{"id":5275,"date":"2025-09-12T09:59:20","date_gmt":"2025-09-12T09:59:20","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=5275"},"modified":"2025-09-12T09:59:20","modified_gmt":"2025-09-12T09:59:20","slug":"azure-x-c%e3%81%a7rag%e3%82%92%e4%bd%9c%e3%82%8d%e3%81%86%ef%bc%81-alternative-architecture-dojo","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/5275\/","title":{"rendered":"Azure x C#\u3067RAG\u3092\u4f5c\u308d\u3046\uff01 &#8211; Alternative Architecture DOJO"},"content":{"rendered":"\n<\/p>\n<div>\n<p>\u7686\u3055\u3093\u3053\u3093\u306b\u3061\u306f\u3001\u30aa\u30eb\u30bf\u30fc\u30d6\u30fc\u30b9\u306e\u661f\u52a0\u3067\u3059\uff01<br \/>\u4eca\u56de\u306f\u3001Azure OpenAI\u306e\u5b66\u7fd2\u3082\u517c\u306d\u3066\u3001Azure\u3092\u4f7f\u7528\u3057\u305fRAG\u3092\u69cb\u7bc9\u3057\u3066\u307f\u307e\u3057\u305f\u3002<br \/>Azure\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30b5\u30af\u30c3\u3068RAG\u3092\u4f5c\u308b\u3053\u3068\u304c\u51fa\u6765\u308b\u306e\u3067\u3001Azure\u4e0a\u306e\u64cd\u4f5c\u3092\u4e2d\u5fc3\u306b\u3001\u4f5c\u308a\u65b9\u3092\u3054\u7d39\u4ecb\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>Azure\u3067\u306f\u3001RAG\u306f\u6b21\u306e\u3088\u3046\u306b\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<blockquote>\n<p>\u691c\u7d22\u62e1\u5f35\u751f\u6210 (RAG) \u306f\u30012 \u3064\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u7d44\u307f\u5408\u308f\u305b\u305f AI \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u307e\u305a\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001Web \u306a\u3069\u306e\u5916\u90e8\u30bd\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u3053\u306e\u60c5\u5831\u304c\u53ce\u96c6\u3055\u308c\u308b\u3068\u3001\u305d\u308c\u3092\u7528\u3044\u3066\u56de\u7b54\u306e\u751f\u6210\u306e\u969b\u306b\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u3001\u305d\u306e\u8cea\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u691c\u7d22\u30c6\u30af\u30cb\u30c3\u30af\u3068\u751f\u6210\u30c6\u30af\u30cb\u30c3\u30af\u306e\u4e21\u65b9\u306e\u9577\u6240\u304c\u6d3b\u7528\u3055\u308c\u3001\u56de\u7b54\u304c\u6b63\u78ba\u3067\u95a2\u9023\u6027\u304c\u9ad8\u3044\u3082\u306e\u3067\u3042\u308a\u3001\u3055\u3089\u306b\u5165\u624b\u53ef\u80fd\u306a\u6700\u65b0\u304b\u3064\u7279\u5b9a\u306e\u60c5\u5831\u306b\u3088\u3063\u3066\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u88dc\u5f37\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u4fdd\u8a3c\u3055\u308c\u307e\u3059\u3002\u3053\u306e 2 \u3064\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001RAG \u30b7\u30b9\u30c6\u30e0\u306f\u7d14\u7c8b\u306a\u751f\u6210\u30e2\u30c7\u30eb\u3088\u308a\u3082\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u7e4a\u7d30\u306a\u51fa\u529b\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/blockquote>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fazure.microsoft.com%2Fja-jp%2Fresources%2Fcloud-computing-dictionary%2Fwhat-is-retrieval-augmented-generation-rag\" title=\"RAG \u3068\u306f | Microsoft Azure\" 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:\/\/azure.microsoft.com\/ja-jp\/resources\/cloud-computing-dictionary\/what-is-retrieval-augmented-generation-rag\">azure.microsoft.com<\/a><\/cite><\/p>\n<p>\u5b66\u7fd2\u3057\u305f\u30c7\u30fc\u30bf\u304b\u3089\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u3092\u5f15\u7528\u3057\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u7e4a\u7d30\u306a\u56de\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3067\u306f\u5b9f\u969b\u306b\u3001Azure\u30ea\u30bd\u30fc\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001RAG\u3092\u69cb\u7bc9\u3057\u307e\u3057\u3087\u3046\u3002<br \/>\u4eca\u56de\u306f3\u3064\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u4f7f\u7528\u3057\u305f\u3001\u30b7\u30f3\u30d7\u30eb\u306aRAG\u306b\u3057\u307e\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250910\/20250910171610.png\" width=\"1200\" height=\"490\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<ul>\n<li>Azure \u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3<\/li>\n<li>.NET 8.0<\/li>\n<li>Visual Studio 2022<\/li>\n<\/ul>\n<p>\u307e\u305a\u306fRAG\u306e\u69cb\u7bc9\u306b\u5fc5\u8981\u306a\u30ea\u30bd\u30fc\u30b9\u3092\u6e96\u5099\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<h2 id=\"1-1-\u30ea\u30bd\u30fc\u30b9\u306e\u30c7\u30d7\u30ed\u30a4\">1-1. \u30ea\u30bd\u30fc\u30b9\u306e\u30c7\u30d7\u30ed\u30a4<\/h2>\n<p>\u4ee5\u4e0b\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u9806\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002<br \/>\u8a18\u8f09\u3055\u308c\u3066\u3044\u306a\u3044\u8a2d\u5b9a\u5024\u306f\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u307e\u307e\u3067\u5927\u4e08\u592b\u3067\u3059\u3002<br \/>\u5404\u30ea\u30bd\u30fc\u30b9\u306e\u540d\u524d\u306f\u4efb\u610f\u3067\u3059\u304c\u3001\u30d1\u30d6\u30ea\u30c3\u30afURL\u306b\u540d\u524d\u304c\u542b\u307e\u308c\u308b\u3082\u306e\u3082\u3042\u308b\u306e\u3067\u3001\u500b\u4eba\u306e\u60c5\u5831\u306a\u3069\u306f\u542b\u307e\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30ea\u30bd\u30fc\u30b9\u30b0\u30eb\u30fc\u30d7<\/strong><\/p>\n<ul>\n<li>\u57fa\u672c\n<ul>\n<li>\u30ea\u30bd\u30fc\u30b9\u30b0\u30eb\u30fc\u30d7\u540d: <code>\u4efb\u610f\u306e\u30ea\u30bd\u30fc\u30b9\u30b0\u30eb\u30fc\u30d7\u540d<\/code><\/li>\n<li>\u30ea\u30fc\u30b8\u30e7\u30f3: <code>Japan East<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>Azure OpenAI<\/strong><\/p>\n<ul>\n<li>\u57fa\u672c\n<ul>\n<li>\u30ea\u30bd\u30fc\u30b9\u30b0\u30eb\u30fc\u30d7: <code>1\u306e\u30ea\u30bd\u30fc\u30b9\u30b0\u30eb\u30fc\u30d7\u540d<\/code><\/li>\n<li>\u30ea\u30bd\u30fc\u30b9\u540d: <code>\u4efb\u610f\u306e\u30ea\u30bd\u30fc\u30b9\u540d<\/code><\/li>\n<li>\u30ea\u30fc\u30b8\u30e7\u30f3: <code>East US 2<\/code><\/li>\n<li>\u4fa1\u683c\u30ec\u30d9\u30eb: <code>Standard S0<\/code><\/li>\n<\/ul>\n<\/li>\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\n<ul>\n<li>\u30bf\u30a4\u30d7: <code>All networks, including the internet, can access this resource.<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>Azure AI Search<\/strong><\/p>\n<ul>\n<li>\u57fa\u672c\n<ul>\n<li>\u30ea\u30bd\u30fc\u30b9\u30b0\u30eb\u30fc\u30d7: <code>1\u306e\u30ea\u30bd\u30fc\u30b9\u30b0\u30eb\u30fc\u30d7\u540d<\/code><\/li>\n<li>\u30ea\u30bd\u30fc\u30b9\u540d: <code>\u4efb\u610f\u306e\u30ea\u30bd\u30fc\u30b9\u540d<\/code><\/li>\n<li>\u30ea\u30fc\u30b8\u30e7\u30f3: <code>Japan East<\/code><\/li>\n<li>\u4fa1\u683c\u30ec\u30d9\u30eb: <code>\u57fa\u672c<\/code><\/li>\n<\/ul>\n<\/li>\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\n<ul>\n<li>\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u63a5\u7d9a: <code>\u30d1\u30d6\u30ea\u30c3\u30af<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u30b9\u30c8\u30ec\u30fc\u30b8\u30a2\u30ab\u30a6\u30f3\u30c8<\/strong><\/p>\n<ul>\n<li>\u57fa\u672c\n<ul>\n<li>\u30ea\u30bd\u30fc\u30b9\u30b0\u30eb\u30fc\u30d7: <code>1\u306e\u30ea\u30bd\u30fc\u30b9\u30b0\u30eb\u30fc\u30d7\u540d<\/code><\/li>\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8\u30a2\u30ab\u30a6\u30f3\u30c8\u540d: <code>\u4efb\u610f\u306e\u30ea\u30bd\u30fc\u30b9\u540d<\/code><\/li>\n<li>\u30ea\u30fc\u30b8\u30e7\u30f3: <code>Japan East<\/code><\/li>\n<li>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9: <code>Standard<\/code><\/li>\n<li>\u5197\u9577\u6027: <code>\u30ed\u30fc\u30ab\u30eb\u5197\u9577\u30b9\u30c8\u30ec\u30fc\u30b8 (LRS)<\/code><\/li>\n<\/ul>\n<\/li>\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\n<ul>\n<li>\u30d1\u30d6\u30ea\u30c3\u30af\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a2\u30af\u30bb\u30b9: <code>\u6709\u52b9\u306b\u3059\u308b<\/code><\/li>\n<li>\u30d1\u30d6\u30ea\u30c3\u30af\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a2\u30af\u30bb\u30b9\u30b9\u30b3\u30fc\u30d7: <code>\u3059\u3079\u3066\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304b\u3089\u6709\u52b9\u306b\u3059\u308b<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2 id=\"1-2-\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\">1-2. \u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4<\/h2>\n<p>\u691c\u7d22\u524d\u306e\u4e0b\u51e6\u7406\u3068\u3001\u56de\u7b54\u306e\u751f\u6210\u306b\u4f7f\u7528\u3059\u308b2\u3064\u306e\u30e2\u30c7\u30eb\u3092Azure OpenAI\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f <code>gpt-4.1<\/code> \u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u4ed6\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p>\u4f5c\u6210\u3057\u305f Azure OpenAI \u30ea\u30bd\u30fc\u30b9\u306b\u79fb\u52d5\u3057\u3001\u300c\u6982\u8981 &gt; Explore Azure AI Foundry portal\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152020.png\" width=\"1200\" height=\"619\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>Azure AI Foundry \u304c\u958b\u3044\u305f\u3089\u3001\u300c\u30c7\u30d7\u30ed\u30a4 &gt; \u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4 &gt; \u57fa\u672c\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/>\n<span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250910\/20250910171710.png\" width=\"700\" height=\"691\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p><code>gpt-4.1<\/code> \u3092\u9078\u629e\u3057\u3001\u300c\u78ba\u8a8d\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250910\/20250910171755.png\" width=\"1006\" height=\"669\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u30ea\u30bd\u30fc\u30b9\u306e\u5834\u6240\u304c\u300cAzure OpenAI\u300d\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u3068\u540c\u69d8\u306e <code>East US 2<\/code> \u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3001\u300c\u30c7\u30d7\u30ed\u30a4\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><a target=\"_blank\" href=\"https:\/\/learn.microsoft.com\/ja-jp\/azure\/ai-foundry\/openai\/quotas-limits\">\u30af\u30a9\u30fc\u30bf<\/a>\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u6642\u306f\u3001\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u3067\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152153.png\" width=\"629\" height=\"536\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u518d\u5ea6\u300c\u30c7\u30d7\u30ed\u30a4\u300d\u3092\u62bc\u3057\u3001\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u306b\u6210\u529f\u3057\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250910\/20250910171813.png\" width=\"1058\" height=\"682\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>1-2-2 \uff5e 1-2-4 \u306e\u624b\u9806\u3092\u53c2\u8003\u306b <code>text-embedding-3-large<\/code> \u3092\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002<br \/>\u4e21\u30e2\u30c7\u30eb\u3068\u3082\u30c7\u30d7\u30ed\u30a4\u306b\u6210\u529f\u3057\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250910\/20250910171820.png\" width=\"1057\" height=\"610\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<\/ol>\n<h3 id=\"1-3-\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u6e96\u5099\">1-3. \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u6e96\u5099<\/h3>\n<p>Azure Blob Storage \u306b\u3001RAG\u3067\u4f7f\u7528\u3059\u308b\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<br \/>\u4eca\u56de\u306f\u3001\u5185\u95a3\u5b98\u623f\u60c5\u5831\u901a\u4fe1\u6280\u8853\uff08IT\uff09\u7dcf\u5408\u6226\u7565\u5ba4\u306e\u300c\u30a2\u30b8\u30e3\u30a4\u30eb\u958b\u767a\u5b9f\u8df5\u30ac\u30a4\u30c9\u30d6\u30c3\u30af\u300d\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u4ee5\u4e0b\u30ea\u30f3\u30af\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002<\/strong><br \/>\n<a target=\"_blank\" href=\"https:\/\/www.digital.go.jp\/assets\/contents\/node\/basic_page\/field_ref_resources\/e2a06143-ed29-4f1d-9c31-0f06fca67afc\/150a60b4\/20220422_resources_standard_guidelines_guidebook_01.pdf\">https:\/\/www.digital.go.jp\/assets\/contents\/node\/basic_page\/field_ref_resources\/e2a06143-ed29-4f1d-9c31-0f06fca67afc\/150a60b4\/20220422_resources_standard_guidelines_guidebook_01.pdf<\/a><\/p>\n<ol>\n<li>\n<p>\u4f5c\u6210\u3057\u305f Azure OpenAI \u30ea\u30bd\u30fc\u30b9\u306b\u79fb\u52d5\u3057\u3001\u300c\u30b9\u30c8\u30ec\u30fc\u30b8 \u30d6\u30e9\u30a6\u30b6\u30fc &gt; BLOB\u30b3\u30f3\u30c6\u30ca\u30fc\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152754.png\" width=\"1200\" height=\"481\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u300c\u30b3\u30f3\u30c6\u30ca\u2015\u306e\u8ffd\u52a0\u300d\u3092\u62bc\u3057\u3001\u753b\u9762\u53f3\u5074\u306b\u51fa\u3066\u304d\u305f\u30a6\u30a3\u30f3\u30c9\u306e\u300c\u540d\u524d\u300d\u306b <code>documents<\/code> \u3092\u5165\u529b\u3057\u3001\u300c\u4f5c\u6210\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/>\n<span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152805.png\" width=\"1200\" height=\"678\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u8ffd\u52a0\u3055\u308c\u305f\u300cdocuments\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/>\n<span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152818.png\" width=\"595\" height=\"363\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u300c\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u300d\u3092\u62bc\u3057\u3001\u753b\u9762\u53f3\u5074\u306b\u51fa\u3066\u304d\u305f\u30a6\u30a3\u30f3\u30c9\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f <code>20220422_resources_standard_guidelines_guidebook_01.pdf<\/code> \u3092\u6dfb\u4ed8\u3057\u3001\u300c\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152828.png\" width=\"1200\" height=\"329\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>PDF\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u306b\u6210\u529f\u3057\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250910\/20250910172507.png\" width=\"1053\" height=\"124\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152839.png\" width=\"1053\" height=\"124\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<\/ol>\n<h3 id=\"1-4-\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u4f5c\u6210\">1-4. \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u4f5c\u6210<\/h3>\n<p>Azure Blob Storage \u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p>\u4f5c\u6210\u3057\u305f Azure AI Search \u30ea\u30bd\u30fc\u30b9\u306b\u79fb\u52d5\u3057\u3001\u300c\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d9\u30af\u30bf\u30fc\u5316\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152436.png\" width=\"1200\" height=\"350\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u300cAzure Blob Storage\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152505.png\" width=\"1200\" height=\"494\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u300cRAG\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152521.png\" width=\"1200\" height=\"533\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u4ee5\u4e0b\u306e\u5024\u3092\u305d\u308c\u305e\u308c\u5165\u529b\u3057\u3001\u300c\u6b21\u3078\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8\u30a2\u30ab\u30a6\u30f3\u30c8: \u30b9\u30c8\u30ec\u30fc\u30b8\u30a2\u30ab\u30a6\u30f3\u30c8 \u306e\u30ea\u30bd\u30fc\u30b9\u540d<\/li>\n<li>BLOB \u30b3\u30f3\u30c6\u30ca\u30fc: <code>documents<\/code><\/li>\n<\/ul>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152529.png\" width=\"1200\" height=\"967\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u4ee5\u4e0b\u306e\u5024\u3092\u305d\u308c\u305e\u308c\u5165\u529b\u3057\u3001\u300c\u6b21\u3078\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>Azure OpenAI Service: Azure OpenAI \u306e\u30ea\u30bd\u30fc\u30b9\u540d<\/li>\n<li>\u30e2\u30c7\u30eb\u30c7\u30d7\u30ed\u30a4: <code>text-embedding-3-learge<\/code><\/li>\n<li>\u8a8d\u8a3c\u306e\u7a2e\u985e: <code>API \u30ad\u30fc<\/code><\/li>\n<li>\u300cAzure OpenAI \u30b5\u30fc\u30d3\u30b9\u306b\u63a5\u7d9a\u3059\u308b\u3068&#8230;\u300d\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u308b<\/li>\n<\/ul>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152550.png\" width=\"1200\" height=\"836\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u3053\u308c\u4ee5\u964d\u306f\u305d\u306e\u307e\u307e\u306e\u5024\u3067\u300c\u6b21\u3078\u300d\u3092\u62bc\u3057\u3001\u300c\u30ec\u30d3\u30e5\u30fc\u3068\u4f5c\u6210\u300d\u307e\u3067\u9032\u307f\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p>\u300c\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u540d\u306e\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u300d\u306e\u5024\u3092\u63a7\u3048\u3066\u304a\u304d\u307e\u3059\u3002<br \/>\u4eca\u56de\u306e\u5834\u5408\u306f<code>rag-1757260738324<\/code>\u3067\u3059\u3002<br \/>\u5024\u3092\u63a7\u3048\u305f\u3089\u300c\u4f5c\u6210\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152610.png\" width=\"1162\" height=\"1200\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<\/ol>\n<h2 id=\"1-5-\u52d5\u4f5c\u30c6\u30b9\u30c8\">1-5. \u52d5\u4f5c\u30c6\u30b9\u30c8<\/h2>\n<p>\u5b9f\u969b\u306b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53c2\u7167\u3057LLM\u304b\u3089\u56de\u7b54\u3092\u5f97\u3089\u308c\u308b\u304b\u3001\u52d5\u4f5c\u30c6\u30b9\u30c8\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p>Azure OpenAI \u30ea\u30bd\u30fc\u30b9\u306b\u79fb\u52d5\u3057\u3001\u300c\u6982\u8981 &gt; Explore Azure AI Foundry portal\u300d\u3092\u62bc\u3057\u3001Azure AI Foundry \u3092\u958b\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p>\u300c\u30c1\u30e3\u30c3\u30c8 &gt; \u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u3059\u308b &gt; \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u8ffd\u52a0\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250910\/20250910172616.png\" width=\"1053\" height=\"1200\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u4ee5\u4e0b\u306e\u5024\u3092\u305d\u308c\u305e\u308c\u5165\u529b\u3057\u3001\u300c\u6b21\u3078\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u7a2e\u985e: <code>Azure AI \u691c\u7d22<\/code><\/li>\n<li>Azure AI Search Service: AI Search \u306e\u30ea\u30bd\u30fc\u30b9\u540d<\/li>\n<li>Azure AI Search \u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9: 3-2-7 \u3067\u63a7\u3048\u305f \u300c\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u540d\u306e\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u300d\u306e\u5024<\/li>\n<\/ul>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912153303.png\" width=\"1200\" height=\"1008\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u4ee5\u4e0b\u306e\u5024\u3092\u305d\u308c\u305e\u308c\u5165\u529b\u3057\u3001\u300c\u6b21\u3078\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u691c\u7d22\u306e\u7a2e\u985e: <code>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af<\/code><\/li>\n<li>\u65e2\u5b58\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u306e\u69cb\u6210\u3092\u9078\u629e\u3059\u308b: 3-2-7 \u3067\u63a7\u3048\u305f \u300c\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u540d\u306e\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u300d\u306e\u5024\u306e\u672b\u5c3e\u306b <code>-semantic-configuration<\/code> \u304c\u4ed8\u3044\u305f\u3082\u306e\n<ul>\n<li>\u4eca\u56de\u306e\u5834\u5408\u306f <code>rag-1757260738324-semantic-configuration<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250910\/20250910172632.png\" width=\"1200\" height=\"1010\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u300cAzure \u30ea\u30bd\u30fc\u30b9\u8a8d\u8a3c\u306e\u7a2e\u985e\u300d \u3092 <code>API \u30ad\u30fc<\/code> \u306b\u3057\u3001\u300c\u6b21\u3078\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250910\/20250910172643.png\" width=\"1200\" height=\"1009\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u300c\u78ba\u8a8d\u3057\u3066\u7d42\u4e86\u300d\u307e\u3067\u6765\u305f\u3089\u3001\u300c\u4fdd\u5b58\u3057\u3066\u7d42\u4e86\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p>\u30c6\u30ad\u30b9\u30c8\u30dc\u30c3\u30af\u30b9\u306b\u3001 <code>\u30b9\u30af\u30e9\u30e0\u30de\u30b9\u30bf\u30fc\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/code> \u3068\u5165\u529b\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u30dc\u30c3\u30af\u30b9\u53f3\u4e0b\u306e\u30dc\u30bf\u30f3\u304b\u3089\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u9001\u4fe1\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250910\/20250910172650.png\" width=\"1200\" height=\"741\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u300c\u53c2\u7167\u300d\u304b\u3089\u3001\u5b9f\u969b\u306b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u3092\u53c2\u7167\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250910\/20250910172659.png\" width=\"1200\" height=\"895\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<\/ol>\n<p>\u3053\u308c\u3067\u3001RAG\u3068\u3057\u3066\u52d5\u4f5c\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3057\u305f\uff01<\/p>\n<p>\u30c1\u30e3\u30c3\u30c8\u30d7\u30ec\u30a4\u30b0\u30e9\u30a6\u30f3\u30c9\u3067\u306e\u52d5\u4f5c\u78ba\u8a8d\u304c\u3067\u304d\u305f\u306e\u3067\u3001\u30b3\u30f3\u30bd\u30fc\u30eb\u304b\u3089AI\u3068\u3084\u308a\u53d6\u308a\u3067\u304d\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3057\u3087\u3046\uff01<\/p>\n<h2 id=\"2-1-\u74b0\u5883\u306e\u6e96\u5099\">2-1. \u74b0\u5883\u306e\u6e96\u5099<\/h2>\n<p>Chat\u90e8\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3059\u308b\u74b0\u5883\u3092\u6e96\u5099\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<ol>\n<li>\n<p>Visual Studio \u3092\u8d77\u52d5\u3057\u3001\u65b0\u3057\u3044\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250911\/20250911105128.png\" width=\"459\" height=\"463\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u30b3\u30f3\u30bd\u30fc\u30eb\u30a2\u30d7\u30ea\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u9078\u629e\u3057\u3001\u300c\u6b21\u3078\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250911\/20250911105139.png\" width=\"1200\" height=\"865\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u540d\u306b\u3001\u4efb\u610f\u306e\u5024\u3092\u5165\u529b\u3057\u307e\u3059\u3002<br \/>\n\u4eca\u56de\u306f<code>RagOnAzure<\/code>\u306b\u3057\u307e\u3057\u305f\u3002<br \/>\u5165\u529b\u3057\u305f\u3089\u3001\u300c\u6b21\u3078\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250911\/20250911105153.png\" width=\"1121\" height=\"717\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u300c.NET 8.0\u300d\u3092\u9078\u629e\u3057\u3001\u300c\u4f5c\u6210\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250911\/20250911105207.png\" width=\"1114\" height=\"714\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<\/ol>\n<p>\u3053\u308c\u3067\u74b0\u5883\u306e\u6e96\u5099\u304c\u6574\u3044\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"2-2-\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\">2-2. \u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u4f5c\u6210\u51fa\u6765\u305f\u3089\u3001\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<br \/>\u4eca\u56de\u306f\u4ee5\u4e0b\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><a target=\"_blank\" href=\"https:\/\/www.nuget.org\/packages\/Azure.Identity\/\">Azure.Identity<\/a><\/li>\n<li><a target=\"_blank\" href=\"https:\/\/www.nuget.org\/packages\/Azure.AI.OpenAI\/\">Azure.AI.OpenAI<\/a><\/li>\n<li><a target=\"_blank\" href=\"https:\/\/www.nuget.org\/packages\/Azure.Search.Documents\/\">Azure.Search.Documents<\/a><\/li>\n<li>\n<p><a target=\"_blank\" href=\"https:\/\/www.nuget.org\/packages\/DotNetEnv\/\">DotNetEnv<\/a><br \/>\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u306b\u3064\u3044\u3066\u6848\u5185\u304c\u4e0d\u8981\u306a\u65b9\u306f <a target=\"_blank\" href=\"#2-3-env%E3%83%95%E3%82%A1%E3%82%A4%E3%83%AB%E3%81%AE%E4%BD%9C%E6%88%90\">2-3. .env\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210<\/a> \u306b\u9032\u3093\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/li>\n<li>\n<p>\u300c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8 &gt; NuGet \u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u7ba1\u7406\u300d\u304b\u3089\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250911\/20250911105502.png\" width=\"646\" height=\"485\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u300c\u53c2\u7167\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<\/li>\n<li>\u691c\u7d22\u30dc\u30c3\u30af\u30b9\u306b\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u540d\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/li>\n<li>\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u9078\u629e\u3057\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u62bc\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250911\/20250911105814.png\" width=\"1200\" height=\"470\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u540c\u69d8\u306e\u624b\u9806\u3067\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u5168\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p>\u300c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6e08\u307f\u300d\u30bf\u30d6\u304b\u3089\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250911\/20250911110518.png\" width=\"798\" height=\"272\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<\/ul>\n<h2 id=\"2-3-env\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210\">2-3. .env\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210<\/h2>\n<p>\u74b0\u5883\u60c5\u5831\u3092\u5165\u529b\u3059\u308b\u3001.env\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u300c\u53f3\u30af\u30ea\u30c3\u30af &gt; \u8ffd\u52a0 &gt; \u65b0\u3057\u3044\u9805\u76ee\u306e\u8ffd\u52a0\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912011713.png\" width=\"1200\" height=\"1137\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p><code>.env<\/code> \u3068\u5165\u529b\u3057\u3001\u300c\u4f5c\u6210\u300d\u3092\u62bc\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912003735.png\" width=\"692\" height=\"198\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<\/li>\n<li>\n<p>\u4ee5\u4e0b\u3092\u53c2\u8003\u306b\u3001\u305d\u308c\u305e\u308c\u5024\u3092\u63a7\u3048\u3066\u304a\u304d\u3001.env\u30d5\u30a1\u30a4\u30eb\u306b\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<p><strong>Azure OpenAI<\/strong><br \/>Azure OpenAI\u30ea\u30bd\u30fc\u30b9\u3092\u958b\u304d\u3001\u300cKeys and Endpoint\u300d\u304b\u3089\u4ee5\u4e0b\u306e\u5024\u3092\u305d\u308c\u305e\u308c\u63a7\u3048\u307e\u3059\u3002<br \/>\u2460 \u30ad\u30fc1<br \/>\n\u2461 \u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<br \/>\n<span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912002818.png\" width=\"1200\" height=\"592\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u300c\u6982\u8981\u300d\u304b\u3089Azure AI Foundry\u3092\u958b\u304d\u3001\u300c\u30c7\u30d7\u30ed\u30a4\u300d\u304b\u3089\u4ee5\u4e0b\u306e\u5024\u3092\u63a7\u3048\u307e\u3059\u3002<br \/>\u2462 \u540d\u524d<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912003206.png\" width=\"1200\" height=\"914\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p><strong>Azure AI Search<\/strong><br \/>Azure AI Search\u30ea\u30bd\u30fc\u30b9\u3092\u958b\u304d\u3001\u300c\u6982\u8981\u300d\u304b\u3089\u3001\u4ee5\u4e0b\u306e\u5024\u3092\u63a7\u3048\u307e\u3059\u3002<br \/>\u2463 URL<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912005804.png\" width=\"1200\" height=\"347\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u300c\u30ad\u30fc\u300d\u304b\u3089\u3001\u4ee5\u4e0b\u306e\u5024\u3092\u63a7\u3048\u307e\u3059\u3002<br \/>\u2464 \u30d7\u30e9\u30a4\u30de\u30ea\u7ba1\u7406\u8005\u30ad\u30fc<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912010131.png\" width=\"1200\" height=\"1047\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u300c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u300d\u304b\u3089\u3001\u4ee5\u4e0b\u306e\u5024\u3092\u63a7\u3048\u307e\u3059\u3002<br \/>\u2465 \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u540d<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912010318.png\" width=\"1050\" height=\"628\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u63a7\u3048\u305f\u5024\u3092\u3001.env\u306b\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">AZURE_OPENAI_ENDPOINT = \u2461\nAZURE_OPENAI_API_KEY = \u2460\nAZURE_OPENAI_DEPLOYMENT_NAME = \u2462\n\nAZURE_AI_SEARCH_ENDPOINT = \u2463\nAZURE_AI_SEARCH_API_KEY = \u2464\nAZUIRE_AI_SEARCH_INDEX_NAME = \u2465<\/pre>\n<p>\u3053\u308c\u3067.env\u30d5\u30a1\u30a4\u30eb\u306e\u6e96\u5099\u306f\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n<h2 id=\"2-4-\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u4f5c\u6210\">2-4. \u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u4f5c\u6210<\/h2>\n<p>\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3059\u308b\u6e96\u5099\u304c\u6574\u3063\u305f\u306e\u3067\u3001\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><code>Program.cs<\/code> \u306b\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">using Azure;\nusing Azure.AI.OpenAI;\nusing Azure.AI.OpenAI.Chat;\nusing OpenAI.Chat;\n\nDotNetEnv.Env.Load(\"your-env-file-path-here\"); \/\/ \u3053\u3053\u306b.env\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\u3092\u5165\u529b\n\n\/\/ \u74b0\u5883\u5909\u6570\u304b\u3089\u8a2d\u5b9a\u5024\u3092\u53d6\u5f97\nstring openAiEndpoint = DotNetEnv.Env.GetString(\"AZURE_OPENAI_ENDPOINT\");\nstring openAiApiKey = DotNetEnv.Env.GetString(\"AZURE_OPENAI_API_KEY\");\nstring openAiDeploymentName = DotNetEnv.Env.GetString(\"AZURE_OPENAI_DEPLOYMENT_NAME\");\n\nstring aiSearchEndpoint = DotNetEnv.Env.GetString(\"AZURE_AI_SEARCH_ENDPOINT\");\nstring aiSearchApiKey = DotNetEnv.Env.GetString(\"AZURE_AI_SEARCH_API_KEY\");\nstring aiSearchIndexName = DotNetEnv.Env.GetString(\"AZUIRE_AI_SEARCH_INDEX_NAME\");\n\n\/\/ Azure OpenAI\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u4f5c\u6210\nAzureOpenAIClient azureClient = new(new Uri(openAiEndpoint), new AzureKeyCredential(openAiApiKey));\nChatClient chatClient = azureClient.GetChatClient(openAiDeploymentName);\n\nChatCompletionOptions options = new()\n{\n    Temperature = 0.7f,\n    TopP = 0.95f,\n    FrequencyPenalty = 0.0f,\n    PresencePenalty = 0.0f,\n    MaxOutputTokenCount = 13107,\n};\n\n\/\/ ChatCompletionOptions.AddDataSource() \u306f\u5c06\u6765\u7684\u306b\u3001SDK\u306e\u4ed5\u69d8\u5909\u66f4\u3092\u53d7\u3051\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\n\/\/ \u305d\u306e\u8b66\u544a\u304c\u51fa\u308b\u305f\u3081\u3001\u4eca\u56de\u306f\u7406\u89e3\u3057\u305f\u4e0a\u3067\u8b66\u544a\u3092\u975e\u8868\u793a\u306b\u3059\u308b\n#pragma warning disable AOAI001\n\noptions.AddDataSource(new AzureSearchChatDataSource()\n{\n    Endpoint = new Uri(aiSearchEndpoint),\n    IndexName = aiSearchIndexName,\n    Authentication = DataSourceAuthentication.FromApiKey(aiSearchApiKey),\n});\n\n#pragma warning restore AOAI001\n\n\/\/ \u30c1\u30e3\u30c3\u30c8\u30e1\u30c3\u30bb\u30fc\u30b8\u30ea\u30b9\u30c8\u306e\u521d\u671f\u5316\uff08\u30b7\u30b9\u30c6\u30e0\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u307f\uff09\nvar messages = new List<chatmessage>\n{\n    new SystemChatMessage(\"\u3042\u306a\u305f\u306fAI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\"),\n};\n\nwhile (true)\n{\n    Console.Write(\"\u3042\u306a\u305f: \");\n    string? userInput = Console.ReadLine();\n\n    \/\/ \u30e6\u30fc\u30b6\u30fc\u5165\u529b\u304c\u7a7a\u307e\u305f\u306fnull\u306e\u5834\u5408\u306f\u518d\u5165\u529b\u3092\u4fc3\u3059\n    if (string.IsNullOrWhiteSpace(userInput))\n    {\n        Console.WriteLine(\"\u8cea\u554f\u3092\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\");\n        continue;\n    }\n\n    \/\/ \"exit\"\u304c\u5165\u529b\u3055\u308c\u305f\u5834\u5408\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7d42\u4e86\n    if (userInput.Trim().ToLower() == \"exit\")\n    {\n        Console.WriteLine(\"\u30c1\u30e3\u30c3\u30c8\u3092\u7d42\u4e86\u3057\u307e\u3059\u3002\");\n        break;\n    }\n\n    \/\/ \u30e6\u30fc\u30b6\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u8ffd\u52a0\n    messages.Add(new UserChatMessage(userInput));\n\n    try\n    {\n        Console.Write(\"AI: \");\n        ChatCompletion completion = await chatClient.CompleteChatAsync(messages, options);\n\n        if (completion?.Content?.Count &gt; 0)\n        {\n            string response = completion.Content[0].Text;\n            Console.WriteLine(response);\n\n            \/\/ AI\u306e\u5fdc\u7b54\u3092\u30e1\u30c3\u30bb\u30fc\u30b8\u5c65\u6b74\u306b\u8ffd\u52a0\uff08\u4f1a\u8a71\u306e\u7d99\u7d9a\u6027\u306e\u305f\u3081\uff09\n            messages.Add(new AssistantChatMessage(response));\n        }\n        else\n        {\n            Console.WriteLine(\"\u5fdc\u7b54\u3092\u53d6\u5f97\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002\");\n        }\n    }\n    catch (Exception ex)\n    {\n        Console.WriteLine($\"\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f: {ex.Message}\");\n        Console.WriteLine(\"\u3082\u3046\u4e00\u5ea6\u304a\u8a66\u3057\u304f\u3060\u3055\u3044\u3002\");\n    }\n\n    Console.WriteLine();\n}<\/chatmessage><\/pre>\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u5185\u3067\u4f7f\u7528\u3057\u3066\u3044\u308b\u3001 <code>ChatCompletionOptions.AddDataSource()<\/code> \u3068\u3044\u3046\u30e1\u30bd\u30c3\u30c9\u306f\u5c06\u6765\u7684\u306bSDK\u306e\u4ed5\u69d8\u5909\u66f4\u3092\u53d7\u3051\u308b\u5834\u5408\u304c\u3042\u308b\u305f\u3081\u8b66\u544a\u304c\u51fa\u307e\u3059\u3002<br \/>\u305d\u308c\u3092\u628a\u63e1\u3057\u305f\u4e0a\u3067\u3001\u8b66\u544a\u3092\u975e\u8868\u793a\u3057\u3066\u3044\u308b\u70b9\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>RAG\u306e\u69cb\u7bc9\u304c\u5b8c\u4e86\u3057\u305f\u306e\u3067\u3001\u52d5\u4f5c\u3092\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\uff01<\/p>\n<p>\u753b\u9762\u4e0a\u90e8\u306e\u300c<span style=\"color: #5ed361\">\u25b6<\/span>\u300d\u30a2\u30a4\u30b3\u30f3\u304b\u3089\u3001\u30c7\u30d0\u30c3\u30b0\u5b9f\u884c\u3057\u307e\u3059\u3002<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250912\/20250912152934.png\" width=\"1200\" height=\"451\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u30bf\u30fc\u30df\u30ca\u30eb\u304c\u8d77\u52d5\u3059\u308b\u306e\u3067\u3001\u3000<code>\u30b9\u30af\u30e9\u30e0\u30de\u30b9\u30bf\u30fc\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/code> \u3068\u5165\u529b\u3057\u3001\u300cEnter\u300d\u30ad\u30fc\u3092\u62bc\u3057\u307e\u3059\u3002<br \/>\u3057\u3070\u3089\u304f\u5f85\u3064\u3068\u3001\u7121\u4e8b\u306b\u56de\u7b54\u304c\u8fd4\u3063\u3066\u304f\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3057\u305f\uff01<br \/><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/T\/TaikiHoshika\/20250911\/20250911112058.png\" width=\"1200\" height=\"286\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7d42\u4e86\u3059\u308b\u969b\u306f\u3001<code>exit<\/code>\u3068\u5165\u529b\u3059\u308b\u3068\u7d42\u4e86\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306fAzure\u3068C#\u3092\u4f7f\u7528\u3057\u3066\u3001\u7c21\u5358\u306aRAG\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3057\u305f\uff01<br \/>Azure\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u6bd4\u8f03\u7684\u7c21\u5358\u306b\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<br \/>\u57fa\u672c\u7684\u306a\u69cb\u6210\u306a\u306e\u3067\u3001\u3053\u3053\u304b\u3089\u81ea\u7531\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u308b\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\u662f\u975e\u3001\u81ea\u5206\u597d\u307f\u306eRAG\u306b\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\uff01<\/p>\n<hr\/>\n<p><strong>\u30b5\u30fc\u30d3\u30b9\u4e00\u89a7<\/strong><br \/>\n<iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fwww.alterbooth.com%2Fproducts%2Fazure-lightup%2F\" title=\"Azure Light-up|\u8d85\u77ed\u671f\u9593\u306e&quot;\u8d85&quot;\u96c6\u4e2d\u958b\u767a\u30cf\u30c3\u30ab\u30bd\u30f3\" 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:\/\/www.alterbooth.com\/products\/azure-lightup\/\">www.alterbooth.com<\/a><\/cite><br \/>\n<iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fcloudpointer.tech%2F\" title=\"Cloud Pointer\" 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:\/\/cloudpointer.tech\/\">cloudpointer.tech<\/a><\/cite><br \/>\n<iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fwww.alterbooth.com%2F\" title=\"Home\" 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:\/\/www.alterbooth.com\/\">www.alterbooth.com<\/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:\/\/aadojo.alterbooth.com\/entry\/2025\/09\/12\/180007\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u7686\u3055\u3093\u3053\u3093\u306b\u3061\u306f\u3001\u30aa\u30eb\u30bf\u30fc\u30d6\u30fc\u30b9\u306e\u661f\u52a0\u3067\u3059\uff01\u4eca\u56de\u306f\u3001Azure OpenAI\u306e\u5b66\u7fd2\u3082\u517c\u306d\u3066\u3001Azure\u3092\u4f7f\u7528\u3057\u305fRAG\u3092\u69cb\u7bc9\u3057\u3066\u307f\u307e\u3057\u305f\u3002Azure\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30b5\u30af\u30c3\u3068RAG\u3092\u4f5c\u308b\u3053\u3068\u304c\u51fa\u6765\u308b\u306e\u3067\u3001Azure\u4e0a\u306e\u64cd [&hellip;]","protected":false},"author":1,"featured_media":5276,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-5275","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>Azure x C#\u3067RAG\u3092\u4f5c\u308d\u3046\uff01 - Alternative Architecture DOJO - \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:\/\/aadojo.alterbooth.com\/entry\/2025\/09\/12\/180007\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Azure x 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