4e00\u81f4<\/td>\n<td>\u26a0\ufe0f S3 Vectors\u3067\u306f\u975e\u5bfe\u5fdc<\/td>\n<\/tr>\n<tr>\n<td>number<\/td>\n<td>equals<\/td>\n<td>\u6570\u5024\u306e\u5b8c\u5168\u4e00\u81f4<\/td>\n<td>float \u3067\u3082\u554f\u984c\u306a\u3057<\/td>\n<\/tr>\n<tr>\n<td>number<\/td>\n<td>notEquals<\/td>\n<td>\u6570\u5024\u306e\u4e0d\u4e00\u81f4<\/td>\n<td>\u30ad\u30fc\u672a\u8a2d\u5b9a\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3082\u53d6\u5f97\u3055\u308c\u308b<\/td>\n<\/tr>\n<tr>\n<td>number<\/td>\n<td>greaterThanOrEquals \/ lessThanOrEquals<\/td>\n<td>\u6307\u5b9a\u5024\u4ee5\u4e0a\uff08\u4ee5\u4e0b\uff09<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>number<\/td>\n<td>greaterThan \/ lessThan<\/td>\n<td>\u6307\u5b9a\u5024\u3088\u308a\u5927\u304d\u3044\uff08\u5c0f\u3055\u3044\uff09<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>number<\/td>\n<td>in \/ notIn<\/td>\n<td>\u8907\u6570\u5024\u4e00\u81f4<\/td>\n<td>\u274c \u672a\u5bfe\u5fdc<\/td>\n<\/tr>\n<tr>\n<td>boolean<\/td>\n<td>equals<\/td>\n<td>true \/ false \u6307\u5b9a<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>boolean<\/td>\n<td>notEquals<\/td>\n<td>true \/ false \u5426\u5b9a<\/td>\n<td>\u30ad\u30fc\u672a\u8a2d\u5b9a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3082\u53d6\u5f97\u3055\u308c\u308b<\/td>\n<\/tr>\n<tr>\n<td>list<\/td>\n<td>listContains<\/td>\n<td>\u914d\u5217\u306b\u5024\u304c\u542b\u307e\u308c\u308b\u304b<\/td>\n<td>\u6587\u5b57\u5217\u306e\u307f\uff08\u305d\u3082\u305d\u3082\u6570\u5b57\u306e\u30ea\u30b9\u30c8\u3092\u767b\u9332\u3067\u304d\u306a\u3044\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u8907\u5408<\/td>\n<td>andAll<\/td>\n<td>\u5168\u6761\u4ef6\u4e00\u81f4<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>\u8907\u5408<\/td>\n<td>orAll<\/td>\n<td>\u3044\u305a\u308c\u304b\u4e00\u81f4<\/td>\n<td><\/td>\n<\/tr>\n<\/table>\n<h3 id=\"section-4\" class=\"Heading Title Title--m\">\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u60c5\u5831\u3092\u7528\u3044\u3066\u56de\u7b54\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n<h4 id=\"section-4-1\" class=\"Heading Title Title--s\">\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306e\u30c6\u30b9\u30c8\u3067\u8d77\u304d\u308b\u3053\u3068<\/h4>\n<p>\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u60c5\u5831\u306f\u5fc5\u305a\u3057\u3082\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4f8b\u3048\u3070\u4eca\u56de\u3001\u5f0a\u793e\u30dd\u30fc\u30bf\u30eb\u30b5\u30a4\u30c8\u306e\u60c5\u5831\u3092\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u306b\u8d77\u3053\u3057\u3066RAG\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u969b\u3001\u56de\u7b54\u306b\u30dd\u30fc\u30bf\u30eb\u30b5\u30a4\u30c8\u306eURL\u3092\u542b\u3081\u305f\u3044\u3068\u8003\u3048\u308b\u306e\u306f\u81ea\u7136\u306a\u8003\u3048\u3068\u306a\u308a\u307e\u3059\u3002<br \/>\n\u3067\u306f\u3001\u8cc7\u683c\u53d6\u5f97\u652f\u63f4\u5236\u5ea6\u306e\u30da\u30fc\u30b8\u306eURL\u3092\u53d6\u5f97\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"Copy\"><code>\r\n\u8cc7\u683c\u53d6\u5f97\u652f\u63f4\u5236\u5ea6\u306b\u3064\u3044\u3066\u8a18\u8f09\u306e\u3042\u308b\u30dd\u30fc\u30bf\u30eb\u30da\u30fc\u30b8\u306eURL\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\r\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/02\/try-to-get-metadata-info.png\" alt=\"\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3066\u307f\u308b\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3066\u307f\u308b<\/div>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u4e00\u898b\u3061\u3083\u3093\u3068URL\u3092\u8fd4\u3057\u3066\u304f\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u304c\u3001<span class=\"Post-inline\">https:\/\/techfun-portal.example.com<\/span>\u3068\u5b58\u5728\u3057\u306a\u3044\u30c9\u30e1\u30a4\u30f3\u3092\u56de\u7b54\u3057\u3066\u3044\u307e\u3059\u3002\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u306f <span class=\"Post-inline\">url<\/span> \u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u56de\u7b54\u306b\u306f\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u60c5\u5831\u3092\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u306e\u3067\u3059\u3002<\/p>\n<h4 id=\"section-4-2\" class=\"Heading Title Title--s\">\u306a\u305c\u53d6\u5f97\u3067\u304d\u306a\u3044\u306e\u304b<\/h4>\n<p>\u3053\u308c\u306f\u4e0d\u5177\u5408\u3067\u306f\u306a\u304f\u3001<strong>\u4ed5\u69d8\u3069\u304a\u308a\u306e\u6319\u52d5<\/strong>\u3067\u3059\u3002\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306b\u304a\u3044\u3066\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">LLM\u306b\u81ea\u52d5\u3067\u6e21\u3055\u308c\u308b\u306e\u306f\u300c\u672c\u6587\uff08\u30c1\u30e3\u30f3\u30af\uff09\u300d\u306e\u307f<\/li>\n<li class=\"Base-list__child\">\u30e1\u30bf\u30c7\u30fc\u30bf\u306f\u3001\u6697\u9ed9\u7684\u306b\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u542b\u307e\u308c\u306a\u3044<\/li>\n<\/ul>\n<p>\u3068\u3044\u3046\u524d\u63d0\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306bURL\u3092\u5165\u308c\u3066\u304a\u3051\u3070\u56de\u7b54\u3057\u3066\u304f\u308c\u308b\u306f\u305a\u3068\u3044\u3046\u671f\u5f85\u306f\u6210\u7acb\u3057\u307e\u305b\u3093\u3002<\/p>\n<h4 id=\"section-4-3\" class=\"Heading Title Title--s\">\u56de\u907f\u4f8b\u2460 \u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u672c\u6587\u306b\u57cb\u3081\u8fbc\u3080<\/h4>\n<p>\u6700\u3082\u30b7\u30f3\u30d7\u30eb\u306a\u56de\u907f\u7b56\u306f\u3001<strong>\u30c7\u30fc\u30bf\u4f5c\u6210\u6642\u306b\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u672c\u6587\u3078\u57cb\u3081\u8fbc\u3080<\/strong>\u65b9\u6cd5\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u672c\u6587\u306e\u5192\u982d\u3084\u672b\u5c3e\u306b\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u30ab\u30c6\u30b4\u30ea<\/li>\n<li class=\"Base-list__child\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u540d<\/li>\n<li class=\"Base-list__child\">URL<\/li>\n<\/ul>\n<p>\u3092\u660e\u793a\u7684\u306b\u8a18\u8f09\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u3001LLM\u304c\u53c2\u7167\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u65b9\u6cd5\u306f\u5b9f\u88c5\u304c\u7c21\u5358\u3067\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u5358\u4f53\u3067\u5b8c\u7d50\u3057\u307e\u3059\u304c\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u30c7\u30fc\u30bf\u751f\u6210\u6642\u306e\u624b\u9593\u304c\u5897\u3048\u308b<\/li>\n<li class=\"Base-list__child\">\u30c1\u30e3\u30f3\u30af\u3054\u3068\u306bURL\u3092\u542b\u3081\u308b\u4e8b\u304c\u3067\u304d\u306a\u3044<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u30c7\u30e1\u30ea\u30c3\u30c8\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"section-4-4\" class=\"Heading Title Title--s\">\u56de\u907f\u4f8b\u2461 \u56de\u7b54\u751f\u6210\u3092\u81ea\u524d\u3067\u5b9f\u88c5\u3059\u308b<\/h4>\n<p>\u3088\u308a\u67d4\u8edf\u3067\u5b9f\u52d9\u5411\u304d\u306a\u306e\u304c\u3001<strong>\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306f\u691c\u7d22\u5c02\u7528\u3068\u5272\u308a\u5207\u308a\u3001\u56de\u7b54\u751f\u6210\u3092\u81ea\u524d\u3067\u5236\u5fa1\u3059\u308b\u65b9\u6cd5<\/strong>\u3067\u3059\u3002<\/p>\n<h5 id=\"section-4-4-1\" class=\"Heading Title Title--xs\">\u5168\u4f53\u306e\u6d41\u308c<\/h5>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        \u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3067 <span class=\"Post-inline\">retrieve<\/span> (\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u53d6\u5f97\u306e\u307f)\u3092\u5b9f\u884c\n    <\/li>\n<li class=\"Base-list__child\">\n        \u672c\u6587\u3068\u4e00\u7dd2\u306b\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\n    <\/li>\n<li class=\"Base-list__child\">\n        \u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u542b\u3081\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7d44\u307f\u7acb\u3066\u308b\n    <\/li>\n<li class=\"Base-list__child\">\n        Bedrock \u306e LLM\u3067\u56de\u7b54\u751f\u6210\n    <\/li>\n<\/ol>\n<p>\u3053\u306e\u69cb\u6210\u306b\u3088\u308a\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u6839\u62e0\u3068\u3057\u3066\u56de\u7b54\u306b\u53cd\u6620\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4 id=\"section-4-5\" class=\"Heading Title Title--s\">\u56de\u907f\u4f8b\u2461\u306e\u30c7\u30e2\uff1a\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u60c5\u5831\u3082\u542b\u3081\u3066\u56de\u7b54\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b<\/h4>\n<p>\u4ee5\u4e0b\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3092\u691c\u7d22\uff08retrieve\uff09\u3057\u305f\u7d50\u679c\u306e\u672c\u6587\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u3066 Nova \u306b\u6e21\u3057\u3001\u305d\u3053\u3067\u56de\u7b54\u751f\u6210\u3092\u3057\u3066\u3082\u3089\u3046\u5b9f\u88c5\u4f8b\u3067\u3059\u3002<\/p>\n<div class=\"Pre-title\">kb_agent.py<\/div>\n<pre class=\"Copy\"><code>\r\nimport json\r\n\r\nimport boto3\r\nfrom dotenv import load_dotenv\r\n\r\nload_dotenv()\r\n\r\nKNOWLEDGE_BASE_ID = &quot;XXXXXXXXX&quot;  # \u3054\u81ea\u8eab\u306eKnowledge Base ID\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\r\n\r\n\r\ndef make_kb_client():\r\n    session = boto3.Session()\r\n    return session.client(&quot;bedrock-agent-runtime&quot;, region_name=&quot;us-east-1&quot;)\r\n\r\n\r\ndef make_bedrock_runtime_client():\r\n    session = boto3.Session()\r\n    return session.client(&quot;bedrock-runtime&quot;, region_name=&quot;us-east-1&quot;)\r\n\r\n\r\ndef retrieve_documents(query: str, k: int = 3) -&gt; dict:\r\n    bedrock_client = make_kb_client()\r\n\r\n    response = bedrock_client.retrieve(\r\n        knowledgeBaseId=KNOWLEDGE_BASE_ID,\r\n        retrievalQuery={&quot;text&quot;: query},\r\n        retrievalConfiguration={\r\n            &quot;vectorSearchConfiguration&quot;: {\r\n                &quot;numberOfResults&quot;: k,\r\n            }\r\n        },\r\n    )\r\n    return response\r\n\r\n\r\ndef build_prompt(user_query: str, retrieval_response: dict) -&gt; str:\r\n    results = retrieval_response.get(&quot;retrievalResults&quot;, [])\r\n\r\n    # LLM\u306b\u6e21\u3059\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u4f5c\u308b\r\n    chunks = []\r\n    for i, r in enumerate(results, start=1):\r\n        text = (r.get(&quot;content&quot;, {}) or {}).get(&quot;text&quot;, &quot;&quot;)\r\n        meta = r.get(&quot;metadata&quot;, {}) or {}\r\n\r\n        chunks.append(\r\n            f&quot;&quot;&quot;\\\r\n## document-{i + 1}\r\n### \u672c\u6587\r\n{text}\r\n\r\n### \u30e1\u30bf\u30c7\u30fc\u30bf\r\n{json.dumps(meta, ensure_ascii=False)}\r\n&quot;&quot;&quot;\r\n        )\r\n\r\n    context = &quot;\\n&quot;.join(chunks)\r\n\r\n    prompt = f&quot;&quot;&quot;\\\r\n\u3042\u306a\u305f\u306f\u793e\u5185\u5236\u5ea6\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\r\n\u6b21\u306e\u300c\u691c\u7d22\u7d50\u679c\uff08text\uff09\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\uff08metadata\uff09\u300d\u3060\u3051\u3092\u6839\u62e0\u306b\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\r\n\u6839\u62e0\u306b\u4f7f\u3063\u305fdocument\u756a\u53f7\u3082\u3001[1]\u3001[2]\u306e\u5f62\u3067\u3001\u8a72\u5f53\u7b87\u6240\u306b\u4e00\u7dd2\u306b\u793a\u3057\u3066\u304f\u3060\u3055\u3044\r\n\r\n\u4f8b: \u300c\u3007\u3007\u300d\u3068\u8a18\u8f09\u304c\u3042\u308a\u307e\u3059 [1]\u3002\r\n\r\n# \u8cea\u554f\r\n{user_query}\r\n\r\n# \u691c\u7d22\u7d50\u679c\r\n{context}\r\n&quot;&quot;&quot;\r\n    return prompt\r\n\r\n\r\ndef generate_answer_with_nova(prompt: str) -&gt; str:\r\n    runtime_client = make_bedrock_runtime_client()\r\n\r\n    res = runtime_client.converse(\r\n        modelId=&quot;arn:aws:bedrock:us-east-1:682033496318:inference-profile\/us.amazon.nova-2-lite-v1:0&quot;,\r\n        messages=[{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: [{&quot;text&quot;: prompt}]}],\r\n        inferenceConfig={&quot;maxTokens&quot;: 200, &quot;temperature&quot;: 0.7, &quot;topP&quot;: 0.9},\r\n    )\r\n\r\n    return res[&quot;output&quot;][&quot;message&quot;][&quot;content&quot;][0][&quot;text&quot;]\r\n\r\n\r\ndef main(query: str) -&gt; str:\r\n    retrieval = retrieve_documents(query, k=3)\r\n\r\n    print(&quot;----------- retrieve -----------&quot;)\r\n    print(json.dumps(retrieval, indent=2, ensure_ascii=False))\r\n    print(&quot;--------------------------------&quot;)\r\n\r\n    prompt = build_prompt(query, retrieval)\r\n    answer = generate_answer_with_nova(prompt)\r\n\r\n    print(&quot;----------- answer ------------&quot;)\r\n    print(answer)\r\n    print(&quot;--------------------------------&quot;)\r\n\r\n    return answer\r\n\r\n\r\nif __name__ == &quot;__main__&quot;:\r\n    main(&quot;\u8cc7\u683c\u652f\u63f4\u53d6\u5f97\u5236\u5ea6\u306b\u3064\u3044\u3066\u8a18\u8f09\u306e\u3042\u308b\u30dd\u30fc\u30bf\u30eb\u30da\u30fc\u30b8\u306eURL\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044&quot;)\r\n\r\n<\/code><\/pre>\n<p>\u4e0a\u8a18\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<div class=\"Pre-title\">\u5b9f\u884c\u7d50\u679c<\/div>\n<pre class=\"Copy\"><code>\r\n----------- retrieve -----------\r\n{\r\n  &quot;ResponseMetadata&quot;: {...},\r\n  &quot;retrievalResults&quot;: [\r\n    {\r\n      &quot;content&quot;: {\r\n        &quot;text&quot;: &quot;\uff08\u7701\u7565\uff09&quot;,\r\n        &quot;type&quot;: &quot;TEXT&quot;\r\n      },\r\n      &quot;location&quot;: {\r\n        &quot;s3Location&quot;: {\r\n          &quot;uri&quot;: &quot;s3:\/\/knowledge-base-data-source-20260123\/portal-info\/\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u652f\u63f4\u5236\u5ea6\/\u8cc7\u683c\u53d6\u5f97\u652f\u63f4\u5236\u5ea6.md&quot;\r\n        },\r\n        &quot;type&quot;: &quot;S3&quot;\r\n      },\r\n      &quot;metadata&quot;: {\r\n        &quot;documentName&quot;: &quot;\u8cc7\u683c\u53d6\u5f97\u652f\u63f4\u5236\u5ea6&quot;,\r\n        &quot;category&quot;: &quot;\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u652f\u63f4\u5236\u5ea6&quot;,\r\n        &quot;url&quot;: &quot;https:\/\/...&quot;,\r\n        &quot;x-amz-bedrock-kb-chunk-id&quot;: &quot;d37cf20d-09b0-4b58-aa21-beb6a055ad43&quot;,\r\n        &quot;x-amz-bedrock-kb-data-source-id&quot;: &quot;1WX35XMKPB&quot;\r\n      },\r\n      &quot;score&quot;: 0.48266324262208227\r\n    },\r\n    {\r\n      &quot;content&quot;: {\r\n        &quot;text&quot;: &quot;\uff08\u7701\u7565\uff09&quot;,\r\n        &quot;type&quot;: &quot;TEXT&quot;\r\n      },\r\n      &quot;location&quot;: {\r\n        &quot;s3Location&quot;: {\r\n          &quot;uri&quot;: &quot;s3:\/\/knowledge-base-data-source-20260123\/portal-info\/\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u652f\u63f4\u5236\u5ea6\/\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u652f\u63f4\u5236\u5ea6.md&quot;\r\n        },\r\n        &quot;type&quot;: &quot;S3&quot;\r\n      },\r\n      &quot;metadata&quot;: {\r\n        &quot;documentName&quot;: &quot;\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u652f\u63f4\u5236\u5ea6&quot;,\r\n        &quot;category&quot;: &quot;\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u652f\u63f4\u5236\u5ea6&quot;,\r\n        &quot;url&quot;: &quot;https:\/\/...&quot;,\r\n        &quot;x-amz-bedrock-kb-chunk-id&quot;: &quot;f04ce2e0-f03f-4259-985a-9ad2ec32c42e&quot;,\r\n        &quot;x-amz-bedrock-kb-data-source-id&quot;: &quot;1WX35XMKPB&quot;\r\n      },\r\n      &quot;score&quot;: 0.4725861319882243\r\n    },\r\n    ...\r\n  ]\r\n}\r\n--------------------------------\r\n----------- answer ------------\r\n\u8cc7\u683c\u652f\u63f4\u53d6\u5f97\u5236\u5ea6\u306b\u3064\u3044\u3066\u8a18\u8f09\u306e\u3042\u308b\u30dd\u30fc\u30bf\u30eb\u30da\u30fc\u30b8\u306eURL\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002\r\n\r\n**https:\/\/...(\u5b9f\u969b\u306eURL: \u7701\u7565)** [2]\r\n\r\n\u3053\u306eURL\u306f\u3001document-2\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002\r\n--------------------------------\r\n<\/code><\/pre>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001<strong>\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u660e\u793a\u7684\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3078\u6e21\u3059\u3053\u3068\u3067<\/strong>\u3001URL\u306a\u3069\u306e\u88dc\u8db3\u60c5\u5831\u3092\u6839\u62e0\u4ed8\u304d\u3067\u56de\u7b54\u306b\u542b\u3081\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"section-5\" class=\"Heading Title Title--m\">\u307e\u3068\u3081<\/h3>\n<p>Amazon Bedrock \u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306b\u304a\u3051\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u306f\u3001RAG\u3092\u5b9f\u52d9\u30ec\u30d9\u30eb\u3067\u4f7f\u3044\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059\u3002\u7279\u306b\u3001\u691c\u7d22\u6bb5\u968e\u3067\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u5bfe\u8c61\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u7d5e\u308a\u8fbc\u3080\u3053\u3068\u3067\u3001\u985e\u4f3c\u5ea6\u691c\u7d22\u306e\u7cbe\u5ea6\u3092\u5b89\u5b9a\u3055\u305b\u3001\u56de\u7b54\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u767b\u9332\u3057\u305f\u60c5\u5831\u306f\u3001\u305d\u306e\u307e\u307e\u3067\u306f\u56de\u7b54\u751f\u6210\u306b\u306f\u5229\u7528\u3055\u308c\u307e\u305b\u3093\u3002\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306e\u30c6\u30b9\u30c8\u6a5f\u80fd\u3067URL\u306a\u3069\u3092\u5c0b\u306d\u3066\u3082\u53d6\u5f97\u3067\u304d\u306a\u3044\u306e\u306f\u3001\u4ed5\u69d8\u4e0a\u306e\u5236\u7d04\u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002\u3053\u306e\u6319\u52d5\u3092\u7406\u89e3\u305b\u305a\u306b\u8a2d\u8a08\u3092\u9032\u3081\u308b\u3068\u3001\u300c\u5165\u308c\u305f\u306f\u305a\u306e\u60c5\u5831\u304c\u56de\u7b54\u306b\u51fa\u3066\u3053\u306a\u3044\u300d\u3068\u3044\u3046\u9055\u548c\u611f\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<br \/>\n\u3053\u3046\u3057\u305f\u5236\u7d04\u306b\u5bfe\u3057\u3066\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u73fe\u5b9f\u7684\u306a\u56de\u907f\u7b56\u304c\u3042\u308a\u307e\u3059\u3002\u5c0f\u898f\u6a21\u3067\u3042\u308c\u3070\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u5185\u5bb9\u3092\u672c\u6587\u306b\u57cb\u3081\u8fbc\u3080\u65b9\u6cd5\u3067\u3082\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u304c\u3001\u3088\u308a\u67d4\u8edf\u3067\u62e1\u5f35\u6027\u306e\u9ad8\u3044\u69cb\u6210\u3092\u76ee\u6307\u3059\u306e\u3067\u3042\u308c\u3070\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3092\u691c\u7d22\u5c02\u7528\u3068\u5272\u308a\u5207\u308a\u3001retrieve\u7d50\u679c\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u660e\u793a\u7684\u306bLLM\u3078\u6e21\u3057\u3066\u56de\u7b54\u751f\u6210\u3092\u5236\u5fa1\u3059\u308b\u65b9\u6cd5\u304c\u6709\u52b9\u3067\u3059\u3002<br \/>\n\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306f\u300c\u3059\u3079\u3066\u3092\u81ea\u52d5\u3067\u3084\u3063\u3066\u304f\u308c\u308b\u4ed5\u7d44\u307f\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u691c\u7d22\u3092\u62c5\u3046\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u300d\u3068\u3057\u3066\u6349\u3048\u308b\u3053\u3068\u3067\u3001\u8a2d\u8a08\u306e\u81ea\u7531\u5ea6\u306f\u5927\u304d\u304f\u5e83\u304c\u308a\u307e\u3059\u3002\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u3069\u3046\u6271\u3046\u304b\u3092\u610f\u8b58\u3059\u308b\u3053\u3068\u3067\u3001RAG\u306f\u3088\u308a\u5b9f\u52d9\u306b\u8010\u3048\u308b\u4ed5\u7d44\u307f\u3078\u3068\u9032\u5316\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"section-6\" class=\"Heading Title Title--m\">\u751f\u6210AI\u6d3b\u7528\u652f\u63f4\u30b5\u30fc\u30d3\u30b9\u306e\u3054\u7d39\u4ecb<\/h3>\n<p>Tech Fun\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u30d5\u30a7\u30fc\u30ba\u306b\u5408\u308f\u305b\u3001\u751f\u6210AI\u6d3b\u7528\u306b\u5411\u3051\u305f\u652f\u63f4\u30923\u3064\u306e\u30d1\u30c3\u30af\u3067\u3054\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/diagnosis\/\" class=\"Ext\">\u7121\u6599\u8a3a\u65ad\u30d1\u30c3\u30af<\/a>\uff1a\u696d\u52d9\u30fb\u30d7\u30ed\u30bb\u30b9\u306e\u73fe\u72b6\u3092\u7121\u6599\u3067\u8a3a\u65ad\u3057\u3001\u751f\u6210AI\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u3092\u30ec\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\n    <\/li>\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/poc\/\" class=\"Ext\">\u691c\u8a3c\uff08PoC\uff09\u30d1\u30c3\u30af<\/a>\uff1a\u8a3a\u65ad\u3067\u6709\u52b9\u6027\u304c\u78ba\u8a8d\u3055\u308c\u305f\u696d\u52d9\u3092\u5bfe\u8c61\u306b\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u69cb\u7bc9\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\n    <\/li>\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/consulting\/\" class=\"Ext\">\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9<\/a>\uff1a\u751f\u6210AI\u5c0e\u5165\u6226\u7565\u306e\u7b56\u5b9a\u304b\u3089\u904b\u7528\u4f53\u5236\u69cb\u7bc9\u307e\u3067\u3092\u5305\u62ec\u7684\u306b\u652f\u63f4\u3057\u307e\u3059\u3002\n    <\/li>\n<\/ol>\n<p>\u751f\u6210AI\u306b\u9650\u3089\u305a\u3001Web\u30fb\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3084\u30a4\u30f3\u30d5\u30e9\u8a2d\u8a08\u306a\u3069\u3001\u6280\u8853\u9818\u57df\u3092\u554f\u308f\u305a\u3054\u76f8\u8ac7\u3092\u627f\u3063\u3066\u3044\u307e\u3059\u3002\u300c\u4f55\u304b\u3089\u59cb\u3081\u308c\u3070\u826f\u3044\u304b\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u6bb5\u968e\u3067\u3082\u69cb\u3044\u307e\u305b\u3093\u306e\u3067\u3001\u305c\u3072\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b RAG\uff08Retrieval Augmented Generation\uff09\u3092\u69cb\u7bc9\u3057\u3066\u3044\u308b\u3068\u3001 \u691c\u7d22\u7d50\u679c\u3092\u3082\u3063\u3068\u7684\u78ba\u306b\u7d5e\u308a\u8fbc\u307f\u305f\u3044 \u56de\u7b54\u306b\u300cURL\u300d\u3084\u300c\u30ab\u30c6\u30b4\u30ea\u300d\u3068\u3044\u3063\u305f\u88dc\u8db3\u60c5\u5831\u3082\u542b\u3081\u305f\u3044 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