{"id":5183,"date":"2025-09-11T10:45:45","date_gmt":"2025-09-11T10:45:45","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=5183"},"modified":"2025-09-11T10:45:45","modified_gmt":"2025-09-11T10:45:45","slug":"amazon-bedrock-knowledge-bases%e3%81%a7%e5%ae%9f%e7%8f%be%e3%81%99%e3%82%8b%e5%85%83%e3%81%ae%e3%83%aa%e3%83%b3%e3%82%af%e3%81%a8%e3%82%bb%e3%83%83%e3%83%88%e3%81%a7%e6%a4%9c%e7%b4%a2%e3%81%a7","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/5183\/","title":{"rendered":"Amazon Bedrock Knowledge Bases\u3067\u5b9f\u73fe\u3059\u308b&#8221;\u5143\u306e\u30ea\u30f3\u30af\u3068\u30bb\u30c3\u30c8&#8221;\u3067\u691c\u7d22\u3067\u304d\u308bRAG &#8211; LayerX \u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0"},"content":{"rendered":"\n<\/p>\n<div>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/t\/tomoaki25\/20250911\/20250911173055.png\" width=\"1200\" height=\"630\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u3053\u3061\u3089\u306f <a target=\"_blank\" href=\"https:\/\/www.notion.so\/layerx\/6975c0901ea54ca9b609fafc3e8a35c3?v=268cdd370bae80cc8dfb000c55400a25\">LayerX AI Agent\u30d6\u30ed\u30b0\u30ea\u30ec\u30fc<\/a> 4\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n<p>3\u65e5\u76ee\u306e\u8a18\u4e8b\u306fomori\uff08<a target=\"_blank\" href=\"https:\/\/x.com\/onsd_\">@onsd_<\/a>\uff09\u3055\u3093\u306b\u3088\u308b<a target=\"_blank\" href=\"https:\/\/tech.layerx.co.jp\/entry\/stable-ai-agent-dev-with-langfuse\"> \u5b89\u5b9a\u3057\u305fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u30fb\u904b\u7528\u3092\u5b9f\u73fe\u3059\u308bLangfuse\u6d3b\u7528\u65b9\u6cd5<\/a> \u3067\u3057\u305f\u3002\u5b9f\u969b\u306b\u672c\u756a\u7a3c\u50cd\u3057\u3066\u3044\u308b\u30b5\u30fc\u30d3\u30b9\u306eLLMOps\u4e8b\u4f8b\u306f\u672c\u5f53\u306b\u8cb4\u91cd\u3067\u5927\u5909\u52c9\u5f37\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u3093\u306b\u3061\u306f\u3001\u5168\u3066\u306e\u7d4c\u6e08\u6d3b\u52d5\u3092\u30c7\u30b8\u30bf\u30eb\u5316\u3057\u305f\u3044Tomoaki\uff08<a target=\"_blank\" href=\"https:\/\/x.com\/tapioca_pudd\">@tapioca_pudd<\/a>\uff09\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u5927\u751f\u6210AI\u6642\u4ee3\u306b\u751f\u304d\u3066\u3044\u308c\u3070\u30013\u5ea6\u306e\u30e1\u30b7\u3088\u308aRAG\u304c\u6b32\u3057\u304f\u306a\u308b\u3053\u3068\u306f\u3088\u304f\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u7686\u3055\u3093\u306f\u3069\u306e\u3088\u3046\u306b\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\u304b\uff1f<\/p>\n<p>\u5f0a\u793e\u306b\u304a\u3044\u3066\u3082\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3084\u55b6\u696d\u306e\u751f\u7523\u6027\u5411\u4e0a\u304c\u91cd\u8981\u306a\u8ab2\u984c\u3067\u3042\u308a\u3001\u30b5\u30dd\u30fc\u30c8\u30b5\u30a4\u30c8\u3084\u30d7\u30ed\u30c0\u30af\u30c8\u4ed5\u69d8\u3092\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u3059\u308bRAG\uff08Retrieval-Augmented Generation\uff09\u3092\u69cb\u7bc9\u3057\u3001\u304a\u5ba2\u69d8\u304b\u3089\u306e\u304a\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3057\u3066\u56de\u7b54\u6848\u3092\u81ea\u52d5\u3067\u751f\u6210\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u958b\u767a\u306a\u3069\u3092\u9032\u3081\u3066\u304a\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u80cc\u666f\u304b\u3089\u3001RAG\u306e\u6226\u7565\u7684\u306a\u91cd\u8981\u6027\u306f\u307e\u3059\u307e\u3059\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>AWS\u793e\u304c\u63d0\u4f9b\u3059\u308b<a target=\"_blank\" href=\"https:\/\/aws.amazon.com\/bedrock\/knowledge-bases\/?utm_source=chatgpt.com\">Amazon Bedrock Knowledge Bases<\/a> \uff08\u4ee5\u964dKnowledge Bases\u3068\u547c\u3076\uff09\u306fRetrieval Augmented Generation (RAG)\u3092\u7c21\u5358\u306b\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/p>\n<p>Knowledge Bases\u306f\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u69cb\u7bc9\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u307e\u3067\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u3067\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u81ea\u7136\u8a00\u8a9e\u306e\u30af\u30a8\u30ea\u306e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u7528\u306e\u30af\u30a8\u30ea\u306b\u5909\u63db\u3001RAG\u306e\u53d6\u5f97\u7d50\u679c\u306e\u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u8981\u7d04\u751f\u6210\u306a\u3069\u3001RAG\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u500b\u4eba\u7684\u306b\u9b45\u529b\u7684\u306b\u611f\u3058\u3066\u3044\u308b\u306e\u306f\u3001\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3067\u304d\u308b\u70b9\u3067\u3001Amazon S3\u3067\u7ba1\u7406\u3057\u3066\u3044\u308b\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092sync\u30b3\u30de\u30f3\u30c91\u3064\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u69cb\u7bc9\u3057\u3066\u304f\u308c\u307e\u3059\u3002<br \/>\n\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306f\u3053\u308c\u307e\u3067\u306fOpenSearch\u304c\u4e3b\u6d41\u3060\u3063\u305f\u306e\u304b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u6700\u8fd1\u306fS3 Vectors\u304cpreview\u3068\u3057\u3066\u767b\u5834\u3057\u305f\u3053\u3068\u306b\u3088\u308a\u30b3\u30b9\u30c8\u7684\u306b\u3082\u975e\u5e38\u306b\u30ea\u30fc\u30ba\u30ca\u30d6\u30eb\u306bRAG\u304c\u69cb\u7bc9\u53ef\u80fd\u306b\u306a\u308a\u3001\u975e\u5e38\u306b\u671f\u5f85\u304c\u9ad8\u307e\u308a\u307e\u3059\u306d\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Faws.amazon.com%2Fjp%2Fblogs%2Fnews%2Fintroducing-amazon-s3-vectors-first-cloud-storage-with-native-vector-support-at-scale%2F\" title=\"Amazon S3 Vectors \u306e\u7d39\u4ecb:\u30cd\u30a4\u30c6\u30a3\u30d6\u30d9\u30af\u30c8\u30eb\u3092\u5927\u898f\u6a21\u306b\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u6700\u521d\u306e\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8 (\u30d7\u30ec\u30d3\u30e5\u30fc) | Amazon Web Services\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/aws.amazon.com\/jp\/blogs\/news\/introducing-amazon-s3-vectors-first-cloud-storage-with-native-vector-support-at-scale\/\">aws.amazon.com<\/a><\/cite><\/p>\n<p>\u3061\u306a\u307f\u306b\u4f59\u8ac7\u3067\u3059\u304c\u3001S3 Vectors \u304b\u3089OpenSearch Serverless\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3078\u306e\u30ef\u30f3\u30af\u30ea\u30c3\u30af\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3082\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u304a\u308a\u3001\u3088\u308a\u9ad8\u901f\u306a\u30af\u30a8\u30ea\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u72b6\u6cc1\u306b\u5fdc\u3058\u3066OpenSearch\u3092\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002\u983b\u7e41\u306b\u30af\u30a8\u30ea\u3055\u308c\u306a\u3044\u30d9\u30af\u30c8\u30eb\u3092 S3 Vectors \u306b\u4fdd\u6301\u3057\u3001\u9ad8\u5ea6\u306a\u691c\u7d22\u6a5f\u80fd\u3092\u5fc5\u8981\u3068\u3059\u308b\u3088\u3046\u306a\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u5236\u7d04\u304c\u6700\u3082\u9ad8\u3044\u64cd\u4f5c\u306b\u306f OpenSearch \u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30d9\u30af\u30c8\u30eb\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u5206\u6563\u3055\u305b\u3001\u30b3\u30b9\u30c8\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3001\u7cbe\u5ea6\u3092\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002<br \/>\n<iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Faws.amazon.com%2Fjp%2Fblogs%2Fnews%2Foptimizing-vector-search-using-amazon-s3-vectors-and-amazon-opensearch-service%2F\" title=\"Amazon S3 Vectors \u3068 Amazon OpenSearch Service \u306b\u3088\u308b\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u6700\u9069\u5316 | Amazon Web Services\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/aws.amazon.com\/jp\/blogs\/news\/optimizing-vector-search-using-amazon-s3-vectors-and-amazon-opensearch-service\/\">aws.amazon.com<\/a><\/cite><\/p>\n<p>\u4eca\u56de\u306e\u30d6\u30ed\u30b0\u3067\u306fKnowledge Bases\u3067RAG\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306eTips\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>RAG\u306b\u9650\u3089\u305a\u691c\u7d22\u5168\u822c\u306b\u8a00\u3048\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u3069\u3093\u306a\u306b\u6027\u80fd\u306e\u3044\u3044\u30e2\u30c7\u30eb\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5229\u7528\u3057\u305f\u3068\u3057\u3066\u3082\u691c\u7d22\u7d50\u679c\u304c&#8221;\u7d76\u5bfe&#8221;\u6b63\u3057\u3044\u3068\u3044\u3046\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br \/>\n\u305d\u3057\u3066\u3001\u751f\u6210AI\u304cRAG\u306b\u3088\u308b\u691c\u7d22\u7d50\u679c\u3092\u5229\u7528\u3057\u305f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u5834\u5408\u3001\u4eee\u306b\u8aa4\u3063\u305f\u60c5\u5831\u6e90\u3092\u53d6\u5f97\u3057\u305f\u3068\u3057\u3066\u3082\u305d\u306e\u8aa4\u3063\u305f\u60c5\u5831\u3092\u5143\u306b\u3042\u305f\u304b\u3082\u6b63\u3057\u3044\u3088\u3046\u306b\u56de\u7b54\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u306f\u3088\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3042\u308b\u7a0b\u5ea6\u7cbe\u901a\u3057\u305f\u9818\u57df\u306e\u5185\u5bb9\u3067\u3042\u308c\u3070\u3001\u305d\u306e\u5185\u5bb9\u304c\u9593\u9055\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u308f\u304b\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3067\u3059\u304c\u3001\u57fa\u672c\u7684\u306b\u751f\u6210AI\u306b\u554f\u3044\u5408\u308f\u305b\u3066\u3044\u308b\u6642\u70b9\u3067\u7cbe\u901a\u3057\u3066\u306a\u3044\u53ef\u80fd\u6027\u306e\u65b9\u304c\u9ad8\u304f\u3001\u751f\u6210AI\u306e\u56de\u7b54\u304c\u8aa4\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u533a\u5225\u3059\u308b\u306e\u306f\u81f3\u96e3\u306e\u696d\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001RAG\u306e\u6027\u80fd\u306f\u5b8c\u74a7\u3067\u306f\u306a\u3044\u306e\u3067\u3001\u69cb\u7bc9\u3059\u308b\u4e0a\u3067\u5927\u4e8b\u306a\u306e\u306f<strong>\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u5229\u7528\u3057\u305f\u60c5\u5831\u6e90\u3092\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u304c\u691c\u8a3c\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068<\/strong>\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u30d0\u30af\u30e9\u30af\u3068\u3044\u3046\u30b5\u30fc\u30d3\u30b9\u306e\u30b5\u30dd\u30fc\u30c8\u30b5\u30a4\u30c8\u306e\u30da\u30fc\u30b8\u3092\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u3057\u305fRAG\u3092\u4f5c\u308a\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u95a2\u3059\u308b\u8cea\u554f\u306b\u4f55\u3067\u3082\u56de\u7b54\u3057\u3066\u304f\u308c\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3068\u3057\u307e\u3059\u3002<br \/>\n\u751f\u6210\u3057\u305f\u56de\u7b54\u3068\u4e00\u7dd2\u306b\u56de\u7b54\u306e\u751f\u6210\u306b\u5229\u7528\u3055\u308c\u305f\u30b5\u30dd\u30fc\u30c8\u30b5\u30a4\u30c8\u306e\u5177\u4f53\u7684\u306a\u30da\u30fc\u30b8\u306eURL\u3082\u30bb\u30c3\u30c8\u3067\u56de\u7b54\u3057\u3066\u3042\u3052\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u5b9f\u969b\u306b\u751f\u6210\u5185\u5bb9\u3092\u691c\u8a3c\u3057\u305f\u308a\u3001\u3088\u308a\u8a73\u7d30\u306a\u60c5\u5831\u3092\u8abf\u3079\u306b\u3044\u304f\u3053\u3068\u304c\u5bb9\u6613\u306b\u3067\u304d\u307e\u3059\u3002<br \/>\n\u9006\u306b\u30ea\u30f3\u30af\u304c\u306a\u3044\u3068\u3001\u751f\u6210AI\u306e\u56de\u7b54\u3092\u4fe1\u3058\u308b\u3057\u304b\u306a\u3044\u3067\u3059\u304c\u3001\u751f\u6210AI\u306e\u56de\u7b54\u7cbe\u5ea6\u306f100%\u306b\u306f\u306a\u3089\u306a\u3044\u3068\u3044\u3046\u6027\u8cea\u4e0a\u3042\u307e\u308a\u3088\u308d\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u3067\u306f\u3001Knowledge Bases\u3067RAG\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u3001<strong>\u3053\u306e&#8221;\u5143\u306e\u30ea\u30f3\u30af\u3068\u30bb\u30c3\u30c8&#8221;\u3067\u691c\u7d22\u7d50\u679c\u304c\u53d6\u5f97\u3067\u304d\u308bRAG\u306f\u3069\u306e\u3088\u3046\u306b\u3057\u305f\u3089\u69cb\u7bc9\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u304b<\/strong>\uff1f<\/p>\n<p>Knowledge Bases\u3067Retrive\u3092\u5b9f\u884c\u3057\u305f\u3068\u304d\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-json\" data-lang=\"json\" data-unlink=\"\"><span class=\"synError\">HTTP<\/span>\/1.1 200\n<span class=\"synError\">Content<\/span>-<span class=\"synError\">type<\/span>: <span class=\"synError\">application<\/span>\/<span class=\"synError\">json<\/span>\n\n<span class=\"synSpecial\">{<\/span>\n   \"<span class=\"synStatement\">guardrailAction<\/span>\": \"<span class=\"synConstant\">string<\/span>\",\n   \"<span class=\"synStatement\">nextToken<\/span>\": \"<span class=\"synConstant\">string<\/span>\",\n   \"<span class=\"synStatement\">retrievalResults<\/span>\": <span class=\"synSpecial\">[<\/span> \n      <span class=\"synSpecial\">{<\/span> \n         \"<span class=\"synStatement\">content<\/span>\": <span class=\"synSpecial\">{<\/span> \n            \"<span class=\"synStatement\">byteContent<\/span>\": \"<span class=\"synConstant\">string<\/span>\",\n            \"<span class=\"synStatement\">row<\/span>\": <span class=\"synSpecial\">[<\/span> \n               <span class=\"synSpecial\">{<\/span> \n                  \"<span class=\"synStatement\">columnName<\/span>\": \"<span class=\"synConstant\">string<\/span>\",\n                  \"<span class=\"synStatement\">columnValue<\/span>\": \"<span class=\"synConstant\">string<\/span>\",\n                  \"<span class=\"synStatement\">type<\/span>\": \"<span class=\"synConstant\">string<\/span>\"\n               <span class=\"synSpecial\">}<\/span>\n            <span class=\"synSpecial\">]<\/span>,\n            \"<span class=\"synStatement\">text<\/span>\": \"<span class=\"synConstant\">string<\/span>\",\n            \"<span class=\"synStatement\">type<\/span>\": \"<span class=\"synConstant\">string<\/span>\"\n         <span class=\"synSpecial\">}<\/span>,\n         \"<span class=\"synStatement\">location<\/span>\": <span class=\"synSpecial\">{<\/span> \n            \"<span class=\"synStatement\">confluenceLocation<\/span>\": <span class=\"synSpecial\">{<\/span> \n               \"<span class=\"synStatement\">url<\/span>\": \"<span class=\"synConstant\">string<\/span>\"\n            <span class=\"synSpecial\">}<\/span>,\n            \"<span class=\"synStatement\">customDocumentLocation<\/span>\": <span class=\"synSpecial\">{<\/span> \n               \"<span class=\"synStatement\">id<\/span>\": \"<span class=\"synConstant\">string<\/span>\"\n            <span class=\"synSpecial\">}<\/span>,\n            \"<span class=\"synStatement\">kendraDocumentLocation<\/span>\": <span class=\"synSpecial\">{<\/span> \n               \"<span class=\"synStatement\">uri<\/span>\": \"<span class=\"synConstant\">string<\/span>\"\n            <span class=\"synSpecial\">}<\/span>,\n            \"<span class=\"synStatement\">s3Location<\/span>\": <span class=\"synSpecial\">{<\/span> \n               \"<span class=\"synStatement\">uri<\/span>\": \"<span class=\"synConstant\">string<\/span>\"\n            <span class=\"synSpecial\">}<\/span>,\n            \"<span class=\"synStatement\">salesforceLocation<\/span>\": <span class=\"synSpecial\">{<\/span> \n               \"<span class=\"synStatement\">url<\/span>\": \"<span class=\"synConstant\">string<\/span>\"\n            <span class=\"synSpecial\">}<\/span>,\n            \"<span class=\"synStatement\">sharePointLocation<\/span>\": <span class=\"synSpecial\">{<\/span> \n               \"<span class=\"synStatement\">url<\/span>\": \"<span class=\"synConstant\">string<\/span>\"\n            <span class=\"synSpecial\">}<\/span>,\n            \"<span class=\"synStatement\">sqlLocation<\/span>\": <span class=\"synSpecial\">{<\/span> \n               \"<span class=\"synStatement\">query<\/span>\": \"<span class=\"synConstant\">string<\/span>\"\n            <span class=\"synSpecial\">}<\/span>,\n            \"<span class=\"synStatement\">type<\/span>\": \"<span class=\"synConstant\">string<\/span>\",\n            \"<span class=\"synStatement\">webLocation<\/span>\": <span class=\"synSpecial\">{<\/span> \n               \"<span class=\"synStatement\">url<\/span>\": \"<span class=\"synConstant\">string<\/span>\"\n            <span class=\"synSpecial\">}<\/span>\n         <span class=\"synSpecial\">}<\/span>,\n         \"<span class=\"synStatement\">metadata<\/span>\": <span class=\"synSpecial\">{<\/span> \n            \"<span class=\"synStatement\">string<\/span>\" : <span class=\"synError\">JSON<\/span> <span class=\"synError\">value<\/span> \n         <span class=\"synSpecial\">}<\/span>,\n         \"<span class=\"synStatement\">score<\/span>\": <span class=\"synError\">number<\/span>\n      <span class=\"synSpecial\">}<\/span>\n   <span class=\"synSpecial\">]<\/span>\n<span class=\"synSpecial\">}<\/span>\n<\/pre>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fdocs.aws.amazon.com%2Fja_jp%2Fbedrock%2Flatest%2FAPIReference%2FAPI_agent-runtime_Retrieve.html\" title=\"Retrieve - Amazon Bedrock\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/docs.aws.amazon.com\/ja_jp\/bedrock\/latest\/APIReference\/API_agent-runtime_Retrieve.html\">docs.aws.amazon.com<\/a><\/cite><\/p>\n<p>\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u4e2d\u306b\u306flocation\u3068\u3044\u3046\u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u3042\u308a\u3001\u4f8b\u3048\u3070S3\u3092\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u3057\u305f\u5834\u5408\u3001\u691c\u7d22\u306b\u30d2\u30c3\u30c8\u3057\u305f\u30c1\u30e3\u30f3\u30af\u304c\u5177\u4f53\u7684\u306bS3\u306e\u3069\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u7531\u6765\u3060\u3063\u305f\u306e\u304b\u3092s3Location\u3067\u6559\u3048\u3066\u304f\u308c\u307e\u3059\u3002<br \/>\ns3Location\u306f\u958b\u767a\u8005\u3068\u3057\u3066\u306f\u5b09\u3057\u3044\u3067\u3059\u304c\u3001\u4f8b\u3048\u3070\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u306a\u3069\u306fAWS\u4e0a\u306eS3\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u898b\u308c\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u306e\u3067\u3001\u3053\u308c\u3060\u3051\u3067\u306f&#8221;\u5143\u306e\u30ea\u30f3\u30af\u3068\u30bb\u30c3\u30c8&#8221;\u3067\u691c\u7d22\u7d50\u679c\u304c\u53d6\u5f97\u3067\u304d\u308bRAG\u306f\u4f5c\u308c\u306a\u305d\u3046\u3067\u3059\u3002<\/p>\n<p>\u305f\u3060\u3001S3\u306b\u306f\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4ed8\u4e0e\u3067\u304d\u308b\u6a5f\u80fd\u304c\u3042\u308b\u306e\u3067\u3001\u3042\u3089\u304b\u3058\u3081S3\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30ea\u30f3\u30af\u3092\u30bb\u30c3\u30c8\u3057\u3066\u304a\u3051\u3070\u3001\u53d6\u5f97\u3057\u305f\u7d50\u679c\u306es3Location\u304b\u3089S3\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u30ea\u30f3\u30af\u3092\u5f15\u3063\u5f35\u3063\u3066\u304f\u308b\u3053\u3068\u304c\u3067\u304d\u305d\u3046\u3067\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Faws.amazon.com%2Fjp%2Fs3%2Ffeatures%2Fmetadata%2F\" title=\"\u30c7\u30fc\u30bf\u691c\u51fa\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u30fc - Amazon S3 Metadata - AWS\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/aws.amazon.com\/jp\/s3\/features\/metadata\/\">aws.amazon.com<\/a><\/cite><\/p>\n<p>\u307e\u3041\u3001\u60aa\u304f\u306f\u306a\u3044\u3067\u3059\u304c\u3001\u6bce\u56deRAG\u306e\u6700\u5f8c\u306bS3\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u306e\u306f\u5730\u5473\u306b\u3081\u3093\u3069\u304f\u3055\u3044\u3067\u3059\u3088\u306d\u3002\u3002\u3002<\/p>\n<p>\u3042\u3041\u3001Knowledge Bases\u306b\u76f4\u63a5\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4ed8\u4e0e\u3067\u304d\u308c\u3070\u3044\u3044\u306e\u306b\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Faws.amazon.com%2Fjp%2Fblogs%2Fnews%2Fknowledge-bases-for-amazon-bedrock-now-supports-metadata-filtering-to-improve-retrieval-accuracy%2F\" title=\"Knowledge Bases for Amazon Bedrock \u304c\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u691c\u7d22\u7cbe\u5ea6\u5411\u4e0a | Amazon Web Services\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/aws.amazon.com\/jp\/blogs\/news\/knowledge-bases-for-amazon-bedrock-now-supports-metadata-filtering-to-improve-retrieval-accuracy\/\">aws.amazon.com<\/a><\/cite><\/p>\n<p>\u306a\u3093\u3068\u3001Knowledge Bases\u306b\u306f\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4ed8\u4e0e\u3059\u308b\u6a5f\u80fd\u304c\u3042\u308b\u3058\u3083\u3042\u308a\u307e\u305b\u3093\u304b\u3002<\/p>\n<p>\u30d6\u30ed\u30b0\u3067\u306f\u3001\u4eca\u56de\u306e\u3088\u3046\u306a&#8221;\u5143\u306e\u30ea\u30f3\u30af\u3068\u30bb\u30c3\u30c8&#8221;\u3067\u691c\u7d22\u7d50\u679c\u304c\u53d6\u5f97\u3059\u308b\u3068\u3044\u3046\u7528\u9014\u3067\u306f\u306a\u304f\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u691c\u7d22\u6027\u80fd\u3092\u4e0a\u3052\u308b\u624b\u6bb5\u3068\u3057\u3066\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Knowledge Bases\u3067\u306f\u5404\u6587\u66f8\u306b\u5bfe\u3057\u3066\u30ab\u30b9\u30bf\u30e0\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\uff08\u6700\u5927 10KB \u307e\u3067\uff09\u3092\u6307\u5b9a\u3067\u304d\u3001\u30c7\u30fc\u30bf\u53d6\u5f97\u6642\u306b\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306b\u5bfe\u3057\u3066\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304d\u4e8b\u524d\u306b\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3057\u305f\u4e0a\u3067\u3001\u95a2\u9023\u3059\u308b\u6587\u66f8\u3092\u691c\u7d22\u3067\u304d\u308b\u6a5f\u80fd\u306e\u3088\u3046\u3067\u3059\u3002<br \/>\n\u3053\u306e\u65b9\u6cd5\u306b\u3088\u3063\u3066\u53d6\u5f97\u3055\u308c\u308b\u6587\u66f8\u3092\u5236\u5fa1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u7279\u306b\u30af\u30a8\u30ea\u306e\u89e3\u91c8\u304c\u66d6\u6627\u306a\u5834\u5408\u306b\u691c\u7d22\u6027\u80fd\u306e\u5411\u4e0a\u306b\u5bc4\u4e0e\u3059\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u6620\u753b\u306e\u691c\u7d22\u306b\u304a\u3044\u3066\u3001\u300cGood quality movies packed with actions\u300d\u3068\u3044\u3046\u30af\u30a8\u30ea\u306f\u30a2\u30af\u30b7\u30e7\u30f3\u6620\u753b\u306b\u52a0\u3048\u3066\u30b9\u30dd\u30fc\u30c4\u6620\u753b\u3082\u30d2\u30c3\u30c8\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u304c\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u6620\u753b\u3068\u3044\u3046\u30e1\u30bf\u30c7\u30fc\u30bf\u3067\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3059\u308c\u3070\u691c\u7d22\u306e\u6b63\u78ba\u6027\u304c\u5411\u4e0a\u3057\u3001\u3055\u3089\u306b\u691c\u7d22\u5bfe\u8c61\u3068\u306a\u308b\u30c1\u30e3\u30f3\u30af\u306e\u6570\u3092\u6e1b\u3089\u3059\u3053\u3068\u3082\u3067\u304d\u308b\u306e\u3067\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3082\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u6620\u753b\u691c\u7d22\u306b\u304a\u3051\u308b\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306e\u4f8b\uff08AWS\u306e\u30d6\u30ed\u30b0\u3088\u308a\u5f15\u7528\uff09\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/t\/tomoaki25\/20250911\/20250911150435.png\" width=\"892\" height=\"248\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u6620\u753b\u691c\u7d22\u306b\u304a\u3051\u308b\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306e\u4f8b\uff08AWS\u793e\u306e\u30d6\u30ed\u30b0\u3088\u308a\u5f15\u7528\uff09<\/figcaption><\/figure>\n<\/p>\n<p>\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4ed8\u4e0e\u306f\u975e\u5e38\u306b\u7c21\u5358\u3067\u3001\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3068\u540c\u3058\u540d\u524d\u306b <code>.metadata.json<\/code> \u306esuffix\u3092\u4ed8\u3051\u305f\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3092\u540c\u3058\u968e\u5c64\u306b\u4fdd\u5b58\u3059\u308b\u3060\u3051\u3067\u4ed8\u4e0e\u3055\u308c\u307e\u3059\u3002\u30e1\u30bf\u30c7\u30fc\u30bf\u306f\u6587\u5b57\u5217\u3001\u6570\u5024\u3001bool\u5024\u306e\u3044\u305a\u308c\u304b\u3067\u8a2d\u5b9a\u53ef\u80fd\u3067\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u306e\u4f8b\u3067\u3059\u3002<\/p>\n<pre class=\"code lang-json\" data-lang=\"json\" data-unlink=\"\"><span class=\"synSpecial\">{<\/span>\n    \"<span class=\"synStatement\">metadataAttributes<\/span>\" : <span class=\"synSpecial\">{<\/span> \n        \"<span class=\"synStatement\">tag<\/span>\" : \"<span class=\"synConstant\">project EVE<\/span>\",\n        \"<span class=\"synStatement\">year<\/span>\" :  <span class=\"synConstant\">2016<\/span>,\n        \"<span class=\"synStatement\">team<\/span>\": \"<span class=\"synConstant\">ninjas<\/span>\"\n    <span class=\"synSpecial\">}<\/span>\n<span class=\"synSpecial\">}<\/span>\n<\/pre>\n<p>\u6a5f\u80fd\u306e\u8da3\u65e8\u3068\u3057\u3066\u306fcontext\u306b\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u6e21\u3057\u3001\u30af\u30a8\u30ea\u6642\u306b\u30e1\u30bf\u30c7\u30fc\u30bf\u3067\u3042\u308b\u7a0b\u5ea6\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3057\u3066\u304a\u3051\u3070\u3001\u6027\u80fd\u304c\u4e0a\u304c\u308b\u3088\u3068\u3044\u3046\u30b7\u30f3\u30d7\u30eb\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u30d5\u30a3\u30eb\u30bf\u30fc\u3055\u308c\u308b\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306e\u30c1\u30e3\u30f3\u30af\u306b\u5bfe\u3057\u3066\u4efb\u610f\u306e\u60c5\u5831\u3092\u30e1\u30bf\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4ed8\u4e0e\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u5b9f\u969b\u306b\u8a66\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u30d6\u30ed\u30b0\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3068\u540c\u3058\u540d\u524d\u306b .metadata.json \u306esuffix\u3092\u4ed8\u3051\u305f\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3092\u3064\u3051\u3089\u308c\u308b\u3068\u3044\u3046\u3053\u3068\u3060\u3063\u305f\u306e\u3067\u4eca\u56de\u306f\u4ee5\u4e0b\u306e\u30b9\u30ad\u30fc\u30de\u3067\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4ed8\u4e0e\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-json\" data-lang=\"json\" data-unlink=\"\"><span class=\"synSpecial\">{<\/span>\n  \"<span class=\"synStatement\">metadataAttributes<\/span>\": <span class=\"synSpecial\">{<\/span>\n    \"<span class=\"synStatement\">original-url<\/span>\": \"<span class=\"synConstant\"\/>\"\n  <span class=\"synSpecial\">}<\/span>\n<span class=\"synSpecial\">}<\/span>\n<\/pre>\n<p>\u3061\u306a\u307f\u306b\u8a66\u3057\u306b8\u500b\u307b\u3069\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4ed8\u4e0e\u3057\u3088\u3046\u3068\u3057\u305f\u3068\u3053\u308d<code>Metadata object must have at most 10 keys<\/code>\u3068\u3044\u3046\u30a8\u30e9\u30fc\u306b\u906d\u9047\u3057\u307e\u3057\u305f\u3002<br \/>\n\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u306f\u898b\u5f53\u305f\u3089\u306a\u304b\u3063\u305f\u3067\u3059\u304c\u30af\u30aa\u30fc\u30bf\u304c\u3042\u308b\u3088\u3046\u3067\u3059\u306d\u3002<\/p>\n<p>\u4eca\u56de\u306f8\u500b\u3057\u304b\u8a2d\u5b9a\u3057\u3066\u306a\u3044\u306e\u306b\u30a8\u30e9\u30fc\u304c\u3067\u305f\u306e\u3067\u5b9f\u969b\u30e6\u30fc\u30b6\u30fc\u304c\u8a2d\u5b9a\u3067\u304d\u308b\u6570\u304c10\u500b\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u3053\u306e\u30d6\u30ed\u30b0\u306e\u6700\u5f8c\u306eretrieve\u7d50\u679c\u3092\u898b\u308b\u3068\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u30b7\u30b9\u30c6\u30e0\u5074\u3067\u52dd\u624b\u306b\u751f\u6210\u3055\u308c\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u304c3\u3064\u3042\u3063\u305f\u3053\u3068\u304b\u3001\u304a\u305d\u3089\u304f\u5b9f\u8cea10\u304b\u30893\u3092\u5f15\u3044\u305f7\u500b\u304c\u30e6\u30fc\u30b6\u30fc\u304c\u8a2d\u5b9a\u3067\u304d\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u6700\u5927\u6570\u3060\u3068\u63a8\u5bdf\u3057\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f<a target=\"_blank\" href=\"https:\/\/bakuraku.jp\/news\/\">\u30d0\u30af\u30e9\u30af\u306e\u304a\u77e5\u3089\u305b<\/a>\u306b\u3042\u308b\u30d7\u30ec\u30b9\u30ea\u30ea\u30fc\u30b9\u3092\u3044\u304f\u3064\u304b\u30d4\u30c3\u30af\u30a2\u30c3\u30d7\u3057markdown\u5f62\u5f0f\u3067S3\u306b\u4fdd\u5b58\u3057\u3066RAG\u3092\u69cb\u7bc9\u3057\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"S3\u306b\u30b5\u30f3\u30d7\u30eb\u306e\u30d5\u30a1\u30a4\u30eb\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u30bb\u30c3\u30c8\u3059\u308b\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/t\/tomoaki25\/20250911\/20250911161758.png\" width=\"1200\" height=\"500\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>S3\u306b\u30b5\u30f3\u30d7\u30eb\u306e\u30d5\u30a1\u30a4\u30eb\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u30bb\u30c3\u30c8\u3059\u308b<\/figcaption><\/figure>\n<\/p>\n<p>Knowledge Bases\u306e\u69cb\u7bc9\u65b9\u6cd5\u306f\u4eca\u56de\u306f\u5272\u611b\u3057\u307e\u3059\u304c\u3001S3 Vectors\u3067\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002<\/p>\n<pre class=\"code lang-zsh\" data-lang=\"zsh\" data-unlink=\"\">aws bedrock-agent-runtime retrieve \\\n  --knowledge-base-id <span class=\"synConstant\">'<knowledge-base-id>'<\/knowledge-base-id><\/span> \\\n  --retrieval-query <span class=\"synConstant\">'{\"text\": \"\u30d0\u30af\u30e9\u30af\u3067\u306fETC\u30ab\u30fc\u30c9\u306f\u767a\u884c\u3067\u304d\u308b\uff1f\"}'<\/span>\n<\/pre>\n<p>\u3067\u306f\u5b9f\u969b\u306bretrieve\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3059\u3002\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306b\u306fETC\u30ab\u30fc\u30c9\u306b\u95a2\u3059\u308b\u30d7\u30ec\u30b9\u30ea\u30ea\u30fc\u30b9\u3092\u5165\u308c\u305f\u306e\u3067\u3001ETC\u30ab\u30fc\u30c9\u304c\u767a\u884c\u3067\u304d\u308b\u304b\u3092\u805e\u3044\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>\u7dca\u5f35\u306e\u77ac\u9593\u3067\u3059\u306d\u3002<\/p>\n<pre class=\"code lang-json\" data-lang=\"json\" data-unlink=\"\"><span class=\"synSpecial\">{<\/span>\n    \"<span class=\"synStatement\">retrievalResults<\/span>\": <span class=\"synSpecial\">[<\/span>\n        <span class=\"synSpecial\">{<\/span>\n            \"<span class=\"synStatement\">content<\/span>\": <span class=\"synSpecial\">{<\/span>\n                \"<span class=\"synStatement\">text<\/span>\": \"<span class=\"synConstant\">[](data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==) ![](https:\/\/bakuraku.jp\/wp-content\/themes\/bakuraku-lp-theme-202205\/rebranding\/assets\/images\/common\/button-accent1.png) \u30d0\u30af\u30e9\u30af\u304c\u308f\u304b\u308b3\u70b9\u30bb\u30c3\u30c8 \u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9 \u7121\u6599 ](\/contact\/) [050-1790-5547\uff08\u5e73\u65e5 10:00 - 18:00\uff09](tel:050-1790-5547) [\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9](https:\/\/bakuraku.jp\/resources\/product\/resources-series-bakuraku\/) [\u304a\u554f\u5408\u305b](https:\/\/bakuraku.jp\/contact\/) \u516c\u958b\u65e5\uff1a2025\/09\/04 \u300c\u30d0\u30af\u30e9\u30af\u30d3\u30b8\u30cd\u30b9\u30ab\u30fc\u30c9\u300d\u304c\u5e74\u4f1a\u8cbb\u7121\u6599\u30fb\u30af\u30ec\u30ab\u7d10\u4ed8\u3051\u4e0d\u8981\u306e\u72ec\u7acb\u578bETC\u30ab\u30fc\u30c9\u3092\u30ea\u30ea\u30fc\u30b9\u3002\u9ad8\u901f\u9053\u8def\u5229\u7528\u306e\u7d71\u5236\u5f37\u5316\u3068\u7d4c\u8cbb\u7ba1\u7406\u3092\u52b9\u7387\u5316\u3002 ================================================================= ![\u300c\u30d0\u30af\u30e9\u30af\u30d3\u30b8\u30cd\u30b9\u30ab\u30fc\u30c9\u300d\u304c\u5e74\u4f1a\u8cbb\u7121\u6599\u30fb\u30af\u30ec\u30ab\u7d10\u4ed8\u3051\u4e0d\u8981\u306e\u72ec\u7acb\u578bETC\u30ab\u30fc\u30c9\u3092\u30ea\u30ea\u30fc\u30b9\u3002\u9ad8\u901f\u9053\u8def\u5229\u7528\u306e\u7d71\u5236\u5f37\u5316\u3068\u7d4c\u8cbb\u7ba1\u7406\u3092\u52b9\u7387\u5316\u3002]<\/span>\",\n                \"<span class=\"synStatement\">type<\/span>\": \"<span class=\"synConstant\">TEXT<\/span>\"\n            <span class=\"synSpecial\">}<\/span>,\n            \"<span class=\"synStatement\">location<\/span>\": <span class=\"synSpecial\">{<\/span>\n                \"<span class=\"synStatement\">s3Location<\/span>\": <span class=\"synSpecial\">{<\/span>\n                    \"<span class=\"synStatement\">uri<\/span>\": \"<span class=\"synConstant\">s3:\/\/tmp-tomoaki-bakuraku-resources\/bakuraku_jp_1757574469716.md<\/span>\"\n                <span class=\"synSpecial\">}<\/span>,\n                \"<span class=\"synStatement\">type<\/span>\": \"<span class=\"synConstant\">S3<\/span>\"\n            <span class=\"synSpecial\">}<\/span>,\n            \"<span class=\"synStatement\">metadata<\/span>\": <span class=\"synSpecial\">{<\/span>\n                \"<span class=\"synStatement\">x-amz-bedrock-kb-source-uri<\/span>\": \"<span class=\"synConstant\">s3:\/\/tmp-tomoaki-bakuraku-resources\/bakuraku_jp_1757574469716.md<\/span>\",\n                \"<span class=\"synStatement\">original-url<\/span>\": \"<span class=\"synConstant\">https:\/\/bakuraku.jp\/news\/20250903\/<\/span>\", \n                \"<span class=\"synStatement\">x-amz-bedrock-kb-chunk-id<\/span>\": \"<span class=\"synConstant\">cbfd48ff-cfdc-431e-b288-e59cdf3ea86b<\/span>\",\n                \"<span class=\"synStatement\">x-amz-bedrock-kb-data-source-id<\/span>\": \"<span class=\"synConstant\">XXXXXXXXX<\/span>\"\n            <span class=\"synSpecial\">}<\/span>,\n            \"<span class=\"synStatement\">score<\/span>\": <span class=\"synConstant\">0.6693078260533764<\/span>\n        <span class=\"synSpecial\">}<\/span>,\n        <span class=\"synSpecial\">{<\/span>\n            \"<span class=\"synStatement\">content<\/span>\": <span class=\"synSpecial\">{<\/span>\u4ed6\u306e\u7d50\u679c<span class=\"synSpecial\">}<\/span>\n        <span class=\"synSpecial\">}<\/span>,\n        <span class=\"synSpecial\">{<\/span>\n            \"<span class=\"synStatement\">content<\/span>\": <span class=\"synSpecial\">{<\/span>\u4ed6\u306e\u7d50\u679c<span class=\"synSpecial\">}<\/span>\n        <span class=\"synSpecial\">}<\/span><span class=\"synError\">,<\/span>\n<span class=\"synError\">    ]<\/span>\n}\n<\/pre>\n<p>\u898b\u4e8bETC\u30ab\u30fc\u30c9\u306e\u30ea\u30ea\u30fc\u30b9\u306b\u95a2\u3059\u308b\u30d7\u30ec\u30b9\u30ea\u30ea\u30fc\u30b9\u3068\u8a18\u4e8b\u304c\u691c\u7d22\u306e\u30c8\u30c3\u30d7\u306b\u6765\u307e\u3057\u305f\u3002\u305d\u3057\u3066\u3001metadata\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u898b\u308b\u3068<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">\"original-url\": \"https:\/\/bakuraku.jp\/news\/20250903\/\", <\/pre>\n<p>\u5143\u306e\u30ea\u30f3\u30af\u304c\u53d6\u5f97\u3067\u304d\u3066\u3044\u307e\u3059\uff01\uff01\uff01<\/p>\n<p>\u3081\u3067\u305f\u3057\uff01\uff01\uff01<\/p>\n<p>\u5229\u7528\u3059\u308b\u201c\u524d\u5f8c\u201d\u306e\u696d\u52d9\u3082\u30e9\u30af\u306b\u306a\u308b\u30d0\u30af\u30e9\u30af\u30d3\u30b8\u30cd\u30b9\u30ab\u30fc\u30c9\u3001\u4eca\u306a\u3089\u30ad\u30e3\u30c3\u30b7\u30e5\u30d0\u30c3\u30af\u3082\u3057\u3066\u3044\u308b\u3057\u3001ETC\u30ab\u30fc\u30c9\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u3057\u3068\u3066\u3082\u4fbf\u5229\u3067\u304a\u3059\u3059\u3081\u3067\u3059\uff01<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fbakuraku.jp%2Fnews%2F20250903%2F\" 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href=\"https:\/\/bakuraku.jp\/news\/20250903\/\">bakuraku.jp<\/a><\/cite><\/p>\n<p>LayerX\u3067\u306f\u5727\u5012\u7684\u306b\u4f7f\u3044\u3084\u3059\u3044\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u5c4a\u3051\u3001\u5229\u7528\u8005\u304c\u30ef\u30af\u30ef\u30af\u3059\u308b\u3088\u3046\u306a\u4f53\u9a13\u4f5c\u308a\u3092\u76ee\u6307\u3057\u3066\u65e5\u3005\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u6700\u8fd1\u306fBet AI\u3092\u63b2\u3052AI\u306b\u30d5\u30eb\u30d9\u30c3\u30c8\u3057\u3066\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u5c11\u3057\u3067\u3082\u8208\u5473\u304c\u6e67\u3044\u305f\u65b9\u306f\u305c\u3072\u30ab\u30b8\u30e5\u30a2\u30eb\u9762\u8ac7\u3057\u307e\u3057\u3087\u3046\uff01<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fjobs.layerx.co.jp%2Fopendoor%2F1cdcdd370bae80ec86ebd4137814092c%2F\" title=\"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u696d\u52d9\u306e\u81ea\u52d5\u5316\u306b\u3064\u3044\u3066\u8a71\u3057\u305f\u3044 \/ LayerX \u63a1\u7528\u60c5\u5831\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/jobs.layerx.co.jp\/opendoor\/1cdcdd370bae80ec86ebd4137814092c\/\">jobs.layerx.co.jp<\/a><\/cite><\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fjobs.layerx.co.jp%2Fopendoor%2Faf85297bd3b249989eda9efff9c9a275%2F\" title=\"\u65b0\u5352\u30fb\u7b2c\u4e8c\u65b0\u5352\u3067LayerX\u306b\u8208\u5473\u304c\u3042\u308b\u65b9\u304a\u8a71\u3057\u3057\u307e\u3057\u3087\u3046\uff01 \/ LayerX \u63a1\u7528\u60c5\u5831\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/jobs.layerx.co.jp\/opendoor\/af85297bd3b249989eda9efff9c9a275\/\">jobs.layerx.co.jp<\/a><\/cite><\/p>\n<\/div>\n<p><script>(function(d, s, id) {\n  var js, fjs = d.getElementsByTagName(s)[0];\n  if (d.getElementById(id)) return;\n  js = d.createElement(s); js.id = id;\n  js.src = \"\/\/connect.facebook.net\/ja_JP\/sdk.js#xfbml=1&appId=719729204785177&version=v17.0\";\n  fjs.parentNode.insertBefore(js, fjs);\n}(document, 'script', 'facebook-jssdk'));<\/script><br \/>\n<br \/>\n<br \/><a href=\"https:\/\/tech.layerx.co.jp\/entry\/amazon-bedrock-knowledge-bases-retrieve-wiht-original-url\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u3053\u3061\u3089\u306f LayerX AI Agent\u30d6\u30ed\u30b0\u30ea\u30ec\u30fc 4\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002 3\u65e5\u76ee\u306e\u8a18\u4e8b\u306fomori\uff08@onsd_\uff09\u3055\u3093\u306b\u3088\u308b \u5b89\u5b9a\u3057\u305fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u30fb\u904b\u7528\u3092\u5b9f\u73fe\u3059\u308bLangfuse\u6d3b\u7528\u65b9\u6cd5 \u3067\u3057\u305f\u3002\u5b9f\u969b\u306b\u672c\u756a\u7a3c\u50cd\u3057 [&hellip;]","protected":false},"author":1,"featured_media":5184,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-5183","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Amazon Bedrock Knowledge Bases\u3067\u5b9f\u73fe\u3059\u308b&quot;\u5143\u306e\u30ea\u30f3\u30af\u3068\u30bb\u30c3\u30c8&quot;\u3067\u691c\u7d22\u3067\u304d\u308bRAG - LayerX \u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0 - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/tech.layerx.co.jp\/entry\/amazon-bedrock-knowledge-bases-retrieve-wiht-original-url\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Amazon Bedrock Knowledge Bases\u3067\u5b9f\u73fe\u3059\u308b&quot;\u5143\u306e\u30ea\u30f3\u30af\u3068\u30bb\u30c3\u30c8&quot;\u3067\u691c\u7d22\u3067\u304d\u308bRAG - LayerX \u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0 - \u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"og:description\" content=\"\u3053\u3061\u3089\u306f LayerX AI Agent\u30d6\u30ed\u30b0\u30ea\u30ec\u30fc 4\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002 3\u65e5\u76ee\u306e\u8a18\u4e8b\u306fomori\uff08@onsd_\uff09\u3055\u3093\u306b\u3088\u308b \u5b89\u5b9a\u3057\u305fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u30fb\u904b\u7528\u3092\u5b9f\u73fe\u3059\u308bLangfuse\u6d3b\u7528\u65b9\u6cd5 \u3067\u3057\u305f\u3002\u5b9f\u969b\u306b\u672c\u756a\u7a3c\u50cd\u3057 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/tech.layerx.co.jp\/entry\/amazon-bedrock-knowledge-bases-retrieve-wiht-original-url\" \/>\n<meta property=\"og:site_name\" content=\"\u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-11T10:45:45+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/pokecon.jp\/job\/wp-content\/uploads\/2025\/09\/https3A2F2Fcdn-ak.f.st-hatena.com2Fimages2Ffotolife2Ft2Ftomoaki252F202509112F20250911173055.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1300\" \/>\n\t<meta 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