{"id":5576,"date":"2025-09-08T22:30:16","date_gmt":"2025-09-08T13:30:16","guid":{"rendered":"https:\/\/remogu.jp\/c\/?p=5576"},"modified":"2025-10-09T10:08:12","modified_gmt":"2025-10-09T01:08:12","slug":"rag-engineers-are-the-cutting-edge-choice-for-remote-work","status":"publish","type":"post","link":"https:\/\/remogu.jp\/c\/rag-engineers-are-the-cutting-edge-choice-for-remote-work\/","title":{"rendered":"\u3010AI\u6642\u4ee3\u306e\u65b0\u5e38\u8b58\u3011\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067\u8f1d\u304fRAG\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3046\u6700\u5148\u7aef\u306e\u9078\u629e\u80a2"},"content":{"rendered":"\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/RAG-1024x559.png\" alt=\"\" class=\"wp-image-5670\" style=\"width:750px\" srcset=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/RAG-1024x559.png 1024w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/RAG-300x164.png 300w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/RAG-768x419.png 768w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/RAG.png 1100w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p>\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u50cd\u304f\u3053\u3068\u306f\u3001AI\u6642\u4ee3\u306e\u65b0\u3057\u3044\u30ad\u30e3\u30ea\u30a2\u3068\u3057\u3066\u73fe\u5b9f\u7684\u306a\u9078\u629e\u80a2\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<mark style=\"background-color:#f2f97e\" class=\"has-inline-color\">RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u5185\u5bb9\u304b\u3089\u6848\u4ef6\u306e\u73fe\u72b6\u3001\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067\u50cd\u304f\u305f\u3081\u306b\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u3001\u305d\u3057\u3066\u6848\u4ef6\u3092\u63a2\u3059\u5177\u4f53\u7684\u306a\u65b9\u6cd5\u307e\u3067\u3001\u7db2\u7f85\u7684\u306b\u89e3\u8aac<\/mark>\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6700\u5148\u7aef\u306e\u5206\u91ce\u3067\u3001\u5834\u6240\u306b\u7e1b\u3089\u308c\u306a\u3044\u81ea\u7531\u306a\u50cd\u304d\u65b9\u3092\u5b9f\u73fe\u3057\u305f\u3044\u65b9\u306f\u3001\u305c\u3072\u8aad\u307f\u9032\u3081\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<div class=\"wp-block-aioseo-table-of-contents\"><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h2-\u305d\u3082\u305d\u3082rag\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\u3069\u3093\u306a\u4ed5\u4e8b\u306a\u306e\u304b\">1. \u305d\u3082\u305d\u3082RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\u3069\u3093\u306a\u4ed5\u4e8b\u306a\u306e\u304b<\/a><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-rag\u306e\u57fa\u672c\u3068rag\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5177\u4f53\u7684\u306a\u4ed5\u4e8b\u5185\u5bb9\">1-1. RAG\u306e\u57fa\u672c\u3068RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5177\u4f53\u7684\u306a\u4ed5\u4e8b\u5185\u5bb9<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u306a\u305c\u4ecarag\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u6c42\u3081\u3089\u308c\u308b\u306e\u304b\">1-2. \u306a\u305c\u4ecaRAG\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u6c42\u3081\u3089\u308c\u308b\u306e\u304b<\/a><\/li><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h2-rag\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u306f\u5897\u3048\u3066\u3044\u308b\">2. RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u306f\u5897\u3048\u3066\u3044\u308b\uff1f<\/a><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-rag\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6848\u4ef6\u6570\u3068\u5e02\u5834\u306e\u30ea\u30a2\u30eb\u306a\u73fe\u72b6\">2-1. RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6848\u4ef6\u6570\u3068\u5e02\u5834\u306e\u30ea\u30a2\u30eb\u306a\u73fe\u72b6<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u4eca\u5f8c\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u304c\u5897\u52a0\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u308b\u7406\u7531\">2-2. \u4eca\u5f8c\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u304c\u5897\u52a0\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u308b\u7406\u7531<\/a><\/li><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h2-\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067rag\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u50cd\u304f5\u3064\u306e\u30e1\u30ea\u30c3\u30c8\">3. \u200b\u200b\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u50cd\u304f5\u3064\u306e\u30e1\u30ea\u30c3\u30c8<\/a><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u30e1\u30ea\u30c3\u30c81\u5834\u6240\u306b\u7e1b\u3089\u308c\u306a\u3044\u81ea\u7531\u306a\u50cd\u304d\u65b9\u306e\u5b9f\u73fe\">\u3010\u30e1\u30ea\u30c3\u30c81\u3011\u5834\u6240\u306b\u7e1b\u3089\u308c\u306a\u3044\u81ea\u7531\u306a\u50cd\u304d\u65b9\u306e\u5b9f\u73fe<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u30e1\u30ea\u30c3\u30c82\u9ad8\u3044\u5c02\u9580\u6027\u306b\u3088\u308b\u9ad8\u5358\u4fa1\u6848\u4ef6\u3092\u7372\u5f97\u3057\u3084\u3059\u3044\">\u3010\u30e1\u30ea\u30c3\u30c82\u3011\u9ad8\u3044\u5c02\u9580\u6027\u306b\u3088\u308b\u9ad8\u5358\u4fa1\u6848\u4ef6\u3092\u7372\u5f97\u3057\u3084\u3059\u3044<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u30e1\u30ea\u30c3\u30c83\u6700\u65b0\u6280\u8853\u306b\u89e6\u308c\u7d9a\u3051\u3089\u308c\u308b\u523a\u6fc0\u7684\u306a\u6210\u9577\u74b0\u5883\">\u3010\u30e1\u30ea\u30c3\u30c83\u3011\u6700\u65b0\u6280\u8853\u306b\u89e6\u308c\u7d9a\u3051\u3089\u308c\u308b\u523a\u6fc0\u7684\u306a\u6210\u9577\u74b0\u5883<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u30e1\u30ea\u30c3\u30c84\u901a\u52e4\u6642\u9593\u30bc\u30ed\u3067\u751f\u307e\u308c\u308b\u81ea\u5df1\u6295\u8cc7\u306e\u6642\u9593\">\u3010\u30e1\u30ea\u30c3\u30c84\u3011\u901a\u52e4\u6642\u9593\u30bc\u30ed\u3067\u751f\u307e\u308c\u308b\u81ea\u5df1\u6295\u8cc7\u306e\u6642\u9593<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u30e1\u30ea\u30c3\u30c85\u591a\u69d8\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u5e83\u304c\u308b\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9\">\u3010\u30e1\u30ea\u30c3\u30c85\u3011\u591a\u69d8\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u5e83\u304c\u308b\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9<\/a><\/li><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h2-\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067\u6d3b\u8e8d\u3059\u308brag\u30a8\u30f3\u30b8\u30cb\u30a2\u5fc5\u9808\u306e\u30b9\u30ad\u30eb5\u9078\">4. \u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067\u6d3b\u8e8d\u3059\u308bRAG\u30a8\u30f3\u30b8\u30cb\u30a2\u5fc5\u9808\u306e\u30b9\u30ad\u30eb5\u9078<\/a><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u30b9\u30ad\u30eb1\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30ebllm\u306b\u95a2\u3059\u308b\u77e5\u8b58\">\u3010\u30b9\u30ad\u30eb1\u3011\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306b\u95a2\u3059\u308b\u77e5\u8b58<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u30b9\u30ad\u30eb2python\u3068\u4e3b\u8981ai\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u7fd2\u5f97\">\u3010\u30b9\u30ad\u30eb2\u3011Python\u3068\u4e3b\u8981AI\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u7fd2\u5f97<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u30b9\u30ad\u30eb3\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u6d3b\u7528\u30b9\u30ad\u30eb\">\u3010\u30b9\u30ad\u30eb3\u3011\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u6d3b\u7528\u30b9\u30ad\u30eb<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u30b9\u30ad\u30eb4\u9ad8\u3044\u81ea\u5f8b\u6027\u3068\u81ea\u5df1\u7ba1\u7406\u80fd\u529b\">\u3010\u30b9\u30ad\u30eb4\u3011\u9ad8\u3044\u81ea\u5f8b\u6027\u3068\u81ea\u5df1\u7ba1\u7406\u80fd\u529b<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u30b9\u30ad\u30eb5\u80fd\u52d5\u7684\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u80fd\u529b\">\u3010\u30b9\u30ad\u30eb5\u3011\u80fd\u52d5\u7684\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u80fd\u529b<\/a><\/li><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h2-rag\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u3092\u63a2\u30593\u3064\u306e\u65b9\u6cd5\">5. RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u3092\u63a2\u30593\u3064\u306e\u65b9\u6cd5<\/a><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u65b9\u6cd51\u6280\u8853\u30d6\u30ed\u30b0\u3084sns\u3067\u5c02\u9580\u6027\u3092\u767a\u4fe1\u3059\u308b\">\u3010\u65b9\u6cd51\u3011\u6280\u8853\u30d6\u30ed\u30b0\u3084SNS\u3067\u5c02\u9580\u6027\u3092\u767a\u4fe1\u3059\u308b<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u65b9\u6cd52\u6c42\u4eba\u30b5\u30fc\u30d3\u30b9\u3067\u76f4\u63a5\u6848\u4ef6\u3092\u63a2\u3059\">\u3010\u65b9\u6cd52\u3011\u6c42\u4eba\u30b5\u30fc\u30d3\u30b9\u3067\u76f4\u63a5\u6848\u4ef6\u3092\u63a2\u3059<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h3-\u65b9\u6cd53\u5c02\u9580\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3059\u308b\">\u3010\u65b9\u6cd53\u3011\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u5c02\u9580\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3059\u308b<\/a><\/li><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-h2-\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3068rag\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u7591\u554f\">6. \u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3068RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u7591\u554f<\/a><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-q1rag\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u7d4c\u9a13\u304c\u306a\u3044\u3068\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u306e\u6848\u4ef6\u306f\u96e3\u3057\u3044\u3067\u3057\u3087\u3046\u304b\">\u3010Q1\u3011RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u7d4c\u9a13\u304c\u306a\u3044\u3068\u3001\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u306e\u6848\u4ef6\u306f\u96e3\u3057\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-q2\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306erag\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3069\u306e\u304f\u3089\u3044\u306e\u53ce\u5165\u3092\u898b\u8fbc\u3081\u307e\u3059\u304b\">\u3010Q2\u3011\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306eRAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u3069\u306e\u304f\u3089\u3044\u306e\u53ce\u5165\u3092\u898b\u8fbc\u3081\u307e\u3059\u304b\uff1f<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-q3\u672c\u696d\u3068\u4e21\u7acb\u3057\u3066\u526f\u696d\u3068\u3057\u3066rag\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u306f\u3067\u304d\u307e\u3059\u304b\">\u3010Q3\u3011\u672c\u696d\u3068\u4e21\u7acb\u3057\u3066\u3001\u526f\u696d\u3068\u3057\u3066RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u306f\u3067\u304d\u307e\u3059\u304b\uff1f<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-q4ai\u6280\u8853\u306e\u9032\u5316\u306f\u901f\u3044\u3067\u3059\u304crag\u306e\u30b9\u30ad\u30eb\u306f\u3059\u3050\u306b\u53e4\u304f\u306a\u308a\u307e\u305b\u3093\u304b\">\u3010Q4\u3011AI\u6280\u8853\u306e\u9032\u5316\u306f\u901f\u3044\u3067\u3059\u304c\u3001RAG\u306e\u30b9\u30ad\u30eb\u306f\u3059\u3050\u306b\u53e4\u304f\u306a\u308a\u307e\u305b\u3093\u304b\uff1f<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-q5rag\u306e\u958b\u767a\u306b\u306f\u9ad8\u6027\u80fd\u306a\u30d1\u30bd\u30b3\u30f3\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u304b\">\u3010Q5\u3011RAG\u306e\u958b\u767a\u306b\u306f\u3001\u9ad8\u6027\u80fd\u306a\u30d1\u30bd\u30b3\u30f3\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u304b\uff1f<\/a><ul><\/ul><\/li><\/ul><\/li><\/ul><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-h2-\u305d\u3082\u305d\u3082rag\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\u3069\u3093\u306a\u4ed5\u4e8b\u306a\u306e\u304b\">\u305d\u3082\u305d\u3082RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\u3069\u3093\u306a\u4ed5\u4e8b\u306a\u306e\u304b<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/07\/07224-1024x559.png\" alt=\"\" class=\"wp-image-4922\" style=\"width:730px\" srcset=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/07\/07224-1024x559.png 1024w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/07\/07224-300x164.png 300w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/07\/07224-768x419.png 768w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/07\/07224.png 1100w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p>AI\u3001\u7279\u306bChatGPT\u306e\u3088\u3046\u306a\u751f\u6210AI\u304c\u8eab\u8fd1\u306a\u5b58\u5728\u306b\u306a\u308a\u307e\u3057\u305f\u304c\u3001\u305d\u306e\u80fd\u529b\u3092\u3055\u3089\u306b\u5f15\u304d\u51fa\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u3067\u672c\u5f53\u306b\u5f79\u7acb\u3064\u3082\u306e\u3078\u3068\u9032\u5316\u3055\u305b\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u3044\u307e\u3059\u3002\u305d\u308c\u304cRAG\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u5185\u5bb9\u3068\u3001\u306a\u305c\u4eca\u3001\u591a\u304f\u306e\u4f01\u696d\u304b\u3089\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u306e\u304b\u3092\u3001\u308f\u304b\u308a\u3084\u3059\u304f\u7d10\u89e3\u3044\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-rag\u306e\u57fa\u672c\u3068rag\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5177\u4f53\u7684\u306a\u4ed5\u4e8b\u5185\u5bb9\">RAG\u306e\u57fa\u672c\u3068RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5177\u4f53\u7684\u306a\u4ed5\u4e8b\u5185\u5bb9<\/h3>\n\n\n\n<p>RAG\u3068\u306f\u3001Retrieval-Augmented Generation\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306e\u7565\u79f0\u3067\u3059\u3002\u5c11\u3057\u96e3\u3057\u304f\u805e\u3053\u3048\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u4ed5\u7d44\u307f\u306f\u610f\u5916\u3068\u30b7\u30f3\u30d7\u30eb\u3067\u3059\u3002<strong><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-white-background-color has-background\"><tbody><tr><td>\u7528\u8a9e<\/td><td>\u8aac\u660e<\/td><\/tr><tr><td>Retrieval\uff08\u691c\u7d22\uff09<\/td><td>\u4f01\u696d\u306e\u6301\u3064\u81a8\u5927\u306a\u8cc7\u6599\u3084\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u3001\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u6b63\u78ba\u306a\u60c5\u5831\u3092\u898b\u3064\u3051\u51fa\u3057\u307e\u3059\u3002<\/td><\/tr><tr><td>Generation\uff08\u751f\u6210\uff09<\/td><td>\u898b\u3064\u3051\u51fa\u3057\u305f\u60c5\u5831\u3092\u3082\u3068\u306b\u3001AI\u304c\u81ea\u7136\u3067\u5206\u304b\u308a\u3084\u3059\u3044\u6587\u7ae0\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3053\u306e2\u3064\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001AI\u304c\u4e0d\u6b63\u78ba\u306a\u60c5\u5831\u3084\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5618\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u3092\u4f5c\u308a\u51fa\u3059\u306e\u3092\u9632\u304e\u3001\u6839\u62e0\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001<strong><mark style=\"background-color:#f2f97e\" class=\"has-inline-color\">\u4f01\u696d\u306e\u72ec\u81ea\u30c7\u30fc\u30bf\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u7e4b\u304e\u5408\u308f\u305b\u3001AI\u306e\u56de\u7b54\u7cbe\u5ea6\u3092\u98db\u8e8d\u7684\u306b\u9ad8\u3081\u308b\u5c02\u9580\u5bb6<\/mark><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4e3b\u306a\u4ed5\u4e8b\u306b\u306f\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u8a08\u3001\u958b\u767a\u3001\u305d\u3057\u3066\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e\u8abf\u6574\u3084\u904b\u7528\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u307e\u3055\u306b\u3001AI\u3092\u8ce2\u3044\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306b\u80b2\u3066\u4e0a\u3052\u308b\u3001\u3084\u308a\u304c\u3044\u306e\u3042\u308b\u4ed5\u4e8b\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u306a\u305c\u4ecarag\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u6c42\u3081\u3089\u308c\u308b\u306e\u304b\">\u306a\u305c\u4ecaRAG\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u6c42\u3081\u3089\u308c\u308b\u306e\u304b<\/h3>\n\n\n\n<p>\u591a\u304f\u306e\u4f01\u696d\u304c\u3001\u696d\u52d9\u52b9\u7387\u3092\u4e0a\u3052\u308b\u305f\u3081\u306bAI\u306e\u5c0e\u5165\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u4e00\u822c\u7684\u306aAI\u3067\u306f\u3001\u793e\u5185\u30eb\u30fc\u30eb\u3084\u5c02\u9580\u7684\u306a\u88fd\u54c1\u60c5\u5831\u3068\u3044\u3063\u305f\u3001\u4f01\u696d\u5185\u90e8\u306e\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u8cea\u554f\u306b\u306f\u7b54\u3048\u3089\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u51fa\u756a\u3067\u3059\u3002RAG\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u4f8b\u3048\u3070\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3053\u3068\u304c\u5b9f\u73fe\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list has-white-background-color has-background\">\n<li>\u81a8\u5927\u306a\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u8aad\u307e\u306a\u304f\u3066\u3082AI\u306b\u805e\u304f\u3060\u3051\u3067\u696d\u52d9\u624b\u9806\u3092\u628a\u63e1\u3067\u304d\u308b\u3002<\/li>\n\n\n\n<li>\u5c02\u9580\u7684\u306a\u554f\u3044\u5408\u308f\u305b\u306b\u3001AI\u304c\u904e\u53bb\u306e\u4e8b\u4f8b\u3084\u8cc7\u6599\u3092\u57fa\u306b24\u6642\u9593365\u65e5\u5bfe\u5fdc\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u65b0\u4eba\u3067\u3082\u30d9\u30c6\u30e9\u30f3\u793e\u54e1\u304c\u6301\u3064\u6697\u9ed9\u306e\u77e5\u8b58\u3092AI\u3092\u901a\u3058\u3066\u6d3b\u7528\u3067\u304d\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001<strong><mark style=\"background-color:#f2f97e\" class=\"has-inline-color\">\u81ea\u793e\u5c02\u7528\u306eAI\u3092\u69cb\u7bc9\u3057\u3001\u696d\u52d9\u52b9\u7387\u5316\u3084\u65b0\u305f\u306a\u30b5\u30fc\u30d3\u30b9\u958b\u767a\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5b58\u5728\u304c\u4e0d\u53ef\u6b20<\/mark><\/strong>\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3059\u3002\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3084\u526f\u696d\u3067\u306e\u6d3b\u8e8d\u306e\u5834\u3082\u3001\u3053\u3046\u3057\u305f\u4f01\u696d\u306e\u5f37\u3044\u30cb\u30fc\u30ba\u304b\u3089\u751f\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-h2-rag\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u306f\u5897\u3048\u3066\u3044\u308b\">RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u306f\u5897\u3048\u3066\u3044\u308b\uff1f<\/h2>\n\n\n\n<p>\u6700\u5148\u7aef\u306e\u8077\u7a2e\u3067\u3042\u308bRAG\u30a8\u30f3\u30b8\u30cb\u30a2\u3002\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067\u306e\u50cd\u304d\u65b9\u306b\u95a2\u5fc3\u3092\u6301\u3064\u65b9\u3082\u591a\u3044\u306f\u305a\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3067\u306f\u3001\u5b9f\u969b\u306e\u3068\u3053\u308d\u3001RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6848\u4ef6\u6570\u306f\u3069\u3046\u306a\u306e\u3067\u3057\u3087\u3046\u304b\u3002\u5e02\u5834\u306e\u73fe\u72b6\u3068\u4eca\u5f8c\u306e\u898b\u901a\u3057\u3092\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-rag\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6848\u4ef6\u6570\u3068\u5e02\u5834\u306e\u30ea\u30a2\u30eb\u306a\u73fe\u72b6\">RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6848\u4ef6\u6570\u3068\u5e02\u5834\u306e\u30ea\u30a2\u30eb\u306a\u73fe\u72b6<\/h3>\n\n\n\n<p>Web\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u3088\u3046\u306a\u4ed6\u306e\u8077\u7a2e\u3068\u6bd4\u8f03\u3057\u305f\u5834\u5408\u3001RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u5c02\u9580\u306e\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u306e\u7d76\u5bfe\u6570\u306f\u3001\u307e\u3060\u767a\u5c55\u9014\u4e0a\u306e\u6bb5\u968e\u3067\u3059\u3002\u5c02\u9580\u6027\u304c\u975e\u5e38\u306b\u9ad8\u3044\u305f\u3081\u3001\u5e02\u5834\u306b\u51fa\u3066\u304f\u308b\u6848\u4ef6\u306e\u6570\u81ea\u4f53\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u306e\u304c\u73fe\u72b6\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u91cd\u8981\u306a\u306e\u306f\u305d\u306e\u4e2d\u8eab\u3067\u3059\u3002\u6570\u304c\u5c11\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u305d\u308c\u3060\u3051\u5e0c\u5c11\u4fa1\u5024\u304c\u9ad8\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u6848\u4ef6\u6570\u306f\u307e\u3060\u767a\u5c55\u9014\u4e0a\u3067\u3059\u304c\u3001\u305d\u306e\u5e0c\u5c11\u6027\u3068\u5c02\u9580\u6027\u306e\u9ad8\u3055\u304b\u3089\u3001\u4e00\u4ef6\u3042\u305f\u308a\u306e\u5358\u4fa1\u306f\u9ad8\u3044\u50be\u5411\u306b\u3042\u308a\u307e\u3059\u3002\u8cea\u306e\u9ad8\u3044\u696d\u52d9\u59d4\u8a17\u6848\u4ef6\u3092\u6c42\u3081\u308b\u65b9\u306b\u3068\u3063\u3066\u306f\u3001\u975e\u5e38\u306b\u9b45\u529b\u7684\u306a\u5e02\u5834\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u4eca\u5f8c\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u304c\u5897\u52a0\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u308b\u7406\u7531\">\u4eca\u5f8c\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u304c\u5897\u52a0\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u308b\u7406\u7531<\/h3>\n\n\n\n<p>\u73fe\u72b6\u306e\u6848\u4ef6\u6570\u306f\u591a\u304f\u306a\u304f\u3068\u3082\u3001\u5c06\u6765\u6027\u306f\u975e\u5e38\u306b\u660e\u308b\u3044\u3068\u3044\u3048\u307e\u3059\u3002\u4eca\u5f8c\u3001RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u304c\u5897\u52a0\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u308b\u7406\u7531\u3092\u4ee5\u4e0b\u306b\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list has-white-background-color has-background\">\n<li>\u4f01\u696d\u306e\u672c\u683c\u7684\u306aAI\u6d3b\u7528\u30d5\u30a7\u30fc\u30ba\u3078\u306e\u79fb\u884c<\/li>\n\n\n\n<li>\u50cd\u304d\u65b9\u3068\u3057\u3066\u5b9a\u7740\u3057\u305f\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6587\u5316<\/li>\n\n\n\n<li>\u52e4\u52d9\u5730\u3092\u554f\u308f\u306a\u3044\u5168\u56fd\u898f\u6a21\u3067\u306e\u4eba\u6750\u7372\u5f97\u7af6\u4e89<\/li>\n\n\n\n<li>\u5c02\u9580\u4eba\u6750\u78ba\u4fdd\u306e\u305f\u3081\u306e\u67d4\u8edf\u306a\u5951\u7d04\u5f62\u614b\u306e\u5897\u52a0<\/li>\n<\/ul>\n\n\n\n<p>\u307e\u305a\u3001\u4f01\u696d\u306eAI\u6d3b\u7528\u304c\u672c\u683c\u5316\u3057\u3066\u3044\u308b\u70b9\u3067\u3059\u3002\u591a\u304f\u306e\u4f01\u696d\u304c\u5b9f\u8a3c\u5b9f\u9a13\u306e\u6bb5\u968e\u3092\u7d42\u3048\u3001\u5b9f\u969b\u306e\u696d\u52d9\u306bAI\u3092\u7d44\u307f\u8fbc\u3080\u30d5\u30a7\u30fc\u30ba\u3078\u3068\u79fb\u884c\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u6d41\u308c\u306f\u3001RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9700\u8981\u3092\u76f4\u63a5\u7684\u306b\u62bc\u3057\u4e0a\u3052\u308b\u8981\u56e0\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3057\u3066\u3001<strong><mark style=\"background-color:#f2f97e\" class=\"has-inline-color\">\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3068\u3044\u3046\u50cd\u304d\u65b9\u304c\u793e\u4f1a\u306b\u5b9a\u7740\u3057\u305f\u70b9<\/mark><\/strong>\u3067\u3059\u3002\u7dcf\u52d9\u7701\u306e\u8abf\u67fb\u306b\u3088\u308c\u3070\u3001\u5f93\u696d\u54e1100\u4eba\u4ee5\u4e0a\u306e\u4f01\u696d\u306b\u304a\u3051\u308b\u30c6\u30ec\u30ef\u30fc\u30af\u5c0e\u5165\u7387\u306f2023\u5e74\u6642\u70b9\u306749.9%\u306b\u9054\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u30b3\u30ed\u30ca\u798d\u524d\u306e\u7d0420%\u304b\u3089\u5927\u5e45\u306b\u4e0a\u6607\u3057\u3001\u50cd\u304d\u65b9\u306e\u9078\u629e\u80a2\u3068\u3057\u3066\u793e\u4f1a\u306b\u6839\u4ed8\u3044\u305f\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"721\" src=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/image1-1-1024x721.png\" alt=\"\" class=\"wp-image-5578\" style=\"width:760px\" srcset=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/image1-1-1024x721.png 1024w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/image1-1-300x211.png 300w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/image1-1-768x541.png 768w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/image1-1-1536x1082.png 1536w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/image1-1.png 1900w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-small-font-size\">\u51fa\u5178\uff1a<a href=\"https:\/\/english-meiji.net\/articles\/5116\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" title=\"\">May 26, 2025 | Does telework sever the psychological bond with the organization?\uff5cMeiji.net<\/a><\/p>\n\n\n\n<p>\u7279\u306bRAG\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u643a\u308f\u308bAI\u958b\u767a\u306f\u3001PC\u3068\u5b89\u5b9a\u3057\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u74b0\u5883\u3055\u3048\u3042\u308c\u3070\u5834\u6240\u3092\u9078\u3070\u305a\u306b\u696d\u52d9\u3092\u5b8c\u7d50\u3055\u305b\u3084\u3059\u3044\u7279\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u7279\u6027\u304c\u3001\u4f01\u696d\u304c\u52e4\u52d9\u5730\u3092\u554f\u308f\u305a\u3001\u5730\u65b9\u3084\u3055\u3089\u306b\u306f\u6d77\u5916\u306b\u4f4f\u3080\u512a\u79c0\u306a\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u696d\u52d9\u3092\u59d4\u8a17\u3059\u308b\u52d5\u304d\u3092\u5f8c\u62bc\u3057\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001<strong>\u5c02\u9580\u4eba\u6750\u306e\u7372\u5f97\u7af6\u4e89\u304c\u6fc0\u5316\u3057\u3066\u3044\u308b\u70b9<\/strong>\u3067\u3059\u3002\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u512a\u79c0\u306aRAG\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u306f\u91cd\u8981\u306a\u7d4c\u55b6\u8ab2\u984c\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u696d\u52d9\u59d4\u8a17\u3084\u526f\u696d\u3068\u3044\u3063\u305f\u67d4\u8edf\u306a\u5951\u7d04\u5f62\u614b\u3084\u3001\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8\u3068\u3044\u3046\u9b45\u529b\u7684\u306a\u6761\u4ef6\u3092\u63d0\u793a\u3059\u308b\u4f01\u696d\u304c\u5897\u52a0\u3057\u3066\u3044\u304f\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u591a\u304f\u306e\u4f01\u696d\u304c\u5b9f\u7528\u7684\u306aAI\u6d3b\u7528\u3078\u3068\u8235\u3092\u5207\u308b\u4e2d\u3067\u3001RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9700\u8981\u306f\u7740\u5b9f\u306b\u9ad8\u307e\u3063\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-h2-\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067rag\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u50cd\u304f5\u3064\u306e\u30e1\u30ea\u30c3\u30c8\">\u200b\u200b\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u50cd\u304f5\u3064\u306e\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/06\/\u30a2\u30a4\u30ad\u30e3\u30c3\u30c11-1024x559.png\" alt=\"\" class=\"wp-image-4411\" style=\"width:750px\" srcset=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/06\/\u30a2\u30a4\u30ad\u30e3\u30c3\u30c11-1024x559.png 1024w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/06\/\u30a2\u30a4\u30ad\u30e3\u30c3\u30c11-300x164.png 300w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/06\/\u30a2\u30a4\u30ad\u30e3\u30c3\u30c11-768x419.png 768w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/06\/\u30a2\u30a4\u30ad\u30e3\u30c3\u30c11.png 1100w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p>\u6700\u5148\u7aef\u306e\u5c02\u9580\u8077\u3067\u3042\u308bRAG\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3001\u67d4\u8edf\u306a\u50cd\u304d\u65b9\u3067\u3042\u308b\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3002\u3053\u306e2\u3064\u304c\u7d44\u307f\u5408\u308f\u3055\u308b\u3053\u3068\u3067\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ad\u30e3\u30ea\u30a2\u306b\u591a\u304f\u306e\u597d\u5f71\u97ff\u304c\u751f\u307e\u308c\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u305d\u306e\u4e2d\u3067\u3082\u7279\u306b\u5927\u304d\u306a\u4ee5\u4e0b\u306e\u30e1\u30ea\u30c3\u30c8\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list has-white-background-color has-background\">\n<li>\u5834\u6240\u306b\u7e1b\u3089\u308c\u306a\u3044\u81ea\u7531\u306a\u50cd\u304d\u65b9\u304c\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u9ad8\u3044\u5c02\u9580\u6027\u306b\u3088\u308b\u9ad8\u5358\u4fa1\u6848\u4ef6\u3092\u7372\u5f97\u3057\u3084\u3059\u3044<\/li>\n\n\n\n<li>\u6700\u65b0\u6280\u8853\u306b\u89e6\u308c\u7d9a\u3051\u3089\u308c\u308b\u523a\u6fc0\u7684\u306a\u6210\u9577\u74b0\u5883<\/li>\n\n\n\n<li>\u901a\u52e4\u6642\u9593\u30bc\u30ed\u3067\u751f\u307e\u308c\u308b\u81ea\u5df1\u6295\u8cc7\u306e\u6642\u9593<\/li>\n\n\n\n<li>\u591a\u69d8\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u5e83\u304c\u308b\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u30e1\u30ea\u30c3\u30c81\u5834\u6240\u306b\u7e1b\u3089\u308c\u306a\u3044\u81ea\u7531\u306a\u50cd\u304d\u65b9\u306e\u5b9f\u73fe\">\u3010\u30e1\u30ea\u30c3\u30c81\u3011\u5834\u6240\u306b\u7e1b\u3089\u308c\u306a\u3044\u81ea\u7531\u306a\u50cd\u304d\u65b9\u306e\u5b9f\u73fe<\/h3>\n\n\n\n<p>\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067\u5f97\u3089\u308c\u308b\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u50cd\u304f\u5834\u6240\u3092\u81ea\u5206\u3067\u9078\u3079\u308b\u81ea\u7531\u3067\u3059\u3002\u6bce\u671d\u306e\u6e80\u54e1\u96fb\u8eca\u306b\u63fa\u3089\u308c\u308b\u3053\u3068\u306a\u304f\u3001\u843d\u3061\u7740\u3044\u305f\u81ea\u5b85\u3084\u3001\u6642\u306b\u306f\u6c17\u5206\u3092\u5909\u3048\u3066\u30ab\u30d5\u30a7\u3067\u4ed5\u4e8b\u3092\u9032\u3081\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u901a\u52e4\u306b\u304b\u3051\u3066\u3044\u305f\u6642\u9593\u3092\u3001\u81ea\u5df1\u6295\u8cc7\u3084\u5bb6\u65cf\u3068\u306e\u5bfe\u8a71\u3001\u8da3\u5473\u306e\u6642\u9593\u306b\u5145\u3066\u308b\u3053\u3068\u3067\u3001\u751f\u6d3b\u5168\u4f53\u306e\u8cea\u304c\u5411\u4e0a\u3059\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u7279\u306b\u3001\u79c1\u305f\u3061Remogu\u306e\u30b5\u30fc\u30d3\u30b9\u304c\u63a8\u9032\u3057\u3066\u3044\u308b\u5730\u65b9\u3067\u306e\u50cd\u304d\u65b9\u3068\u3082\u3001\u76f8\u6027\u306f\u629c\u7fa4\u3067\u3059\u3002\u5730\u65b9\u306e\u8c4a\u304b\u306a\u81ea\u7136\u74b0\u5883\u306e\u4e2d\u3067\u66ae\u3089\u3057\u306a\u304c\u3089\u3001\u90fd\u5fc3\u90e8\u306e\u4f01\u696d\u304c\u624b\u304c\u3051\u308b\u6700\u5148\u7aef\u306eAI\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u53c2\u753b\u3059\u308b\u3001\u305d\u3093\u306a\u7406\u60f3\u306e\u30ef\u30fc\u30af\u30e9\u30a4\u30d5\u30d0\u30e9\u30f3\u30b9\u3092\u8ffd\u6c42\u3067\u304d\u307e\u3059\u3002<strong><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-white-background-color has-background\"><tbody><tr><td>\u50cd\u304d\u65b9\u306e\u30b9\u30bf\u30a4\u30eb<\/td><td>\u5f97\u3089\u308c\u308b\u751f\u6d3b\u306e\u5909\u5316<\/td><\/tr><tr><td>\u5b8c\u5168\u5728\u5b85\u30ef\u30fc\u30af<\/td><td>\u901a\u52e4\u30b9\u30c8\u30ec\u30b9\u304b\u3089\u306e\u89e3\u653e\u3001\u5bb6\u65cf\u3068\u904e\u3054\u3059\u6642\u9593\u306e\u5897\u52a0\u3001\u96c6\u4e2d\u3067\u304d\u308b\u66f8\u658e\u306e\u69cb\u7bc9<\/td><\/tr><tr><td>\u5730\u65b9\u79fb\u4f4f<\/td><td>\u90fd\u4f1a\u306e\u55a7\u9a12\u3092\u96e2\u308c\u305f\u7a4f\u3084\u304b\u306a\u66ae\u3089\u3057\u3001\u81ea\u7136\u8c4a\u304b\u306a\u74b0\u5883\u3067\u306e\u5b50\u80b2\u3066\u3001\u5e83\u3044\u4f4f\u74b0\u5883\u306e\u78ba\u4fdd<\/td><\/tr><tr><td>\u30ef\u30fc\u30b1\u30fc\u30b7\u30e7\u30f3<\/td><td>\u65c5\u884c\u5148\u3084\u30ea\u30be\u30fc\u30c8\u5730\u3067\u306e\u696d\u52d9\u3001\u5fc3\u8eab\u306e\u30ea\u30d5\u30ec\u30c3\u30b7\u30e5\u3068\u5275\u9020\u6027\u306e\u5411\u4e0a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3046\u5c02\u9580\u8077\u3068\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3092\u639b\u3051\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4ed5\u4e8b\u3068\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u306e\u4e21\u65b9\u3092\u5145\u5b9f\u3055\u305b\u308b\u65b0\u3057\u3044\u751f\u304d\u65b9\u3092\u30c7\u30b6\u30a4\u30f3\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u30e1\u30ea\u30c3\u30c82\u9ad8\u3044\u5c02\u9580\u6027\u306b\u3088\u308b\u9ad8\u5358\u4fa1\u6848\u4ef6\u3092\u7372\u5f97\u3057\u3084\u3059\u3044\"> \u3010\u30e1\u30ea\u30c3\u30c82\u3011\u9ad8\u3044\u5c02\u9580\u6027\u306b\u3088\u308b\u9ad8\u5358\u4fa1\u6848\u4ef6\u3092\u7372\u5f97\u3057\u3084\u3059\u3044<\/h3>\n\n\n\n<p>RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001AI\u5206\u91ce\u306e\u4e2d\u3067\u3082\u7279\u306b\u65b0\u3057\u3044\u9818\u57df\u3067\u3042\u308a\u3001\u5e02\u5834\u306b\u306f\u307e\u3060\u5c02\u9580\u5bb6\u306e\u6570\u304c\u591a\u304f\u3042\u308a\u307e\u305b\u3093\u3002\u9700\u8981\u306b\u5bfe\u3057\u3066\u4f9b\u7d66\u304c\u8ffd\u3044\u3064\u3044\u3066\u3044\u306a\u3044\u72b6\u6cc1\u306f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3068\u3063\u3066\u5927\u304d\u306a\u30c1\u30e3\u30f3\u30b9\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u591a\u304f\u306e\u4f01\u696d\u304c\u751f\u6210AI\u306e\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u3092\u672c\u683c\u5316\u3055\u305b\u308b\u4e2d\u3067\u3001\u305d\u306e\u7cbe\u5ea6\u3092\u5de6\u53f3\u3059\u308bRAG\u6280\u8853\u3092\u6271\u3048\u308b\u4eba\u6750\u306f\u3001\u307e\u3055\u306b\u5f15\u304f\u624b\u3042\u307e\u305f\u306e\u72b6\u614b\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u5e0c\u5c11\u4fa1\u5024\u306e\u9ad8\u3055\u306f\u3001\u5831\u916c\u306b\u76f4\u63a5\u53cd\u6620\u3055\u308c\u307e\u3059\u3002\u9ad8\u3044\u5c02\u9580\u6027\u304c\u6b63\u5f53\u306b\u8a55\u4fa1\u3055\u308c\u308b\u305f\u3081\u3001\u9ad8\u5358\u4fa1\u306a\u696d\u52d9\u59d4\u8a17\u6848\u4ef6\u3092\u7372\u5f97\u3057\u3084\u3059\u3044\u306e\u306f\u3001\u751f\u6d3b\u306e\u5b89\u5b9a\u3068\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u306b\u76f4\u7d50\u3059\u308b\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<strong><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-white-background-color has-background\"><tbody><tr><td>\u5e02\u5834\u306e\u52d5\u5411<\/td><td>\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u5f71\u97ff<\/td><\/tr><tr><td>\u4f01\u696d\u306eAI\u6295\u8cc7\u6d3b\u767a\u5316<\/td><td>\u5927\u898f\u6a21\u3067\u6311\u6226\u7684\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5897\u52a0<\/td><\/tr><tr><td>DX\u63a8\u9032\u306e\u52a0\u901f<\/td><td>\u69d8\u3005\u306a\u696d\u754c\u3067\u306e\u6d3b\u8e8d\u306e\u5834\u306e\u62e1\u5927<\/td><\/tr><tr><td>\u5c02\u9580\u4eba\u6750\u306e\u4e0d\u8db3<\/td><td>\u5831\u916c\u6c34\u6e96\u306e\u4e0a\u6607\u3068\u597d\u6761\u4ef6\u6848\u4ef6\u306e\u7372\u5f97<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u7d50\u679c\u3068\u3057\u3066\u3001\u30b9\u30ad\u30eb\u3092\u78e8\u3051\u3070\u78e8\u304f\u307b\u3069\u3001\u3088\u308a\u826f\u3044\u6761\u4ef6\u306e\u6848\u4ef6\u3092\u9078\u3076\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30ad\u30e3\u30ea\u30a2\u306e\u4e3b\u5c0e\u6a29\u3092\u81ea\u5206\u3067\u63e1\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3001\u7406\u60f3\u7684\u306a\u72b6\u614b\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u30e1\u30ea\u30c3\u30c83\u6700\u65b0\u6280\u8853\u306b\u89e6\u308c\u7d9a\u3051\u3089\u308c\u308b\u523a\u6fc0\u7684\u306a\u6210\u9577\u74b0\u5883\">\u3010\u30e1\u30ea\u30c3\u30c83\u3011\u6700\u65b0\u6280\u8853\u306b\u89e6\u308c\u7d9a\u3051\u3089\u308c\u308b\u523a\u6fc0\u7684\u306a\u6210\u9577\u74b0\u5883<\/h3>\n\n\n\n<p>\u751f\u6210AI\u306e\u6280\u8853\u306f\u3001\u9a5a\u304f\u307b\u3069\u306e\u30b9\u30d4\u30fc\u30c9\u3067\u9032\u5316\u3092\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002\u6628\u65e5\u307e\u3067\u6700\u65b0\u3060\u3063\u305f\u30e2\u30c7\u30eb\u3084\u624b\u6cd5\u304c\u3001\u4eca\u65e5\u306b\u306f\u3082\u3046\u53e4\u304f\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u3082\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u306f\u3001\u305d\u306e\u9032\u5316\u306e\u6700\u524d\u7dda\u306b\u7acb\u3061\u3001\u5e38\u306b\u65b0\u3057\u3044\u77e5\u8b58\u3084\u30b9\u30ad\u30eb\u3092\u5438\u53ce\u3057\u7d9a\u3051\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u308b\u3001\u77e5\u7684\u306b\u523a\u6fc0\u7684\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u65e5\u3005\u306e\u696d\u52d9\u3092\u901a\u3058\u3066\u3001\u81ea\u8eab\u306e\u5e02\u5834\u4fa1\u5024\u3092\u7d99\u7d9a\u7684\u306b\u9ad8\u3081\u3066\u3044\u3051\u308b\u70b9\u306f\u3001\u6210\u9577\u610f\u6b32\u306e\u9ad8\u3044\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3068\u3063\u3066\u4f55\u3088\u308a\u306e\u9b45\u529b\u3067\u3057\u3087\u3046\u3002\u4ed5\u4e8b\u305d\u306e\u3082\u306e\u304c\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u306b\u7e4b\u304c\u308a\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u505c\u6ede\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u5e38\u306b\u65b0\u3057\u3044\u6311\u6226\u3092\u697d\u3057\u3081\u308b\u74b0\u5883\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-white-background-color has-background\"><tbody><tr><td>\u6280\u8853\u9818\u57df<\/td><td>\u5177\u4f53\u7684\u306a\u696d\u52d9\u4f8b<\/td><\/tr><tr><td>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09<\/td><td>\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u8a55\u4fa1\u3084\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/td><\/tr><tr><td>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/td><td>\u6700\u65b0\u306e\u691c\u7d22\u6280\u8853\u3092\u691c\u8a3c\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u306b\u5c0e\u5165<\/td><\/tr><tr><td>\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/td><td>LangChain\u3084LlamaIndex\u306a\u3069\u306e\u6280\u8853\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306b\u8ffd\u968f\u3057\u3001\u6d3b\u7528\u3059\u308b<\/td><\/tr><tr><td>\u8a55\u4fa1\u624b\u6cd5<\/td><td>RAG\u30b7\u30b9\u30c6\u30e0\u306e\u7cbe\u5ea6\u3092\u6e2c\u308b\u305f\u3081\u306e\u65b0\u3057\u3044\u6307\u6a19\u3092\u5b66\u7fd2\u3057\u3001\u9069\u7528\u3059\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u74b0\u5883\u306b\u8eab\u3092\u7f6e\u304f\u3053\u3068\u3067\u3001\u81ea\u7136\u3068AI\u5206\u91ce\u306b\u304a\u3051\u308b\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u5c02\u9580\u6027\u3092\u7dad\u6301\u3057\u7d9a\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u597d\u5947\u5fc3\u65fa\u76db\u306a\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3068\u3063\u3066\u3001\u6700\u9ad8\u306e\u6210\u9577\u306e\u5834\u3068\u306a\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u30e1\u30ea\u30c3\u30c84\u901a\u52e4\u6642\u9593\u30bc\u30ed\u3067\u751f\u307e\u308c\u308b\u81ea\u5df1\u6295\u8cc7\u306e\u6642\u9593\">\u3010\u30e1\u30ea\u30c3\u30c84\u3011\u901a\u52e4\u6642\u9593\u30bc\u30ed\u3067\u751f\u307e\u308c\u308b\u81ea\u5df1\u6295\u8cc7\u306e\u6642\u9593<\/h3>\n\n\n\n<ul class=\"wp-block-list has-white-background-color has-background\">\n<li>\u901a\u52e4\u6642\u9593\u306e\u5b8c\u5168\u306a\u524a\u6e1b<\/li>\n\n\n\n<li>\u81ea\u5df1\u6295\u8cc7\u306b\u4f7f\u3048\u308b\u6642\u9593\u306e\u5275\u51fa<\/li>\n\n\n\n<li>\u30b9\u30ad\u30eb\u3068\u53ce\u5165\u3092\u4f38\u3070\u3059\u597d\u5faa\u74b0\u306e\u5b9f\u73fe<\/li>\n\n\n\n<li>\u6642\u9593\u914d\u5206\u306e\u81ea\u7531\u306a\u30c7\u30b6\u30a4\u30f3<\/li>\n<\/ul>\n\n\n\n<p>\u5f80\u5fa9\u3067\u6bce\u65e51\u6642\u9593\u30842\u6642\u9593\u304b\u304b\u3063\u3066\u3044\u305f\u901a\u52e4\u6642\u9593\u304c\u306a\u304f\u306a\u308b\u5f71\u97ff\u306f\u3001\u60f3\u50cf\u4ee5\u4e0a\u306b\u5927\u304d\u3044\u3082\u306e\u3067\u3059\u3002\u305d\u306e\u6642\u9593\u306f\u3001\u5358\u7d14\u306b\u4f11\u606f\u3084\u5bb6\u65cf\u3068\u306e\u56e3\u6b12\u306b\u5145\u3066\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u6226\u7565\u7684\u306a\u81ea\u5df1\u6295\u8cc7\u306e\u6642\u9593\u3068\u3057\u3066\u3082\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u65b0\u305f\u306b\u751f\u307e\u308c\u305f\u6642\u9593\u3092\u3001\u6280\u8853\u66f8\u306e\u5b66\u7fd2\u3084\u3001\u526f\u696d\u3068\u3057\u3066\u5225\u306e\u5c0f\u898f\u6a21\u6848\u4ef6\u306b\u6311\u6226\u3059\u308b\u6642\u9593\u306b\u5145\u3066\u308b\u3053\u3068\u3067\u3001\u81ea\u8eab\u306e\u30b9\u30ad\u30eb\u3068\u53ce\u5165\u3092\u3055\u3089\u306b\u4f38\u3070\u3059\u597d\u5faa\u74b0\u3092\u751f\u307f\u51fa\u305b\u307e\u3059\u3002\u6642\u9593\u306f\u6709\u9650\u3067\u3042\u308a\u3001\u305d\u306e\u4f7f\u3044\u65b9\u3092\u81ea\u5206\u3067\u30c7\u30b6\u30a4\u30f3\u3067\u304d\u308b\u306e\u306f\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30ab\u30fc\u306e\u7279\u6a29\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u30e1\u30ea\u30c3\u30c85\u591a\u69d8\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u5e83\u304c\u308b\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9\">\u3010\u30e1\u30ea\u30c3\u30c85\u3011\u591a\u69d8\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u5e83\u304c\u308b\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9<\/h3>\n\n\n\n<p>\u50cd\u304f\u5834\u6240\u304c\u9650\u5b9a\u3055\u308c\u306a\u3044\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067\u306f\u3001\u65e5\u672c\u5168\u56fd\u3001\u6642\u306b\u306f\u4e16\u754c\u4e2d\u306e\u4f01\u696d\u304c\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306b\u306a\u308a\u5f97\u307e\u3059\u3002\u7279\u5b9a\u306e\u5730\u57df\u3084\u696d\u754c\u306b\u7e1b\u3089\u308c\u308b\u3053\u3068\u306a\u304f\u3001\u591a\u7a2e\u591a\u69d8\u306a\u6848\u4ef6\u306b\u30c1\u30e3\u30ec\u30f3\u30b8\u3067\u304d\u308b\u6a5f\u4f1a\u304c\u5e83\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list has-white-background-color has-background\">\n<li>\u5730\u7406\u7684\u306a\u5236\u7d04\u3092\u53d7\u3051\u306a\u3044\u6848\u4ef6\u9078\u629e<\/li>\n\n\n\n<li>\u591a\u69d8\u306a\u696d\u754c\u3067\u306e\u5b9f\u52d9\u7d4c\u9a13\u306e\u84c4\u7a4d<\/li>\n\n\n\n<li>\u5358\u4e00\u306e\u7d44\u7e54\u3067\u306f\u5f97\u3089\u308c\u306a\u3044\u5e45\u5e83\u3044\u77e5\u898b<\/li>\n\n\n\n<li>\u5c06\u6765\u7684\u306a\u30ad\u30e3\u30ea\u30a2\u306e\u9078\u629e\u80a2\u306e\u62e1\u5927<\/li>\n<\/ul>\n\n\n\n<p>\u91d1\u878d\u3001\u533b\u7642\u3001\u88fd\u9020\u3001\u30a8\u30f3\u30bf\u30fc\u30c6\u30a4\u30f3\u30e1\u30f3\u30c8\u306a\u3069\u3001\u69d8\u3005\u306a\u696d\u754c\u306e\u8ab2\u984c\u306bRAG\u6280\u8853\u3092\u7528\u3044\u3066\u53d6\u308a\u7d44\u3080\u7d4c\u9a13\u306f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u306e\u8996\u91ce\u3092\u5e83\u3052\u3001\u5bfe\u5fdc\u3067\u304d\u308b\u9818\u57df\u3092\u5927\u304d\u304f\u6210\u9577\u3055\u305b\u3066\u304f\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u591a\u69d8\u306a\u6848\u4ef6\u3092\u7d4c\u9a13\u3059\u308b\u3053\u3068\u3067\u3001\u5358\u4e00\u306e\u4f01\u696d\u306b\u52e4\u3081\u308b\u3060\u3051\u3067\u306f\u5f97\u3089\u308c\u306a\u3044\u5e45\u5e83\u3044\u77e5\u898b\u304c\u84c4\u7a4d\u3055\u308c\u3001\u5c06\u6765\u306e\u30ad\u30e3\u30ea\u30a2\u306e\u9078\u629e\u80a2\u304c\u683c\u6bb5\u306b\u8c4a\u304b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-h2-\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067\u6d3b\u8e8d\u3059\u308brag\u30a8\u30f3\u30b8\u30cb\u30a2\u5fc5\u9808\u306e\u30b9\u30ad\u30eb5\u9078\">\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067\u6d3b\u8e8d\u3059\u308bRAG\u30a8\u30f3\u30b8\u30cb\u30a2\u5fc5\u9808\u306e\u30b9\u30ad\u30eb5\u9078<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/05\/05225-1024x559.jpg\" alt=\"\" class=\"wp-image-2726\" style=\"width:730px\" srcset=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/05\/05225-1024x559.jpg 1024w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/05\/05225-300x164.jpg 300w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/05\/05225-768x419.jpg 768w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/05\/05225.jpg 1100w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p>\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u78ba\u304b\u306a\u6210\u679c\u3092\u51fa\u3057\u3001\u591a\u304f\u306e\u4f01\u696d\u304b\u3089\u9078\u3070\u308c\u308b\u5b58\u5728\u306b\u306a\u308b\u305f\u3081\u306b\u306f\u3001\u6280\u8853\u7684\u306a\u5c02\u9580\u6027\u3068\u3001\u5834\u6240\u3092\u554f\u308f\u305a\u4fe1\u983c\u3055\u308c\u308b\u4eba\u9593\u6027\u306e\u4e21\u65b9\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001<mark style=\"background-color:#f2f97e\" class=\"has-inline-color\">\u7279\u306b\u91cd\u8981\u3068\u306a\u308b5\u3064\u306e\u5fc5\u9808\u30b9\u30ad\u30eb\u3092\u53b3\u9078\u3057\u3066\u89e3\u8aac<\/mark>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list has-white-background-color has-background\">\n<li>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306b\u95a2\u3059\u308b\u77e5\u8b58<\/li>\n\n\n\n<li>Python\u3068\u4e3b\u8981AI\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u7fd2\u5f97<\/li>\n\n\n\n<li>\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u6d3b\u7528\u30b9\u30ad\u30eb<\/li>\n\n\n\n<li>\u9ad8\u3044\u81ea\u5f8b\u6027\u3068\u81ea\u5df1\u7ba1\u7406\u80fd\u529b<\/li>\n\n\n\n<li>\u80fd\u52d5\u7684\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u30b9\u30ad\u30eb1\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30ebllm\u306b\u95a2\u3059\u308b\u77e5\u8b58\">\u3010\u30b9\u30ad\u30eb1\u3011\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306b\u95a2\u3059\u308b\u77e5\u8b58<\/h3>\n\n\n\n<p><mark style=\"background-color:#f2f97e\" class=\"has-inline-color\">RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u4e2d\u6838\u3092\u306a\u3059\u306e\u306f\u3001GPT\u30b7\u30ea\u30fc\u30ba\u306b\u4ee3\u8868\u3055\u308c\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09<\/mark>\u3067\u3059\u3002\u8cea\u306e\u9ad8\u3044\u958b\u767a\u3092\u884c\u3046\u305f\u3081\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u57fa\u790e\u77e5\u8b58\u3092\u4f53\u7cfb\u7684\u306b\u7406\u89e3\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-white-background-color has-background\"><tbody><tr><td>\u77e5\u8b58\/\u7528\u8a9e<\/td><td>\u6982\u8981<\/td><\/tr><tr><td>Transformer\uff08\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\uff09<\/td><td>\u73fe\u5728\u306e\u4e3b\u8981\u306aLLM\u306e\u57fa\u76e4\u3068\u306a\u3063\u3066\u3044\u308b\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u3002<\/td><\/tr><tr><td>Embeddings\uff08\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\uff09<\/td><td>\u5358\u8a9e\u3084\u6587\u7ae0\u3092\u3001\u610f\u5473\u306e\u8fd1\u3055\u3092\u8a08\u7b97\u3067\u304d\u308b\u6570\u5024\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3059\u308b\u6280\u8853\u3002<\/td><\/tr><tr><td>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<\/td><td>AI\u304b\u3089\u671b\u307e\u3057\u3044\u51fa\u529b\u3092\u5f97\u308b\u305f\u3081\u306b\u3001\u6307\u793a\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3092\u5de5\u592b\u3059\u308b\u6280\u8853\u3002<\/td><\/tr><tr><td>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3<\/td><td>AI\u304c\u4e8b\u5b9f\u306b\u57fa\u3065\u304b\u306a\u3044\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5618\u306e\u60c5\u5831\u3092\u751f\u6210\u3057\u3066\u3057\u307e\u3046\u73fe\u8c61\u3002<\/td><\/tr><tr><td>Fine-tuning<\/td><td>\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u30c7\u30fc\u30bf\u306b\u9069\u5fdc\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u65e2\u5b58\u306e\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u8ffd\u52a0\u3067\u8a13\u7df4\u3059\u308b\u3053\u3068\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u5358\u306bAPI\u3092\u547c\u3073\u51fa\u3059\u3060\u3051\u3067\u306a\u304f\u3001LLM\u304c\u52d5\u304f\u4ed5\u7d44\u307f\u3084\u3001\u5f97\u610f\u30fb\u4e0d\u5f97\u610f\u3068\u3044\u3063\u305f\u7279\u6027\u3092\u6df1\u304f\u7406\u89e3\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u3001\u8cea\u306e\u9ad8\u3044\u958b\u767a\u306b\u7e4b\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u306e\u7279\u6027\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u304b\u3089\u3053\u305d\u3001\u305d\u306e\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u8ab2\u984c\u306e\u89e3\u6c7a\u306b\u7d50\u3073\u3064\u3051\u308b\u6700\u9069\u306a\u8a2d\u8a08\u3092\u63cf\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u30b9\u30ad\u30eb2python\u3068\u4e3b\u8981ai\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u7fd2\u5f97\">\u3010\u30b9\u30ad\u30eb2\u3011Python\u3068\u4e3b\u8981AI\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u7fd2\u5f97<\/h3>\n\n\n\n<p>AI\u958b\u767a\u306e\u4e16\u754c\u3067\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9ePython\u304c\u5171\u901a\u8a9e\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u9ad8\u3044\u30ec\u30d9\u30eb\u306ePython\u30b9\u30ad\u30eb\u306f\u3082\u3061\u308d\u3093\u306e\u3053\u3068\u3001RAG\u958b\u767a\u3092\u52b9\u7387\u7684\u306b\u9032\u3081\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u7fd2\u719f\u3057\u3066\u3044\u308b\u3053\u3068\u306f\u3001\u4eca\u3084\u5fc5\u9808\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee3\u8868\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-white-background-color has-background\"><thead><tr><td>\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/td><td>\u4e3b\u306a\u5f79\u5272\u3068\u7279\u5fb4<\/td><\/tr><tr><td><a href=\"https:\/\/www.langchain.com\/\" target=\"_blank\" rel=\"noopener\" title=\"\">LangChain<\/a><\/td><td>LLM\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u306e\u300c\u53f8\u4ee4\u5854\u300d\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u30e2\u30c7\u30eb\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u306a\u3069\u3092\u67d4\u8edf\u306b\u7d44\u307f\u5408\u308f\u305b\u3001\u8907\u96d1\u306a\u51e6\u7406\u306e\u6d41\u308c\uff08\u30c1\u30a7\u30fc\u30f3\uff09\u3092\u69cb\u7bc9\u3059\u308b\u306e\u306b\u9577\u3051\u3066\u3044\u308b\u3002<\/td><\/tr><tr><td><a href=\"https:\/\/www.llamaindex.ai\/\" target=\"_blank\" rel=\"noopener\" title=\"\">LlamaIndex<\/a><\/td><td>LLM\u306b\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u307e\u305b\u308b\u300c\u30c7\u30fc\u30bf\u9023\u643a\u5f79\u300d\u3002PDF\u3084Web\u30b5\u30a4\u30c8\u306a\u3069\u3001\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u3092LLM\u304c\u7406\u89e3\u3057\u3084\u3059\u3044\u5f62\u306b\u6574\u7406\u30fb\u5909\u63db\uff08\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\uff09\u3057\u3001\u52b9\u7387\u7684\u306a\u691c\u7d22\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/td><\/tr><\/thead><tbody><tr><td><a href=\"https:\/\/haystack.deepset.ai\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Haystack<\/a><\/td><td>\u672c\u756a\u74b0\u5883\u3067\u306e\u904b\u7528\u3092\u5f37\u304f\u610f\u8b58\u3057\u305f\u300c\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u5f79\u300d\u3002\u30c7\u30fc\u30bf\u306e\u691c\u7d22\u304b\u3089\u56de\u7b54\u751f\u6210\u307e\u3067\u306e\u4e00\u9023\u306e\u6d41\u308c\uff08\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff09\u3092\u3001\u67d4\u8edf\u304b\u3064\u9811\u5065\u306b\u69cb\u7bc9\u3067\u304d\u308b\u306e\u304c\u7279\u5fb4\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3044\u3053\u306a\u305b\u308b\u3053\u3068\u306f\u3001\u30bc\u30ed\u304b\u3089\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u624b\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u3001\u958b\u767a\u306e\u30b9\u30d4\u30fc\u30c9\u3068\u8cea\u3092\u76f4\u63a5\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u6b66\u5668\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001LangChain\u3067\u51e6\u7406\u306e\u5168\u4f53\u50cf\u3092\u8a2d\u8a08\u3057\u3001LlamaIndex\u3067\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u691c\u7d22\u90e8\u5206\u3092\u69cb\u7bc9\u3059\u308b\u3068\u3044\u3063\u305f\u3088\u3046\u306b\u3001\u305d\u308c\u305e\u308c\u306e\u5f97\u610f\u5206\u91ce\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u6d3b\u7528\u3059\u308b\u5834\u9762\u3082\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u6848\u4ef6\u306b\u53c2\u753b\u3059\u308b\u4e0a\u3067\u3082\u3001\u3053\u308c\u3089\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3078\u306e\u7fd2\u719f\u5ea6\u306f\u3001\u5373\u6226\u529b\u3068\u3057\u3066\u8a55\u4fa1\u3055\u308c\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u30b9\u30ad\u30eb3\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u6d3b\u7528\u30b9\u30ad\u30eb\">\u3010\u30b9\u30ad\u30eb3\u3011\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u6d3b\u7528\u30b9\u30ad\u30eb<\/h3>\n\n\n\n<p>\u958b\u767a\u3057\u305fRAG\u30b7\u30b9\u30c6\u30e0\u3092\u5b9f\u969b\u306b\u52d5\u304b\u3057\u3001\u591a\u304f\u306e\u4eba\u304c\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u77e5\u8b58\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u4e3b\u8981\u306a\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u4e0a\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u30fb\u904b\u7528\u3059\u308b\u80fd\u529b\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee3\u8868\u7684\u306a\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-white-background-color has-background\"><tbody><tr><td>\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/td><td>\u7279\u5fb4<\/td><\/tr><tr><td><a href=\"https:\/\/aws.amazon.com\/jp\/\" target=\"_blank\" rel=\"noopener\" title=\"\">AWS<\/a><br>\uff08Amazon Web Services\uff09<\/td><td>\u696d\u754c\u30b7\u30a7\u30a2\u304c\u9ad8\u304f\u3001\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u306a\u57fa\u76e4\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3059\u308bAmazon Bedrock\u304b\u3089\u3001\u672c\u683c\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2\u958b\u767a\u74b0\u5883\u306eAmazon SageMaker\u307e\u3067\u3001\u5e45\u5e83\u3044\u30b5\u30fc\u30d3\u30b9\u304c\u63c3\u3063\u3066\u3044\u308b\u3002<\/td><\/tr><tr><td><a href=\"https:\/\/azure.microsoft.com\/ja-jp\" target=\"_blank\" rel=\"noopener\" title=\"\">Azure<\/a><\/td><td>OpenAI\u3068\u306e\u9023\u643a\u306b\u3088\u308a\u3001\u6700\u65b0\u306eGPT\u30e2\u30c7\u30eb\u3092\u4f01\u696d\u5411\u3051\u306b\u5229\u7528\u3057\u3084\u3059\u3044Azure OpenAI Service\u304c\u5f37\u307f\u3002\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u306e\u5805\u7262\u306a\u691c\u7d22\u6a5f\u80fd\u3082\u5145\u5b9f\u3002<\/td><\/tr><tr><td><a href=\"https:\/\/cloud.google.com\/?hl=ja\" target=\"_blank\" rel=\"noopener\" title=\"\">GCP<\/a><br>&nbsp;(<a href=\"https:\/\/www.google.com\/search?sca_esv=aa04d796f8c6ba14&amp;rlz=1C5CHFA_enJP969JP969&amp;sxsrf=AE3TifOir1sA7yij2-arK0BrDoXcQj5SmQ:1757424796904&amp;q=Google+Cloud&amp;sa=X&amp;ved=2ahUKEwjFvPTF5cuPAxXBQPUHHQcMBE0QxccNegUImAEQAQ\" target=\"_blank\" rel=\"noreferrer noopener\">Google Cloud<\/a>,&nbsp;\u65e7\u79f0&nbsp;<a href=\"https:\/\/www.google.com\/search?sca_esv=aa04d796f8c6ba14&amp;rlz=1C5CHFA_enJP969JP969&amp;sxsrf=AE3TifOir1sA7yij2-arK0BrDoXcQj5SmQ:1757424796904&amp;q=Google+Cloud+Platform&amp;sa=X&amp;ved=2ahUKEwjFvPTF5cuPAxXBQPUHHQcMBE0QxccNegUImAEQAg\" target=\"_blank\" rel=\"noreferrer noopener\">Google Cloud Platform<\/a>)&nbsp;<\/td><td>\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u306b\u5f37\u304f\u3001Vertex AI\u3068\u3044\u3046\u7d71\u5408\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u3067\u3001\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304b\u3089\u30e2\u30c7\u30eb\u958b\u767a\u3001\u904b\u7528\u307e\u3067\u3092\u4e00\u6c17\u901a\u8cab\u3067\u884c\u3048\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>2025\u5e74\u306eFlexera\u793e\u306e\u8abf\u67fb\u306b\u3088\u308c\u3070\u3001\u4e2d\u5c0f\u4f01\u696d\u306b\u304a\u3051\u308b\u30af\u30e9\u30a6\u30c9\u5229\u7528\u7387\u306fAWS\u304c53%\u3001GCP\u304c46%\u3001Azure\u304c29%\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u3053\u308c\u3089\u306e\u4e3b\u8981\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u5e02\u5834\u306e\u4e2d\u5fc3\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"466\" src=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/image2-1024x466.png\" alt=\"\" class=\"wp-image-5580\" style=\"width:800px\" srcset=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/image2-1024x466.png 1024w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/image2-300x136.png 300w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/image2-768x349.png 768w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/09\/image2.png 1302w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-small-font-size\">\u51fa\u5178\uff1a<a href=\"https:\/\/info.flexera.com\/CM-REPORT-State-of-the-Cloud?lead_source=Organic+Search&amp;utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" title=\"\">State of the Cloud Report\uff5cFlexera<\/a><\/p>\n\n\n\n<p>\u3053\u308c\u3089\u4e3b\u89813\u793e\u306e\u30af\u30e9\u30a6\u30c9\u3092\u62bc\u3055\u3048\u3066\u304a\u3051\u3070\u3001\u5bfe\u5fdc\u3067\u304d\u308b\u6848\u4ef6\u306e\u5e45\u304c\u683c\u6bb5\u306b\u5e83\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7279\u306b\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067\u306f\u3001\u958b\u767a\u304b\u3089\u672c\u756a\u904b\u7528\u307e\u3067\u5168\u3066\u304c\u30af\u30e9\u30a6\u30c9\u4e0a\u3067\u5b8c\u7d50\u3057\u307e\u3059\u3002\u62e1\u5f35\u6027\u3084\u8cbb\u7528\u5bfe\u52b9\u679c\u3092\u8003\u3048\u306a\u304c\u3089\u3001\u5b89\u5b9a\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u80fd\u529b\u306f\u3001RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3068\u3063\u3066\u6975\u3081\u3066\u5b9f\u8df5\u7684\u306a\u30b9\u30ad\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u673a\u4e0a\u306e\u7a7a\u8ad6\u3067\u7d42\u308f\u3089\u305b\u305a\u3001\u5b9f\u969b\u306b\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30d1\u30af\u30c8\u3092\u4e0e\u3048\u308b\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u4e16\u306b\u51fa\u3059\u305f\u3081\u306e\u3001\u3044\u308f\u3070\u6700\u5f8c\u306e\u7826\u3068\u306a\u308b\u30b9\u30ad\u30eb\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<strong><\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u30b9\u30ad\u30eb4\u9ad8\u3044\u81ea\u5f8b\u6027\u3068\u81ea\u5df1\u7ba1\u7406\u80fd\u529b\">\u3010\u30b9\u30ad\u30eb4\u3011\u9ad8\u3044\u81ea\u5f8b\u6027\u3068\u81ea\u5df1\u7ba1\u7406\u80fd\u529b<\/h3>\n\n\n\n<ul class=\"wp-block-list has-white-background-color has-background\">\n<li>1\u65e5\u306e\u59cb\u3081\u306b\u30bf\u30b9\u30af\u3092\u30ea\u30b9\u30c8\u5316\u3057\u512a\u5148\u9806\u4f4d\u3092\u8a2d\u5b9a<\/li>\n\n\n\n<li>\u30dd\u30e2\u30c9\u30fc\u30ed\u30c6\u30af\u30cb\u30c3\u30af\u306a\u3069\u3067\u96c6\u4e2d\u3068\u4f11\u61a9\u306e\u30ea\u30ba\u30e0\u3092\u69cb\u7bc9<\/li>\n\n\n\n<li>\u5b8c\u4e86\u3057\u305f\u30bf\u30b9\u30af\u3092\u53ef\u8996\u5316\u3057\u9054\u6210\u611f\u3092\u5f97\u308b\u5de5<\/li>\n\n\n\n<li>\u9031\u306e\u7d42\u308f\u308a\u3084\u6708\u306e\u7d42\u308f\u308a\u306b\u5b9a\u671f\u7684\u306a\u81ea\u5df1\u8a55\u4fa1\u3092\u5b9f\u65bd<\/li>\n<\/ul>\n\n\n\n<p>\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067\u306f\u3001\u30aa\u30d5\u30a3\u30b9\u52e4\u52d9\u306e\u3088\u3046\u306b\u8ab0\u304b\u304c\u4ed5\u4e8b\u306e\u9032\u6357\u3092\u5e38\u306b\u898b\u3066\u304f\u308c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u81ea\u5206\u81ea\u8eab\u3067\u30bf\u30b9\u30af\u3092\u7ba1\u7406\u3057\u3001\u7d0d\u671f\u304b\u3089\u9006\u7b97\u3057\u3066\u8a08\u753b\u7684\u306b\u4ed5\u4e8b\u3092\u9032\u3081\u308b\u9ad8\u3044\u81ea\u5f8b\u6027\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong><mark style=\"background-color:#f2f97e\" class=\"has-inline-color\">\u300c\u8a00\u308f\u308c\u305f\u304b\u3089\u3084\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u3001\u81ea\u3089\u8ab2\u984c\u3092\u898b\u3064\u3051\u3001\u89e3\u6c7a\u7b56\u3092\u8003\u3048\u3001\u884c\u52d5\u306b\u79fb\u3059\u59ff\u52e2\u304c\u3001\u9060\u9694\u3067\u50cd\u304f\u4e0a\u3067\u306e\u4fe1\u983c\u306e\u571f\u53f0\u3092\u7bc9\u304d\u307e\u3059<\/mark><\/strong>\u3002\u3053\u306e\u80fd\u529b\u306f\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u72ec\u7acb\u3057\u3066\u50cd\u304f\u4e0a\u3067\u3082\u3001\u6210\u529f\u3092\u5de6\u53f3\u3059\u308b\u91cd\u8981\u306a\u8981\u7d20\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u30b9\u30ad\u30eb5\u80fd\u52d5\u7684\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u80fd\u529b\">\u3010\u30b9\u30ad\u30eb5\u3011\u80fd\u52d5\u7684\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u80fd\u529b<\/h3>\n\n\n\n<p>\u9854\u304c\u898b\u3048\u306a\u3044\u30ea\u30e2\u30fc\u30c8\u74b0\u5883\u3067\u306f\u3001\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8cea\u304c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u5426\u3092\u5206\u3051\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u3084\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u3044\u3063\u305f\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u3067\u3001\u81ea\u5206\u306e\u8003\u3048\u3084\u9032\u6357\u72b6\u6cc1\u3092\u3001\u8aa4\u89e3\u306a\u304f\u3001\u304b\u3064\u7c21\u6f54\u306b\u4f1d\u3048\u308b\u80fd\u529b\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list has-white-background-color has-background\">\n<li>\u7d50\u8ad6\u304b\u3089\u5148\u306b\u4f1d\u3048\u308bPREP\u6cd5\u3092\u610f\u8b58\u3057\u305f\u6587\u7ae0\u4f5c\u6210<\/li>\n\n\n\n<li>\u671d\u4f1a\u3084\u65e5\u5831\u3067\u306e\u5b9a\u671f\u7684\u306a\u9032\u6357\u72b6\u6cc1\u306e\u5171\u6709<\/li>\n\n\n\n<li>\u4e0d\u660e\u70b9\u3092\u653e\u7f6e\u305b\u305a\u3001\u3059\u3050\u306b\u8cea\u554f\u3059\u308b\u7fd2\u6163<\/li>\n\n\n\n<li>\u30c6\u30ad\u30b9\u30c8\u3067\u4f1d\u308f\u308a\u306b\u304f\u3044\u5185\u5bb9\u306f\u5373\u5ea7\u306b\u77ed\u3044\u30d3\u30c7\u30aa\u901a\u8a71\u3092\u63d0\u6848<\/li>\n\n\n\n<li>\u611f\u8b1d\u3084\u30dd\u30b8\u30c6\u30a3\u30d6\u306a\u53cd\u5fdc\u3092\u610f\u8b58\u7684\u306b\u8868\u73fe<\/li>\n<\/ul>\n\n\n\n<p>\u7279\u306b\u91cd\u8981\u306a\u306e\u306f\u3001\u554f\u984c\u304c\u767a\u751f\u3057\u3066\u304b\u3089\u5831\u544a\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u554f\u984c\u304c\u8d77\u304d\u308b\u524d\u306b\u300c\u80fd\u52d5\u7684\u306b\u300d\u60c5\u5831\u5171\u6709\u3059\u308b\u59ff\u52e2\u3067\u3059\u3002<strong><mark style=\"background-color:#f2f97e\" class=\"has-inline-color\">\u81ea\u3089\u306e\u72b6\u6cc1\u3092\u3053\u307e\u3081\u306b\u767a\u4fe1\u3057\u3001\u7591\u554f\u70b9\u3092\u3059\u3050\u306b\u8cea\u554f\u3067\u304d\u308b\u30aa\u30fc\u30d7\u30f3\u306a\u59ff\u52e2\u304c\u3001\u30ea\u30e2\u30fc\u30c8\u30c1\u30fc\u30e0\u306e\u4e00\u4f53\u611f\u3068\u958b\u767a\u30b9\u30d4\u30fc\u30c9\u3092\u9ad8\u3081\u307e\u3059\u3002<\/mark><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-h2-rag\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u3092\u63a2\u30593\u3064\u306e\u65b9\u6cd5\">RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u3092\u63a2\u30593\u3064\u306e\u65b9\u6cd5<\/h2>\n\n\n\n<p>&nbsp;\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u305f\u3089\u3001\u6b21\u306f\u3044\u3088\u3044\u3088\u5b9f\u8df5\u306e\u5834\u3067\u3042\u308b\u6848\u4ef6\u63a2\u3057\u3067\u3059\u3002RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u3068\u51fa\u4f1a\u3046\u305f\u3081\u306e\u52b9\u679c\u7684\u306a3\u3064\u306e\u65b9\u6cd5\u306b\u306f\u3001\u305d\u308c\u305e\u308c\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u5168\u4f53\u50cf\u3092\u628a\u63e1\u3057\u3001\u81ea\u5206\u306b\u5408\u3063\u305f\u65b9\u6cd5\u304b\u3089\u8a66\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-white-background-color has-background has-fixed-layout\"><tbody><tr><td>\u65b9\u6cd5<\/td><td>\u30e1\u30ea\u30c3\u30c8<\/td><td>\u30c7\u30e1\u30ea\u30c3\u30c8<\/td><\/tr><tr><td>\u6280\u8853\u30d6\u30ed\u30b0\u3084SNS\u3067\u767a\u4fe1\u3059\u308b<\/td><td>\u81ea\u8eab\u306e\u5c02\u9580\u6027\u3092\u6df1\u304f\u30a2\u30d4\u30fc\u30eb\u3067\u304d\u3001\u4f01\u696d\u304b\u3089\u76f4\u63a5\u58f0\u304c\u304b\u304b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u30bb\u30eb\u30d5\u30d6\u30e9\u30f3\u30c7\u30a3\u30f3\u30b0\u306b\u7e4b\u304c\u308b\u3002<\/td><td>\u3059\u3050\u306b\u6848\u4ef6\u306b\u7d50\u3073\u3064\u304f\u3068\u306f\u9650\u3089\u305a\u3001\u7d99\u7d9a\u7684\u306a\u60c5\u5831\u767a\u4fe1\u306e\u624b\u9593\u3068\u6642\u9593\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/td><\/tr><tr><td>\u6c42\u4eba\u30b5\u30fc\u30d3\u30b9\u3067\u76f4\u63a5\u63a2\u3059<\/td><td>\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u6848\u4ef6\u6570\u304c\u591a\u304f\u3001\u81ea\u5206\u306e\u30da\u30fc\u30b9\u3067\u63a2\u305b\u308b\u3002\u5e45\u5e83\u3044\u9078\u629e\u80a2\u306e\u4e2d\u304b\u3089\u6bd4\u8f03\u691c\u8a0e\u3067\u304d\u308b\u3002<\/td><td>\u5fdc\u52df\u8005\u304c\u591a\u304f\u7af6\u4e89\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308b\u3002\u597d\u6761\u4ef6\u306e\u975e\u516c\u958b\u6848\u4ef6\u306b\u306f\u51fa\u4f1a\u3048\u306a\u3044\u3002<\/td><\/tr><tr><td>\u5c02\u9580\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3059\u308b<\/td><td>\u975e\u516c\u958b\u306e\u9ad8\u5358\u4fa1\u6848\u4ef6\u3092\u7d39\u4ecb\u3057\u3066\u3082\u3089\u3048\u308b\u3002\u9762\u5012\u306a\u5358\u4fa1\u4ea4\u6e09\u3084\u5951\u7d04\u624b\u7d9a\u304d\u3092\u4ee3\u884c\u3057\u3066\u304f\u308c\u308b\u3002<\/td><td>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306e\u9762\u8ac7\u3084\u3084\u308a\u53d6\u308a\u304c\u5fc5\u8981\u3002\u81ea\u5206\u306e\u30b9\u30ad\u30eb\u3084\u7d4c\u9a13\u306b\u3088\u3063\u3066\u306f\u7d39\u4ecb\u3092\u53d7\u3051\u3089\u308c\u306a\u3044\u5834\u5408\u304c\u3042\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u305d\u308c\u305e\u308c\u306e\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u3088\u308a\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u65b9\u6cd51\u6280\u8853\u30d6\u30ed\u30b0\u3084sns\u3067\u5c02\u9580\u6027\u3092\u767a\u4fe1\u3059\u308b\">\u3010\u65b9\u6cd51\u3011\u6280\u8853\u30d6\u30ed\u30b0\u3084SNS\u3067\u5c02\u9580\u6027\u3092\u767a\u4fe1\u3059\u308b<\/h3>\n\n\n\n<p>\u81ea\u8eab\u306e\u30b9\u30ad\u30eb\u3092\u6280\u8853\u30d6\u30ed\u30b0\u3084SNS\u3067\u767a\u4fe1\u3057\u3001\u30bb\u30eb\u30d5\u30d6\u30e9\u30f3\u30c7\u30a3\u30f3\u30b0\u306b\u7e4b\u3052\u308b\u306e\u306f\u4e00\u3064\u306e\u624b\u6cd5\u3067\u3059\u3002RAG\u306b\u95a2\u3059\u308b\u89e3\u8aac\u306a\u3069\u3092\u7d99\u7d9a\u7684\u306b\u767a\u4fe1\u3059\u308c\u3070\u3001RAG\u306e\u5c02\u9580\u5bb6\u3068\u3057\u3066\u8a8d\u77e5\u3055\u308c\u308b\u304d\u3063\u304b\u3051\u306b\u306f\u306a\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001<strong><mark style=\"background-color:#f2f97e\" class=\"has-inline-color\">\u3053\u308c\u306f\u3042\u304f\u307e\u3067\u9577\u671f\u7684\u306a\u6226\u7565\u3067\u3042\u308a\u3001\u76f8\u5fdc\u306e\u52b4\u529b\u304c\u6c42\u3081\u3089\u308c\u307e\u3059<\/mark><\/strong>\u3002\u6709\u76ca\u306a\u60c5\u5831\u3092\u767a\u4fe1\u3057\u7d9a\u3051\u308b\u306b\u306f\u591a\u304f\u306e\u6642\u9593\u3068\u624b\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3057\u3001\u305d\u306e\u6d3b\u52d5\u304c\u3059\u3050\u306b\u6848\u4ef6\u7372\u5f97\u306b\u76f4\u7d50\u3059\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u3059\u3050\u306b\u3067\u3082\u6848\u4ef6\u3092\u63a2\u3057\u305f\u3044\u65b9\u306b\u3068\u3063\u3066\u306f\u3001\u3084\u3084\u9060\u56de\u308a\u306a\u65b9\u6cd5\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u65b9\u6cd52\u6c42\u4eba\u30b5\u30fc\u30d3\u30b9\u3067\u76f4\u63a5\u6848\u4ef6\u3092\u63a2\u3059\">\u3010\u65b9\u6cd52\u3011\u6c42\u4eba\u30b5\u30fc\u30d3\u30b9\u3067\u76f4\u63a5\u6848\u4ef6\u3092\u63a2\u3059<\/h3>\n\n\n\n<p>\u6c42\u4eba\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u3044\u3001\u81ea\u5206\u3067\u76f4\u63a5\u6848\u4ef6\u3092\u63a2\u3059\u306e\u3082\u4e00\u822c\u7684\u306a\u65b9\u6cd5\u3067\u3059\u3002AI\u95a2\u9023\u306e\u5c02\u9580\u30b5\u30a4\u30c8\u3082\u5897\u3048\u3066\u306f\u3044\u307e\u3059\u304c\u3001<strong><mark style=\"background-color:#f2f97e\" class=\"has-inline-color\">\u81a8\u5927\u306a\u60c5\u5831\u306e\u4e2d\u304b\u3089\u3001\u672c\u5f53\u306b\u81ea\u5206\u306e\u30b9\u30ad\u30eb\u3084\u5e0c\u671b\u306b\u5408\u3046\u8cea\u306e\u9ad8\u3044\u6848\u4ef6\u3092\u81ea\u5206\u3067\u898b\u6975\u3081\u308b\u306e\u306f\u3001\u5927\u5909\u306a\u624b\u9593\u304c\u304b\u304b\u308a\u307e\u3059<\/mark><\/strong>\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u6761\u4ef6\u306e\u826f\u3044\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u306b\u306f\u5168\u56fd\u304b\u3089\u5fdc\u52df\u304c\u6bba\u5230\u3057\u3001\u7af6\u4e89\u7387\u304c\u9ad8\u304f\u306a\u308a\u304c\u3061\u3067\u3059\u3002\u672c\u5f53\u306b\u9b45\u529b\u7684\u306a\u9ad8\u5358\u4fa1\u30fb\u975e\u516c\u958b\u306e\u6848\u4ef6\u306f\u3001\u305d\u3082\u305d\u3082\u5e02\u5834\u306b\u51fa\u56de\u3063\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u5074\u9762\u3082\u5ff5\u982d\u306b\u7f6e\u304f\u3079\u304d\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-h3-\u65b9\u6cd53\u5c02\u9580\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3059\u308b\">\u3010\u65b9\u6cd53\u3011\u5c02\u9580\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3059\u308b<\/h3>\n\n\n\n<p>\u6642\u9593\u3084\u52b4\u529b\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u3001\u8cea\u306e\u9ad8\u3044\u6848\u4ef6\u3068\u51fa\u4f1a\u3046\u305f\u3081\u306b\u6700\u3082\u52b9\u7387\u7684\u3067\u78ba\u5b9f\u306a\u65b9\u6cd5\u304c\u3001\u5c02\u9580\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9\u306fWeb\u4e0a\u306b\u306f\u516c\u958b\u3055\u308c\u3066\u3044\u306a\u3044\u3001\u597d\u6761\u4ef6\u306e\u975e\u516c\u958b\u30fb\u9ad8\u5358\u4fa1\u6848\u4ef6\u3092\u591a\u6570\u4fdd\u6709\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001<strong><mark style=\"background-color:#f2f97e\" class=\"has-inline-color\">\u3042\u306a\u305f\u306e\u30b9\u30ad\u30eb\u3084\u7d4c\u9a13\u3092\u6b63\u3057\u304f\u7406\u89e3\u3057\u305f\u4e0a\u3067\u3001\u6700\u9069\u306a\u6848\u4ef6\u3092\u63d0\u6848\u3057\u307e\u3059<\/mark><\/strong>\u3002\u9762\u5012\u306a\u5358\u4fa1\u4ea4\u6e09\u3084\u5951\u7d04\u624b\u7d9a\u304d\u3082\u4ee3\u884c\u3059\u308b\u305f\u3081\u3001\u6700\u3082\u5f97\u610f\u306a\u958b\u767a\u696d\u52d9\u306b\u96c6\u4e2d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full is-resized\"><a href=\"https:\/\/relasic.jp\/\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"175\" src=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/07\/\u30ea\u30e9\u30b7\u30afbtn.png\" alt=\"\" class=\"wp-image-5002\" style=\"aspect-ratio:2.2857142857142856;object-fit:cover;width:250px\" srcset=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/07\/\u30ea\u30e9\u30b7\u30afbtn.png 400w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/07\/\u30ea\u30e9\u30b7\u30afbtn-300x131.png 300w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/><\/a><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p style=\"font-style:normal;font-weight:800;text-decoration:underline\"><a href=\"https:\/\/relasic.jp\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u30ea\u30e9\u30b7\u30af<\/a><\/p>\n\n\n\n<p style=\"font-style:normal;font-weight:600\">\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8\u3084\u30ea\u30e2\u30fc\u30c8\u4e2d\u5fc3\u306e\u6b63\u793e\u54e1\u6c42\u4eba\u3092\u5c02\u9580\u306b\u6271\u3046\u8ee2\u8077\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full is-resized\"><a href=\"https:\/\/remogu.jp\/\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"175\" src=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/04\/remogu\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9.png\" alt=\"\" class=\"wp-image-1437\" style=\"width:250px\" srcset=\"https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/04\/remogu\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9.png 400w, https:\/\/remogu.jp\/c\/wp-content\/uploads\/2025\/04\/remogu\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9-300x131.png 300w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/><\/a><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p style=\"font-style:normal;font-weight:800;text-decoration:underline\"><a href=\"https:\/\/remogu.jp\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Remogu\uff08\u2060\u2060\u2060\u2060\u2060\u2060\u30ea\u30e2\u30b0\uff09\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9<\/a><\/p>\n\n\n\n<p style=\"font-style:normal;font-weight:600\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3084\u526f\u696d\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u4f01\u696d\u306e\u696d\u52d9\u59d4\u8a17\u6848\u4ef6\u3092\u7e4b\u3050\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u5c02\u9580\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n\n\n\n<p>\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u306e\u30ad\u30e3\u30ea\u30a2\u3092\u672c\u6c17\u3067\u8003\u3048\u308b\u306a\u3089\u3001\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u6848\u4ef6\u306e\u30d7\u30ed\u3092\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-h2-\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3068rag\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u7591\u554f\">\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3068RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u7591\u554f<\/h2>\n\n\n\n<p>\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067\u306eRAG\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3046\u50cd\u304d\u65b9\u306b\u3064\u3044\u3066\u3001\u591a\u304f\u306e\u65b9\u304c\u62b1\u304f\u7591\u554f\u70b9\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u30ad\u30e3\u30ea\u30a2\u3092\u8003\u3048\u308b\u4e0a\u3067\u306e\u53c2\u8003\u306b\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-q1rag\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u7d4c\u9a13\u304c\u306a\u3044\u3068\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u306e\u6848\u4ef6\u306f\u96e3\u3057\u3044\u3067\u3057\u3087\u3046\u304b\"><strong>\u3010Q1\u3011RAG\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u7d4c\u9a13\u304c\u306a\u3044\u3068\u3001\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u306e\u6848\u4ef6\u306f\u96e3\u3057\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/strong><strong><\/strong><\/h3>\n\n\n\n<p><strong>A. 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