{"id":79560,"date":"2025-10-08T12:00:00","date_gmt":"2025-10-08T03:00:00","guid":{"rendered":"https:\/\/www.creationline.com\/tech-blog\/?p=79560"},"modified":"2025-10-21T11:07:24","modified_gmt":"2025-10-21T02:07:24","slug":"%e5%a4%a7%e8%a6%8f%e6%a8%a1%e8%a8%80%e8%aa%9e%e3%83%a2%e3%83%87%e3%83%ab%e3%81%ab%e3%82%88%e3%82%8b%e3%83%8a%e3%83%ac%e3%83%83%e3%82%b8%e3%82%b0%e3%83%a9%e3%83%95%e8%87%aa%e5%8b%95%e5%8c%96%e3%81%ae-2","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/data-management\/neo4j\/79560","title":{"rendered":"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u81ea\u52d5\u5316\u306e\u6982\u5ff5\u691c\u8a3c[2]"},"content":{"rendered":"\n<p>\u30fcLLM \u3068\u30b3\u30fc\u30c9\u51e6\u7406\u3092\u5206\u96e2\u3057\u3001\u5f79\u5272\u3092\u660e\u78ba\u5316\u30fc<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u524d\u56de\u306e\u8a18\u4e8b <a href=\"https:\/\/www.creationline.com\/tech-blog\/data-management\/neo4j\/79246\" target=\"_blank\" rel=\"noreferrer noopener\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u81ea\u52d5\u5316\u306e\u6982\u5ff5\u691c\u8a3c[1]<\/a> \u306b\u7d9a\u304d\u3001\u4eca\u56de\u3082\u5f15\u304d\u7d9a\u304d\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u6d3b\u7528\u3057\u305f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u81ea\u52d5\u751f\u6210\u306b\u3064\u3044\u3066\u306e\u6982\u5ff5\u691c\u8a3c\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u5f0a\u793e\u306e\u30c6\u30c3\u30af\u30d6\u30ed\u30b0\u3092\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u3068\u3057\u3066\u9078\u3073\u307e\u3057\u305f\u3002\u305d\u308c\u306f\u3001\u4f01\u696d\u5185\u306b\u70b9\u5728\u3059\u308b\u3055\u307e\u3056\u307e\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u60c5\u5831\u8cc7\u6e90\u306e\u69cb\u9020\u3068\u4f3c\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u793e\u5185\u306b\u306f\u60c5\u5831\u304c\u305f\u304f\u3055\u3093\u3042\u308b\u3051\u308c\u3069\u3001\u305d\u308c\u305e\u308c\u304c\u70b9\u5728\u3057\u3066\u3044\u3066\u3001\u5168\u4f53\u50cf\u304c\u898b\u3048\u306b\u304f\u3044<\/li>\n\n\n\n<li>\u6697\u9ed9\u77e5\u3084\u5c5e\u4eba\u7684\u306a\u611f\u899a\u3067\u904b\u7528\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3082\u591a\u304f\u3001\u53ef\u8996\u5316\u3055\u308c\u3066\u3044\u306a\u3044<\/li>\n\n\n\n<li>\u6642\u9593\u304c\u7d4c\u3064\u306b\u3064\u308c\u3001\u60c5\u5831\u306e\u30ab\u30aa\u30b9\u306f\u6df1\u307e\u308a\u3001\u304b\u3064\u3066\u982d\u306e\u4e2d\u3067\u305d\u306e\u300c\u5730\u56f3\u300d\u3092\u63cf\u3051\u3066\u3044\u305f\u4eba\u305f\u3061\u306f\u9000\u8077\u3084\u7570\u52d5\u3067\u3044\u306a\u304f\u306a\u3063\u3066\u3044\u304f<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u3046\u3057\u305f\u72b6\u6cc1\u306e\u4e2d\u3067\u3001\u307e\u305a\u306f\u81ea\u793e\u5185\u306e\u60c5\u5831\u3092\u5bfe\u8c61\u306b\u3001\u5730\u56f3\u5316\uff08\uff1d\u30b0\u30e9\u30d5\u5316\uff09\u3092\u8a66\u307f\u306a\u304c\u3089\u3001\u305d\u306e\u53ef\u80fd\u6027\u3068\u9650\u754c\u3092\u63a2\u3063\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001\u524d\u56de\u4f7f\u7528\u3057\u305f\u6620\u753b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u3088\u3046\u306a\u6574\u7136\u3068\u3057\u305f\u30b5\u30f3\u30d7\u30eb\u306f\u300c\u304d\u308c\u3044\u3059\u304e\u3066\u5f53\u305f\u308a\u524d\u306b\u3046\u307e\u304f\u3044\u304f\u300d\u3068\u306e\u58f0\u3082\u3042\u308a\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u4eca\u56de\u306f\u3001\u591a\u69d8\u306a\u30b8\u30e3\u30f3\u30eb\u306e\u60c5\u5831\u304c\u96c6\u307e\u3063\u3066\u3044\u308b\u5f0a\u793e\u306e\u30c6\u30c3\u30af\u30d6\u30ed\u30b0\u3092\u7d20\u6750\u3068\u3057\u3066\u9078\u3093\u3067\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u6982\u5ff5\u691c\u8a3c\u306e\u6982\u8981<\/strong><\/h2>\n\n\n\n<p>\u4eca\u56de\u306e\u691c\u8a3c\u306f\u3001\u5927\u304d\u304f2\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u5206\u3051\u3066\u9032\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30b5\u30f3\u30d7\u30eb\u306e\u30d6\u30ed\u30b0\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\uff08\u30b0\u30e9\u30d5\u4ed5\u69d8\u66f8\u3001\u3072\u306a\u578b\uff09\u3092\u4f5c\u6210<\/li>\n\n\n\n<li>\u4f5c\u6210\u3057\u305f\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u3001\u8907\u6570\u306e\u30d6\u30ed\u30b0\u8a18\u4e8b\u304b\u3089\u30b0\u30e9\u30d5\u69cb\u9020\u3092\u62bd\u51fa\u3057\u3001Neo4j\u306b\u767b\u9332<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u3068\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u306e\u4f5c\u6210<\/strong><\/h3>\n\n\n\n<p>\u4eca\u56de\u306e\u691c\u8a3c\u306f\u3001\u4ee5\u4e0b\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"170\" height=\"180\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/image-4.png\" alt=\"\" class=\"wp-image-79572\"\/><\/figure>\n\n\n\n<pre class=\"wp-block-code\"><code>1.\u30b5\u30f3\u30d7\u30eb\u306e\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u62bd\u51fa\n\u3000\u2192 \u30b3\u30fc\u30c9\u3092\u7528\u3044\u3066\u3001\u5bfe\u8c61\u3068\u306a\u308b\u30c6\u30c3\u30af\u30d6\u30ed\u30b0\u8a18\u4e8b\u306e\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\n\n2.\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u62bd\u51fa\n\u3000\u2192 \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u4f7f\u3063\u3066\u3001\u8a18\u4e8b\u5185\u304b\u3089\u610f\u5473\u7684\u306a\u8981\u7d20\uff08\u4eba\u7269\u30fb\u6280\u8853\u30fb\u95a2\u9023\u6027\u306a\u3069\uff09\u3092\u62bd\u51fa\n\n3.\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\uff08\uff1d\u30b0\u30e9\u30d5\u30e2\u30c7\u30eb\u306e\u4ed5\u69d8\u66f8\uff0f\u3072\u306a\u578b\uff09\n\u3000\u2192 LLM\u3092\u6d3b\u7528\u3057\u3066\u3001\u62bd\u51fa\u3055\u308c\u305f\u8981\u7d20\u3092\u3082\u3068\u306b\u69cb\u9020\u7684\u306a\u30b0\u30e9\u30d5\u30e2\u30c7\u30eb\u3092\u8a2d\u8a08\n\n4.\u30b5\u30f3\u30d7\u30eb\u30b0\u30e9\u30d5\u306e\u69cb\u7bc9\n\u3000\u2192 \u30e2\u30c7\u30eb\u306b\u6cbf\u3063\u3066\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u3092\u30b0\u30e9\u30d5\u5316\u3057\u3001Neo4j\u306b\u767b\u9332\n\n5.\u8a55\u4fa1\u3068\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\n\u3000\u2192 \u4eba\u306b\u3088\u308b\u30ec\u30d3\u30e5\u30fc\u3084\u30af\u30a8\u30ea\u691c\u8a3c\u3092\u901a\u3058\u3066\u3001\u30b0\u30e9\u30d5\u69cb\u9020\u306e\u904e\u4e0d\u8db3\u3092\u8a55\u4fa1\u30fb\u8abf\u6574\n\n6.\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u306e\u5b8c\u6210\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u4f5c\u6210<\/strong><\/h3>\n\n\n\n<p>\u4eca\u56de\u306e\u691c\u8a3c\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u6d41\u308c\u3067\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u69cb\u7bc9\u3092\u9032\u3081\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"170\" height=\"292\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/image-5.png\" alt=\"\" class=\"wp-image-79573\"\/><\/figure>\n\n\n\n<pre class=\"wp-block-code\"><code>\n1.\u5927\u91cf\u306e\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u304b\u3089\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\uff08\u5bfe\u8c61\uff1a\u30b5\u30f3\u30d7\u30eb50\u8a18\u4e8b\uff09\n\u3000\u2192 LLM\u3092\u7528\u3044\u3001\u4e8b\u524d\u306b\u5b9a\u7fa9\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u3001\u8a18\u4e8b\u304b\u3089\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u95a2\u4fc2\u6027\u3092\u62bd\u51fa\n\n2.\u62bd\u51fa\u7d50\u679c\u3092JSON\u5f62\u5f0f\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u306b\u5909\u63db\n\u3000\u2192 LLM\u304b\u3089\u306e\u51fa\u529b\u3092Python\u30b3\u30fc\u30c9\u3067\u6574\u7406\u3057\u3001Neo4j\u306b\u53d6\u308a\u8fbc\u3081\u308b\u5f62\u5f0f\u306b\u6574\u5f62\n\n3.Cypher\u30af\u30a8\u30ea\u3092\u4f5c\u6210\u3057\u3066Neo4j\u3078\u767b\u9332\n\u3000\u2192 JSON\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306bCypher\u30af\u30a8\u30ea\u3092\u751f\u6210\u3057\u3001Neo4j\u306b\u30ce\u30fc\u30c9\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u683c\u7d0d\n\n4.\u8a55\u4fa1\u3068\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\n\u3000\u2192 \u5b9f\u969b\u306b\u751f\u6210\u3055\u308c\u305f\u30b0\u30e9\u30d5\u3092\u4eba\u624b\u3067\u30ec\u30d3\u30e5\u30fc\u3057\u3001\u30af\u30a8\u30ea\u5b9f\u884c\u53ef\u80fd\u6027\u3084\u610f\u5473\u7684\u306a\u59a5\u5f53\u6027\u3092\u78ba\u8a8d\u3002\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30e2\u30c7\u30eb\u3084\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8abf\u6574\n\n5.\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u5b8c\u6210\n\u3000\u2192 \u8a55\u4fa1\u30fb\u6539\u5584\u3092\u7d4c\u3066\u3001\u5b9f\u7528\u6027\u306e\u3042\u308b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3068\u3057\u3066\u6574\u5099<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9f\u884c\u74b0\u5883\u306b\u3064\u3044\u3066<\/h3>\n\n\n\n<p>\u3082\u3057\u5b9f\u969b\u306b\u5b9f\u884c\u3057\u3066\u307f\u305f\u3044\u5834\u5408\u3001\u73fe\u5728\u306e\u30b3\u30fc\u30c9\u306f Claude Sonnet 4 \u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u304a\u308a\u3001Claude \u306e API\u30ad\u30fc\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<br>\u305f\u3060\u3057\u3001OpenAI \u3084\u305d\u306e\u4ed6\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306e API\u30ad\u30fc\u3057\u304b\u304a\u6301\u3061\u3067\u306a\u3044\u5834\u5408\u3067\u3082\u3001\u30b3\u30fc\u30c9\u306e\u4e00\u90e8\u3092AI\u30c9\u30ea\u30d6\u30f3\u3067\u7c21\u5358\u306b\u6539\u4fee\u3067\u304d\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001Neo4j \u306e\u74b0\u5883\u306b\u3064\u3044\u3066\u306f\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u7248\u307e\u305f\u306f Docker \u7248\u3092\u5229\u7528\u3059\u308b\u306e\u304c\u6700\u3082\u624b\u8efd\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>https:&#47;&#47;neo4j.com\/product\/community-edition\/\nhttps:\/\/neo4j.com\/docs\/operations-manual\/current\/docker\/docker-compose-standalone\/\n\n\u306a\u304a\u3001Neo4j\u74b0\u5883\u307e\u3067\u89e6\u308c\u307f\u305f\u3044\u5834\u5408\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u306fv5.13\u4ee5\u4e0a\u306b\u3059\u3079\u304d\u3067\u3059\u3002\u4eca\u5f8c\u306e\u9023\u8f09\u3067Vector Index\u304c\u5fc5\u8981\u306b\u306a\u308b\u305f\u3081\u3067\u3059\u3002\n\u30b3\u30fc\u30c9\u306f\u3001Python 3.11\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u3068\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u306e\u4f5c\u6210<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b5\u30f3\u30d7\u30eb\u8a18\u4e8b\u62bd\u51fa<\/h3>\n\n\n\n<p>\u5f0a\u793e\u306e\u30c6\u30c3\u30af\u30d6\u30ed\u30b0\u304b\u3089\u306e\u8a18\u4e8b\u306e\u62bd\u51fa\u306b\u306f\u3001Python\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<br>\u4eca\u56de\u306e\u6982\u5ff5\u691c\u8a3c\u3067\u958b\u767a\u3057\u305f\u30b3\u30fc\u30c9\u306f\u3001\u4ee5\u4e0b\u306eGitHub\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u683c\u7d0d\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>https:&#47;&#47;github.com\/awk256\/neo4j-lab-semantic-model\n\n\u251c\u2500\u2500 cypher_output\n\u251c\u2500\u2500 files\n\u251c\u2500\u2500 graph\n\u251c\u2500\u2500 graph_extract\n\u251c\u2500\u2500 graph_extract copy\n\u251c\u2500\u2500 script\n\u251c\u2500\u2500 semantic\n\u2514\u2500\u2500 source_data<\/code><\/pre>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001\u30d6\u30ed\u30b0\u8a18\u4e8b\u306e\u4e00\u89a7\u304b\u3089\u30b5\u30d6\u30ab\u30c6\u30b4\u30ea\u3054\u3068\u306b2\u4ef6\u305a\u3064\u3001\u5408\u8a0850\u4ef6\u5206\u306e\u30b5\u30de\u30ea\u3092\u62bd\u51fa\u3057\u3066\u3044\u307e\u3059\u3002\u306a\u304a\u3001\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f <strong>LLM\u306f\u4f7f\u7528\u3057\u3066\u3044\u307e\u305b\u3093<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30b9\u30af\u30ea\u30d7\u30c8<\/th><th>\u30c7\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3<\/th><\/tr><\/thead><tbody><tr><td>category_extract.py<\/td><td>\u30ab\u30c6\u30b4\u30ea\u30ea\u30b9\u30c8\u3092\u62bd\u51fa<\/td><\/tr><tr><td>python articles_list.py<\/td><td>\u3059\u3079\u3066\u306e\u8a18\u4e8b\u4e00\u89a7\u3068\u3092\u53d6\u5f97<\/td><\/tr><tr><td>python article_list_sample.py<\/td><td>\u3059\u3079\u3066\u306e\u8a18\u4e8b\u4e00\u89a7\u304b\u3089\u30b5\u30f3\u30d7\u30eb50\u8a18\u4e8b\u3092\u53d6\u5f97<\/td><\/tr><tr><td>python article_text_extractor.py<\/td><td>\u30b5\u30f3\u30d7\u30eb50\u8a18\u4e8b\u306e\u4e00\u89a7\u304b\u3089\u8a18\u4e8b\u306e\u30b5\u30de\u30ea\u3092\u53d6\u5f97<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6982\u5ff5\u691c\u8a3c\u306b\u4f7f\u7528\u3057\u3066\u3044\u308b\u30d6\u30ed\u30b0\u8a18\u4e8b\u306f\u3001\u3059\u3067\u306b\u62bd\u51fa\u6e08\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>soruce_data\/*.txt\n\n\u305d\u306e\u305f\u3081\u3001\u3053\u306e\u8a18\u4e8b\u3092\u3054\u89a7\u306e\u65b9\u304c\u3001\u6539\u3081\u3066\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\n\u3082\u3057\u30b0\u30e9\u30d5\u4f5c\u6210\u306e\u30b3\u30fc\u30c9\u3092\u8a66\u3057\u3066\u307f\u305f\u3044\u5834\u5408\u306f\u3001\u63d0\u4f9b\u3057\u3066\u3044\u308b\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u5185\u306b\u542b\u307e\u308c\u3066\u3044\u308b50\u4ef6\u5206\u306e\u8a18\u4e8b\u30c7\u30fc\u30bf\u3092\u305d\u306e\u307e\u307e\u3054\u5229\u7528\u304f\u3060\u3055\u3044\u3002<\/code><\/pre>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>\u30b5\u30f3\u30d7\u30eb\u8a18\u4e8b<\/summary>\n<p><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>title: \"\u3010Agile Kata Series\u3011Part 1 : \u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306e\u6982\u8981\"\nurl: \"https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256\"\ncategory: \"\u30a2\u30b8\u30e3\u30a4\u30eb\uff06DevOps\"\ncategory_uri: \"https:\/\/www.creationline.com\/tech-blog\/agile-devops\"\ndoc_id: \"3be3acd080da\"\nfetched_at: \"2025-09-13T08:48:29.669404+00:00\"\nsource:\n  site: \"www.creationline.com\"\n  canonical_url: \"https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256\"\n  lang: \"ja\"\n  authors:\n  - \"\u4e2d\u6751\u77e5\u6210\"\n  published_at: \"2024-12-30T02:55:00+00:00\"\nhash:\n  html_sha256: \"1507a6e78e7f09bf611260e4e26d57c156f43497e631f33b69007b94f980ed57\"\ncontents: |\n  \u4eca\u56de\u304b\u3089\u3001\u30b7\u30ea\u30fc\u30ba\u3082\u306e\u306e\u30d6\u30ed\u30b0\u3092\u9023\u8f09\u3057\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u304a\u984c\u306f\u300c\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u300d\u306b\u3064\u3044\u3066\u3067\u3059!\n  Part 1 : \u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306e\u6982\u8981\n  Part 2 : \u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306e\u8981\u7d20 - \u6539\u5584\u306e\u30ab\u30bf \/ \u30b3\u30fc\u30c1\u30f3\u30b0\u306e\u30ab\u30bf \/ \u30a2\u30b8\u30e3\u30a4\u30eb\n  Part 3 : \u30ab\u30bf\u4f53\u9a13\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u306e\u7d39\u4ecb ~ Kata in the Classroom ~\n  Part 4 : \u30ab\u30bf\u306e\u6d3e\u751f - \u30ab\u30f3\u30d0\u30f3\u306e\u30ab\u30bf \/ \u30d7\u30ed\u30c0\u30af\u30c8\u306e\u30ab\u30bf \/ EBM\n  \u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u3068\u306f\n  \u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306e\u516c\u5f0f\u30b5\u30a4\u30c8\n  (\n  \u65e5\u672c\u3067\u306e\u5468\u77e5\u30b5\u30a4\u30c8\u306f\u3053\u3061\u3089\n  )\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n  1\n  The Agile Kata is a universal pattern for continuous agile improvement.\n  (\u7d99\u7d9a\u7684\u304b\u3064\u30a2\u30b8\u30e3\u30a4\u30eb\u306b\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u5171\u901a\u30d1\u30bf\u30fc\u30f3\u3001\u305d\u308c\u304c\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf)\n  \u307e\u305f\u3001\u540c\u30b5\u30a4\u30c8\u306b\u306f\n  \u6982\u8981\u3092\u8868\u3059\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30dd\u30b9\u30bf\u30fc\n  \u3082\u63b2\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n  \u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306e\u7279\u5fb4\n  \u30a2\u30b8\u30e3\u30a4\u30eb\u3092\u5b9f\u8df5\u3059\u308b\u969b\u306b\u666e\u904d\u7684\u306b\u5c0e\u5165\u3067\u304d\u308b\u3001\u5fc5\u8981\u6700\u4f4e\u9650\u306e\u8efd\u91cf\u306a\u30d7\u30ed\u30bb\u30b9\n  \u30a2\u30b8\u30e3\u30a4\u30eb\u304c\u5bfe\u8c61\u3068\u3059\u308b\u8907\u96d1\u306a\u9818\u57df\u306b\u304a\u3044\u3066\u3001\u300c\u63a2\u7d22-\u628a\u63e1-\u5bfe\u5fdc\u300d\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u5bfe\u51e6\n  \u5192\u982d\u3067\u7d39\u4ecb\u3057\u305f\u300c\u666e\u904d\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u300d\u3068\u3044\u3046\u5b9a\u7fa9\u306e\u901a\u308a\u3001\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306f\u30a2\u30b8\u30e3\u30a4\u30eb\u7684\u306a\u9032\u3081\u65b9\u5168\u822c\u3067\u666e\u904d\u7684\u306b\u9069\u7528\u3067\u304d\u307e\u3059\u3002\u5236\u7d04\u306f\u7de9\u304f\u3001\u4ed6\u306e\u30d7\u30ed\u30bb\u30b9\u307b\u3069\u5c0e\u5165\u6642\u306e\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u306f\u591a\u304f\u3042\u308a\u307e\u305b\u3093\u3002\n  \u4f8b\u3048\u3070\u3001\u30b9\u30af\u30e9\u30e0\u3092\u53b3\u5bc6\u306b\u5b9f\u8df5\u3057\u3088\u3046\u3068\u3057\u305f\u5834\u5408\u3001\u300c\u30b9\u30af\u30e9\u30e0\u30de\u30b9\u30bf\u30fc\u306f\u8ab0\u304c\u3084\u308b?\u300d\u300c(\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u4ee5\u5916\u306e\u6587\u8108\u3067\u306e)\u30a4\u30f3\u30af\u30ea\u30e1\u30f3\u30c8\u306f\u3069\u3046\u5b9a\u7fa9\u3059\u308b?\u300d\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u5f15\u3063\u304b\u304b\u308a\u305d\u3046\u306a\u5834\u9762\u304c\u51fa\u3066\u304d\u307e\u3059\u3002\u5b9f\u8df5\u7d4c\u9a13\u304c\u8c4a\u5bcc\u306a\u30c1\u30fc\u30e0\u306a\u3089\u3070\u9069\u5207\u306b\u9069\u5fdc\u3057\u306a\u304c\u3089\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u307e\u3059\u304c\u3001\u305d\u308c\u3067\u3082\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3068\u3044\u3046\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u306f\u767a\u751f\u3059\u308b\u3067\u3057\u3087\u3046\u3002\u4e00\u65b9\u3067\u3001\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u3067\u306f\u3001\u5fc5\u8981\u6700\u4f4e\u9650\u306e\u30b9\u30c6\u30c3\u30d7\u306e\u307f\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u30a2\u30b8\u30e3\u30a4\u30eb\u3092\u5fd7\u5411\u3057\u3066\u3044\u308b\u3069\u306e\u30c1\u30fc\u30e0\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30fb\u7d44\u7e54\u3067\u3082\u9069\u7528\u3067\u304d\u307e\u3059\u3002\n  \u307e\u305f\u3001\u5fc5\u8981\u6700\u4f4e\u9650\u306e\u30d7\u30ed\u30bb\u30b9\u306e\u4e2d\u3067\u3082\u3001\u30a2\u30b8\u30e3\u30a4\u30eb\u304c\u5bfe\u8c61\u3068\u3059\u308b\u8907\u96d1\u306a\u554f\u984c\u9818\u57df\u306b\u9069\u5207\u306b\u5bfe\u51e6\u3067\u304d\u308b\u30b9\u30c6\u30c3\u30d7\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306e\u69cb\u6210\u8981\u7d20\u3067\u3042\u308b\u3001\u300c\u6539\u5584\u306e\u30ab\u30bf\u300d\u304c\u305d\u306e\u4e2d\u6838\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\n  \u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u3092\u69cb\u6210\u3059\u308b\u8981\u7d20\n  \u30c8\u30e8\u30bf\u306e\u30ab\u30bf\n  \u30a2\u30b8\u30e3\u30a4\u30eb\n  \u6539\u5584\u306e\u30ab\u30bf\n  \u30b3\u30fc\u30c1\u30f3\u30b0\u306e\u30ab\u30bf\n  Agile Mindset : \u30a2\u30b8\u30e3\u30a4\u30eb\u30de\u30a4\u30f3\u30c9\u30bb\u30c3\u30c8\n  Measure Value : \u4fa1\u5024\u306b\u57fa\u3065\u304f\u8a08\u6e2c\n  Agile Coaching : \u30a2\u30b8\u30e3\u30a4\u30eb\u30b3\u30fc\u30c1\u30f3\u30b0\n  Collaboration : \u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\n  Agile Leadership : \u30a2\u30b8\u30e3\u30a4\u30eb\u30ea\u30fc\u30c0\u30fc\u30b7\u30c3\u30d7\n  \u4e0a\u8a18\u306e\u8868\u304c\u3001\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u3092\u69cb\u6210\u3059\u308b\u8981\u7d20\u3067\u3059\u3002\u300c\u30c8\u30e8\u30bf\u306e\u30ab\u30bf\u300d\u306b\u300c\u30a2\u30b8\u30e3\u30a4\u30eb\u300d\u306e\u8981\u7d20\u3067\u62e1\u5f35\u3057\u305f\u3082\u306e\u304c\u3001\u300c\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u300d\u3067\u3059\u3002\n  \u30c8\u30e8\u30bf\u306e\u30ab\u30bf(\u6539\u5584\u306e\u30ab\u30bf\u30fb\u30b3\u30fc\u30c1\u30f3\u30b0\u306e\u30ab\u30bf)\u306b\u3064\u3044\u3066\u306f\u3001\n  \u3053\u3061\u3089\u306e\u30b9\u30e9\u30a4\u30c9\n  \u304c\u53c2\u8003\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u8981\u7d20\u306f\u3001\u4e0a\u8ff0\u3057\u305f\u30dd\u30b9\u30bf\u30fc\u306e\u8981\u7d20\u306b\u77e2\u5370\u3068\u4e00\u7dd2\u306b\u56f3\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u306d\u3002\u69cb\u6210\u8981\u7d20\u306e\u8a73\u7d30\u306b\u95a2\u3057\u3066\u306f\u3001\u30b7\u30ea\u30fc\u30baPart 2\u3067\u8aac\u660e\u3057\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002\n  \u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\n  \u4e0a\u8ff0\u3057\u305f\u3088\u3046\u306b\u3001\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306f\u3042\u3089\u3086\u308b\u5834\u6240\u3067\u666e\u904d\u7684\u306b\u5229\u7528\u3067\u304d\u308b\u30d1\u30bf\u30fc\u30f3\u3067\u3059\u3002\u3068\u306f\u3044\u3048\u3001\u5177\u4f53\u7684\u306b\u3069\u3053\u3067\u9069\u7528\u3057\u3066\u3044\u308b\u306e\u304b?\u304c\u5206\u304b\u308b\u3068\u3001\u3088\u308a\u30a4\u30e1\u30fc\u30b8\u3057\u3084\u3059\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306e\u4e00\u4f8b\u3067\u3059\u3002\n  \u30ec\u30c8\u30ed\u30b9\u30da\u30af\u30c6\u30a3\u30d6\u3068\u3057\u3066\n  \u30a2\u30b8\u30e3\u30a4\u30eb\u30c1\u30fc\u30e0\u306e\u30d7\u30ed\u30bb\u30b9\u3068\u3057\u3066(\u30b9\u30af\u30e9\u30e0\u3084\u30ab\u30f3\u30d0\u30f3\u306a\u3069\u306e\u4ee3\u66ff\u30fb\u88dc\u5b8c)\n  \u30a2\u30b8\u30e3\u30a4\u30eb\u306a\u7d44\u7e54\u5909\u9769\u3092\u9032\u3081\u308b\u969b\u306e\u30d7\u30ed\u30bb\u30b9\u3068\u3057\u3066\n  \u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u4ee5\u5916\u3067\u3082\u3001\u30d3\u30b8\u30cd\u30b9\u30a2\u30b8\u30ea\u30c6\u30a3\u3092\u8ffd\u6c42\u3059\u308b\u90e8\u9580\u3067(\u4eba\u4e8b\u30fb\u8abf\u9054\u30fb\u8ca1\u52d9\u30fb\u6cd5\u52d9\u90e8\u9580\u306a\u3069)\n  \u30d7\u30ed\u30c0\u30af\u30c8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u306e\u5834\u3067\n  \u79c1\u304c\u5b9f\u969b\u306b\u30ab\u30bf\u3092\u9069\u7528\u3057\u3066\u3044\u308b\u5834\u6240\u306f\u3001\u4e0b\u8a18\u306e\u5834\u9762\u3067\u3059\u3002\u660e\u793a\u7684\u306b\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306e\u6d41\u308c\u3092\u898b\u305b\u306a\u304c\u3089\u9032\u3081\u308b\u3068\u304d\u3082\u3042\u308a\u307e\u3059\u3057\u3001\u982d\u306e\u4e2d\u306b\u601d\u3044\u6d6e\u304b\u3079\u306a\u304c\u3089\u8a71\u3092\u9032\u3081\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\n  \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3078\u306e\u63d0\u6848\u6642\u306b\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u9032\u307f\u305f\u3044\u65b9\u5411\u3092\u554f\u3044\u304b\u3051\u306a\u304c\u3089\u660e\u78ba\u306b\u3059\u308b\u5834\u3067\n  \u30a2\u30b8\u30e3\u30a4\u30eb\u306a\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u7d44\u7e54\u3092\u76ee\u6307\u3057\u3066\u3001\u5909\u9769\u3078\u306e\u53d6\u308a\u7d44\u307f\u3092\u63a8\u9032\u3059\u308b\u5834\u3067\n  VSM\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u5f8c\u306b\u3001\u6539\u5584\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u691c\u8a0e\u30fb\u5b9f\u65bd\u3057\u3066\u3044\u304f\u5834\u3067\n  \u30c1\u30fc\u30e0\u30fb\u500b\u4eba\u306e\u76ee\u6a19\u8a2d\u5b9a\u306e\u5834\u3067\n  \u4ed6\u793e\u306e\u4e8b\u4f8b\u3067\u3059\u304c\u3001\n  KINTO\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30ba\u3055\u3093\u3067\u306f\u52c9\u5f37\u4f1a\u904b\u55b6\u306b\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u3092\u53c2\u8003\u306b\u3057\u3066\u3044\u308b\n  \u3068\u3044\u3046\u306e\u3082\u3042\u308a\u307e\u3059\u306d\u3002\n  \u30b7\u30ea\u30fc\u30ba\u7b2c\u4e00\u5f3e\u3068\u3057\u3066\u3001\u4eca\u56de\u306f\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306e\u6982\u8981\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u3044\u304b\u304c\u3067\u3057\u305f\u3067\u3057\u3087\u3046\u304b?\u5f15\u304d\u7d9a\u304d\u3001\u6b21\u56de\u4ee5\u964d\u306e\u8a18\u4e8b\u3082\u7528\u610f\u3057\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u6982\u8981\u3067\u306f\u89e6\u308c\u306a\u304b\u3063\u305f\u8a73\u7d30\u3084\u3001\u5b9f\u969b\u306e\u4e8b\u4f8b\u306a\u3069\u3082\u5c11\u3057\u305a\u3064\u7d39\u4ecb\u3057\u3066\u3044\u3051\u308b\u3068\u3088\u3055\u305d\u3046\u3067\u3059\u306d\u3002\n  \u307e\u305f\u3001\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u8208\u5473\u3092\u60f9\u304b\u308c\u305f\u65b9\u306f\u30012024\u5e7412\u6708\u306b\u51fa\u7248\u3055\u308c\u305f\u3070\u304b\u308a\u306e\u4e0b\u8a18\u306e\u672c\u3082\u30aa\u30b9\u30b9\u30e1\u3067\u3059\u3002\u30ab\u30bf\u306e\u69cb\u6210\u8981\u7d20\u3084\u60f3\u5b9a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306a\u3069\u304c\u8a73\u7d30\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u3088\u308a\u6df1\u304f\u30ab\u30bf\u3092\u77e5\u308c\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\n  \u4f59\u8ac7:\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u3068EBM\u306e\u95a2\u9023\n  \u300c\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u300d\u30b7\u30ea\u30fc\u30ba\u306f\u3001\n  EBM\n  \u306e\u95a2\u9023\u30fb\u88dc\u8db3\u8a18\u4e8b\u3068\u3057\u3066\u3082\u8003\u3048\u3066\u3044\u307e\u3059\u3002\n  EBM\u3067\u89e6\u308c\u3066\u3044\u308b\u30a2\u30a6\u30c8\u30ab\u30e0\u3084\u30a4\u30f3\u30d1\u30af\u30c8\u30fb\u91cd\u8981\u4fa1\u5024\u9818\u57df(CV\/UV\/T2M\/A2I)\u3092\u3001\u300c\u4fa1\u5024\u306b\u57fa\u3065\u304f\u8a08\u6e2c\u300d\u306b\u5229\u7528\u3067\u304d\u308b\n  EBM\u306e\u30b4\u30fc\u30eb\u8a2d\u5b9a\u3084\u3001\u30b4\u30fc\u30eb\u9054\u6210\u306e\u305f\u3081\u306e\u30b9\u30c6\u30c3\u30d7\u306e\u6d41\u308c\u81ea\u4f53\u304c\u3001\u6539\u5584\u306e\u30ab\u30bf\u3092\u53c2\u8003\u306b\u3057\u305f\u3068\u63a8\u6e2c\u3055\u308c\u308b\n  \u3064\u307e\u308a\u3001EBM\u3092\u5b9f\u8df5\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u4eba\u306b\u3068\u3063\u3066\u3082\u3001\u6709\u76ca\u306a\u8a18\u4e8b\u306b\u306a\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002EBM\u3068\u306e\u95a2\u9023\u6027\u306e\u8a73\u7d30\u306f\u3001\u30b7\u30ea\u30fc\u30ba\u5f8c\u534a\u306ePart\u3067\u7d39\u4ecb\u3057\u3066\u3044\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002\n  \u811a\u6ce8\n  2024\/12\/28\u73fe\u5728\u3001\u516c\u5f0f\u30b5\u30a4\u30c8\u4e0a\u306b\u4ee5\u524d\u306f\u63b2\u8f09\u3055\u308c\u3066\u3044\u305f\u30d0\u30fc\u30b8\u30e7\u30f32.0\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u63b2\u8f09\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u30dd\u30b9\u30bf\u30fc\u306f\u30d0\u30fc\u30b8\u30e7\u30f33.0\u306a\u306e\u3067\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u66f4\u65b0\u4f5c\u696d\u304c\u884c\u308f\u308c\u3066\u3044\u308b\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\n  2025\/01\/06\u8ffd\u8a18:\u30d0\u30fc\u30b8\u30e7\u30f32.0\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u516c\u5f0f\u30b5\u30a4\u30c8\u3067\u306e\u914d\u5e03\u3092\u7d42\u4e86\u3057\u3001\u4ee5\u964d\u306f\n  \u30b5\u30fc\u30d0\u30f3\u30c8\u30ef\u30fc\u30af\u30b9\u69d8\u306e\u30b5\u30a4\u30c8\n  \u3067\u53c2\u8003\u8cc7\u6599\u3068\u3057\u3066\u516c\u958b\u3055\u308c\u308b\u3068\u306e\u3053\u3068\u3067\u3059\u3002\u305d\u3061\u3089\u3092\u53c2\u7167\u304f\u3060\u3055\u3044\u3002\n  2025\/04\/22\u8ffd\u8a18:\n  \u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf - \u65e5\u672c\u3067\u306e\u5468\u77e5\u30b5\u30a4\u30c8\n  \u304c\u516c\u958b\u3055\u308c\u305f\u306e\u3067\u3001\u7ffb\u8a33\u6587\u3082\u305d\u3061\u3089\u306b\u5408\u308f\u305b\u307e\u3057\u305f\n  &#x21a9;\ufe0e\n  EBM\u306b\u3064\u3044\u3066\u8208\u5473\u95a2\u5fc3\u304c\u3042\u308a\u3001\n  \u3054\u76f8\u8ac7\u304c\u3042\u308c\u3070\u4ee5\u4e0b\u3088\u308a\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\n  \u4e2d\u6751\u77e5\u6210\n  Twitter\n  \u5927\u5207\u306b\u3057\u3066\u3044\u308b\u4fa1\u5024\u89b3:\u300c\u73fe\u5834\u3067\u50cd\u304f\u30c1\u30fc\u30e0\u306e\u5f79\u306b\u7acb\u3061\u305f\u3044!\u300d\n  \u305d\u306e\u305f\u3081\u306b\n  - \u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u3078\u4fa1\u5024\u3092\u5c4a\u3051\u308b\u3053\u3068\u3092\u898b\u636e\u3048\u3064\u3064\n  - \u305d\u306e\u4fa1\u5024\u3092\u7523\u307f\u51fa\u3059\u30c1\u30fc\u30e0\u3082\u3088\u308a\u6d3b\u304d\u6d3b\u304d\u3068\u52d5\u3051\u308b\u3088\u3046\u306b\n  \u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059!\n  \u4e2d\u6751\u77e5\u6210\u306e\u8a18\u4e8b\u4e00\u89a7\n<\/code><\/pre>\n<\/details>\n\n\n\n<h3 class=\"wp-block-heading\">1\u56de\u76ee\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u4f5c\u6210<\/h3>\n\n\n\n<p><strong>\u30b5\u30f3\u30d7\u30eb\u30b0\u30e9\u30d5\u306e\u4f5c\u6210<\/strong><\/p>\n\n\n\n<p>1\u56de\u76ee\u306e\u30b5\u30f3\u30d7\u30eb\u30b0\u30e9\u30d5\u3092\u62bd\u51fa\u3057\u3066\u307f\u307e\u3057\u305f\u3002<br>\u3053\u306e\u6bb5\u968e\u3067\u306f\u7279\u306b\u5236\u7d04\u3092\u8a2d\u3051\u305a\u3001\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u304b\u3089\u53ef\u80fd\u306a\u9650\u308a\u3059\u3079\u3066\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u62bd\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u304c\u305d\u306e\u7d50\u679c\u306e\u30b0\u30e9\u30d5\u3067\u3059\u304c\u3001\u60c5\u5831\u304c\u904e\u5270\u306b\u7d30\u5206\u5316\u3055\u308c\u3001\u3084\u307f\u304f\u3082\u306b\u8907\u96d1\u306a\u69cb\u9020\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002 <\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"616\" height=\"543\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/image-6.png\" alt=\"\" class=\"wp-image-79576\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/image-6.png 616w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/image-6-360x317.png 360w\" sizes=\"auto, (max-width: 616px) 100vw, 616px\" \/><\/figure>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>\u30c9\u30e1\u30a4\u30f3\u30e2\u30c7\u30eb<\/summary>\n<p><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>(Person)-&#91;:BELONGS_TO]-&gt;(Team)\n(Person)-&#91;:AUTHORED]-&gt;(BlogPost)\n(Person)-&#91;:PRESENTED_AT]-&gt;(Session)\n(Company)-&#91;:WRITES]-&gt;(BlogPost)\n(Company)-&#91;:ORGANIZES]-&gt;(Event)\n(Company)-&#91;:MAINTAINS]-&gt;(Product)\n(Company)-&#91;:SUPPORTS]-&gt;(Technology)\n(Company)-&#91;:SPONSORS]-&gt;(Event)\n(BlogPost)-&#91;:CATEGORIZED_AS]-&gt;(Category)\n(BlogPost)-&#91;:SUBCATEGORIZED_AS]-&gt;(SubCategory)\n(BlogPost)-&#91;:TAGGED_WITH]-&gt;(Tag)\n(BlogPost)-&#91;:CONTAINS_KEYWORD]-&gt;(Keyword)\n(BlogPost)-&#91;:DESCRIBES]-&gt;(Event)\n(BlogPost)-&#91;:DESCRIBES]-&gt;(Session)\n(BlogPost)-&#91;:DESCRIBES]-&gt;(Feature)\n(BlogPost)-&#91;:DESCRIBES]-&gt;(Product)\n(BlogPost)-&#91;:RELATES_TO]-&gt;(Topic)\n(Category)-&#91;:PARENT_OF]-&gt;(SubCategory)\n(Event)-&#91;:INCLUDES]-&gt;(Session)\n(Session)-&#91;:COVERS]-&gt;(Theme)\n(Session)-&#91;:RELATES_TO]-&gt;(Topic)\n(Session)-&#91;:USES_TOOL]-&gt;(Tool)\n(Product)-&#91;:HAS_VERSION]-&gt;(Release)\n(Product)-&#91;:INCLUDES]-&gt;(Platform)\n(Product)-&#91;:INTEGRATES]-&gt;(Component)\n(Release)-&#91;:INCLUDES]-&gt;(Feature)\n(Feature)-&#91;:AVAILABLE_IN]-&gt;(SubscriptionTier)\n(Feature)-&#91;:SUPPORTED_BY]-&gt;(Technology)\n(Platform)-&#91;:SUPPORTS]-&gt;(Technology)\n(Platform)-&#91;:ENHANCED_BY]-&gt;(Feature)\n(Platform)-&#91;:CONTAINS]-&gt;(Component)\n(Technology)-&#91;:IMPLEMENTS]-&gt;(Standard)\n(Keyword)-&#91;:SYNONYM_OF]-&gt;(Synonym)\n(Tool)-&#91;:POWERED_BY]-&gt;(AI)\n(Tool)-&#91;:GENERATES]-&gt;(CypherQuery)\n(Tool)-&#91;:VISUALIZES]-&gt;(GraphData)<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code><\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code><\/code><\/pre>\n<\/details>\n\n\n\n<p><strong>\u8a55\u4fa1\u3068\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/p>\n\n\n\n<p>\u3053\u306e\u30e2\u30c7\u30eb\u3067\u7279\u306b\u554f\u984c\u3060\u3063\u305f\u306e\u306f\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u81ea\u4f53\u306f\u5b58\u5728\u3057\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306b\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u8aa4\u751f\u6210\uff09\u304c\u542b\u307e\u308c\u3066\u3044\u305f\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u300c\u4eba\u304c\u30c1\u30fc\u30e0\u306b\u6240\u5c5e\u3059\u308b\u300d\u3068\u3044\u3046\u69cb\u9020\u306f\u4e00\u822c\u5e38\u8b58\u3068\u3057\u3066\u306f\u81ea\u7136\u3067\u3059\u304c\u3001\u5b9f\u969b\u306e\u30d6\u30ed\u30b0\u672c\u6587\u306b\u306f\u305d\u306e\u7d44\u7e54\u3068\u306e\u95a2\u4fc2\u6027\u304c\u660e\u793a\u3055\u308c\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u30b0\u30e9\u30d5\u4e0a\u3067\u306f\u30ce\u30fc\u30c9\u304c\u5b64\u7acb\u3059\u308b\u3068\u3044\u3046\u73fe\u8c61\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u554f\u984c\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8abf\u6574\u3057\u3066\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f<strong>\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2\u56de\u76ee\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u4f5c\u6210<\/h3>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u300c\u30d6\u30ed\u30b0\u8a18\u4e8b\u3092\u691c\u7d22\u3059\u308b\u305f\u3081\u306e\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u4f5c\u6210\u304c\u76ee\u7684\u3067\u3042\u308b\u3053\u3068\u300d\u3068\u300c\u6700\u4f4e\u9650\u306e\u69cb\u6210\u300d\u306b\u3059\u308b\u3088\u3046\u306b\u8981\u6c42\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><strong>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u62bd\u51fa<\/strong><\/p>\n\n\n\n<p>\u305d\u306e\u7d50\u679c\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u7a2e\u985e\u306f\u5f53\u521d\u306e26\u7a2e\u985e\u304b\u3089\u30015\u7a2e\u985e\u307e\u3067\u7d5e\u308a\u8fbc\u307f\u307e\u3057\u305f\u3002<br>\u305f\u3060\u3057\u3001\u8aa4\u89e3\u306e\u306a\u3044\u3088\u3046\u306b\u88dc\u8db3\u3059\u308b\u3068\u3001\u3053\u306e5\u7a2e\u985e\u304c\u30d6\u30ed\u30b0\u691c\u7d22\u306b\u304a\u3044\u3066\u6700\u9069\u306a\u5206\u985e\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4eca\u56de\u306e\u691c\u8a3c\u3067\u306f\u3001\u3042\u304f\u307e\u3067\u3082\u30d7\u30ed\u30bb\u30b9\u81ea\u4f53\u306b\u91cd\u304d\u3092\u7f6e\u3044\u3066\u304a\u308a\u3001\u6700\u9069\u89e3\u3092\u6c42\u3081\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u306f\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>1. BlogPost (\u30d6\u30ed\u30b0\u8a18\u4e8b)\n\u5f79\u5272: \u30b7\u30b9\u30c6\u30e0\u306e\u4e2d\u5fc3\u7684\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\n\u4e3b\u8981\u5c5e\u6027:\ntitle (\u30bf\u30a4\u30c8\u30eb)\nurl (URL)\nabstract (\u8981\u7d04)\npublished_date (\u516c\u958b\u65e5)\n\n2. Person (\u57f7\u7b46\u8005)\n\u5f79\u5272: \u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u4f5c\u6210\u8005\u3092\u7ba1\u7406\n\u4e3b\u8981\u5c5e\u6027:\nname (\u540d\u524d)\ndisplay_name (\u8868\u793a\u540d)\n\u96c6\u8a08\u5c5e\u6027: articles_count, first_article_date, last_article_date\n\n3. Category (\u30ab\u30c6\u30b4\u30ea)\n\u5f79\u5272: \u968e\u5c64\u7684\u306a\u5206\u985e\u4f53\u7cfb\n\u4e3b\u8981\u5c5e\u6027:\nname (\u30ab\u30c6\u30b4\u30ea\u540d)\nparent_category (\u89aa\u30ab\u30c6\u30b4\u30ea)\nlevel (\u968e\u5c64\u30ec\u30d9\u30eb: 0=\u30eb\u30fc\u30c8, 1=\u30b5\u30d6)\ndescription (\u8aac\u660e)\n\n4. Tag (\u30bf\u30b0)\n\u5f79\u5272: \u67d4\u8edf\u306a\u30e9\u30d9\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\n\u4e3b\u8981\u5c5e\u6027:\nname (\u30bf\u30b0\u540d)\nusage_count (\u4f7f\u7528\u56de\u6570)\ntrending_score (\u30c8\u30ec\u30f3\u30c9\u30b9\u30b3\u30a2)\n\n5. Keyword (\u30ad\u30fc\u30ef\u30fc\u30c9)\n\u5f79\u5272: \u81ea\u52d5\u62bd\u51fa\u3055\u308c\u305f\u6280\u8853\u7528\u8a9e\n\u4e3b\u8981\u5c5e\u6027:\nword (\u30ad\u30fc\u30ef\u30fc\u30c9)\ntype (\u7a2e\u5225: technology, concept, methodology, tool, framework)\ndomain (\u6280\u8853\u9818\u57df)\nsynonyms (\u540c\u7fa9\u8a9e)<\/code><\/pre>\n\n\n\n<p><strong>\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u62bd\u51fa<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>(BlogPost)-&#91;:AUTHORED_BY]-&gt;(Person)\n(BlogPost)-&#91;:BELONGS_TO_CATEGORY]-&gt;(Category)\n(BlogPost)-&#91;:TAGGED_WITH]-&gt;(Tag)\n(BlogPost)-&#91;:CONTAINS_KEYWORD {frequency, importance}]-&gt;(Keyword)\n(BlogPost)-&#91;:RELATED_TO {similarity_score}]-&gt;(BlogPost)\n(Category)-&#91;:HAS_PARENT]-&gt;(Category)<\/code><\/pre>\n\n\n\n<p><strong>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u4f5c\u6210<\/strong><\/p>\n\n\n\n<p>\u3053\u308c\u3067\u4f5c\u6210\u3057\u305f\u300c\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u306f\u3001\u30b0\u30e9\u30d5\u306e\u4ed5\u69d8\u66f8\u306e\u3088\u3046\u306a\u3082\u306e\u3068\u8003\u3048\u3066\u826f\u3044\u3067\u3057\u3087\u3046\u3002<br>\u7b46\u8005\u306f\u3053\u308c\u3092\u300c\u30b0\u30e9\u30d5\u306e\u3072\u306a\u578b\u300d\u3068\u3082\u547c\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>LLM\u3092\u4f7f\u3063\u3066\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u969b\u306b\u306f\u3001\u3053\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u306b\u5f93\u3063\u3066\u51e6\u7406\u304c\u9032\u3081\u3089\u308c\u307e\u3059\u3002<br>\u3064\u307e\u308a\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u306f\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u306e\u5206\u6790\u7d50\u679c\u304b\u3089\u5c0e\u304d\u51fa\u3055\u308c\u305f\u69cb\u9020\u7684\u306a\u8a2d\u8a08\u56f3\u3067\u3042\u308a\u3001<br>\u540c\u6642\u306b\u3001\u30b0\u30e9\u30d5\u751f\u6210\u306e\u305f\u3081\u306e\u6307\u91dd\u30fb\u30d7\u30ed\u30bb\u30b9\u3068\u3057\u3066\u3082\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb<\/summary>\n<p><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"graph\": {\n    \"nodes\": &#91;\n      {\n        \"name\": \"BlogPost\",\n        \"japanese_name\": \"\u30d6\u30ed\u30b0\u8a18\u4e8b\",\n        \"description\": \"\u691c\u7d22\u5bfe\u8c61\u3068\u306a\u308b\u8a18\u4e8b\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u4e2d\u6838\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\",\n        \"attributes\": &#91;\n          {\n            \"name\": \"title\",\n            \"type\": \"string\",\n            \"required\": true,\n            \"searchable\": true,\n            \"description\": \"\u8a18\u4e8b\u30bf\u30a4\u30c8\u30eb\",\n            \"example\": \"\u77e5\u3063\u3066\u304a\u304f\u3079\u304dDevOps\u306e4\u539f\u5247\"\n          },\n          {\n            \"name\": \"url\",\n            \"type\": \"string\",\n            \"required\": true,\n            \"description\": \"\u8a18\u4e8b\u306eURL\",\n            \"example\": \"https:\/\/www.creationline.com\/tech-blog\/agile-devops\/agile\/50178\"\n          },\n          {\n            \"name\": \"abstract\",\n            \"type\": \"text\",\n            \"searchable\": true,\n            \"description\": \"\u8a18\u4e8b\u8981\u7d04\",\n            \"example\": \"DevOps\u306e4\u3064\u306e\u91cd\u8981\u306a\u539f\u5247\u306b\u3064\u3044\u3066\u89e3\u8aac\"\n          },\n          {\n            \"name\": \"published_date\",\n            \"type\": \"date\",\n            \"required\": true,\n            \"description\": \"\u516c\u958b\u65e5\",\n            \"example\": \"2022-04-15\"\n          }\n        ]\n      },\n      {\n        \"name\": \"Person\",\n        \"japanese_name\": \"\u57f7\u7b46\u8005\",\n        \"description\": \"\u8a18\u4e8b\u306e\u8457\u8005\u60c5\u5831\u3068\u57f7\u7b46\u7d71\u8a08\u306e\u7ba1\u7406\",\n        \"attributes\": &#91;\n          {\n            \"name\": \"name\",\n            \"type\": \"string\",\n            \"required\": true,\n            \"searchable\": true,\n            \"description\": \"\u8457\u8005\u540d\",\n            \"example\": \"admin\"\n          },\n          {\n            \"name\": \"display_name\",\n            \"type\": \"string\",\n            \"description\": \"\u8868\u793a\u7528\u540d\u524d\",\n            \"example\": \"\u7ba1\u7406\u8005\"\n          },\n          {\n            \"name\": \"articles_count\",\n            \"type\": \"integer\",\n            \"computed\": true,\n            \"description\": \"\u57f7\u7b46\u8a18\u4e8b\u6570\uff08\u96c6\u8a08\u5024\uff09\",\n            \"example\": 25\n          },\n          {\n            \"name\": \"first_article_date\",\n            \"type\": \"date\",\n            \"computed\": true,\n            \"description\": \"\u521d\u56de\u57f7\u7b46\u65e5\uff08\u96c6\u8a08\u5024\uff09\",\n            \"example\": \"2020-01-15\"\n          },\n          {\n            \"name\": \"last_article_date\",\n            \"type\": \"date\",\n            \"computed\": true,\n            \"description\": \"\u6700\u65b0\u57f7\u7b46\u65e5\uff08\u96c6\u8a08\u5024\uff09\",\n            \"example\": \"2025-09-15\"\n          }\n        ]\n      },\n      {\n        \"name\": \"Category\",\n        \"japanese_name\": \"\u30ab\u30c6\u30b4\u30ea\",\n        \"description\": \"\u8a18\u4e8b\u306e\u69cb\u9020\u5316\u3055\u308c\u305f\u5206\u985e\u7ba1\u7406\",\n        \"attributes\": &#91;\n          {\n            \"name\": \"name\",\n            \"type\": \"string\",\n            \"required\": true,\n            \"searchable\": true,\n            \"description\": \"\u30ab\u30c6\u30b4\u30ea\u540d\",\n            \"example\": \"DevOps\"\n          },\n          {\n            \"name\": \"display_name\",\n            \"type\": \"string\",\n            \"description\": \"\u8868\u793a\u7528\u30ab\u30c6\u30b4\u30ea\u540d\",\n            \"example\": \"DevOps\"\n          },\n          {\n            \"name\": \"parent_category\",\n            \"type\": \"string\",\n            \"nullable\": true,\n            \"description\": \"\u89aa\u30ab\u30c6\u30b4\u30ea\u540d\uff08\u30eb\u30fc\u30c8\u306e\u5834\u5408\u306fnull\uff09\",\n            \"example\": \"agile-devops\"\n          },\n          {\n            \"name\": \"level\",\n            \"type\": \"integer\",\n            \"enum\": &#91;\n              0,\n              1\n            ],\n            \"description\": \"\u968e\u5c64\u30ec\u30d9\u30eb\uff080=\u30eb\u30fc\u30c8, 1=\u30b5\u30d6\u30ab\u30c6\u30b4\u30ea\uff09\",\n            \"example\": 1\n          },\n          {\n            \"name\": \"articles_count\",\n            \"type\": \"integer\",\n            \"computed\": true,\n            \"description\": \"\u6240\u5c5e\u8a18\u4e8b\u6570\uff08\u96c6\u8a08\u5024\uff09\",\n            \"example\": 42\n          },\n          {\n            \"name\": \"description\",\n            \"type\": \"text\",\n            \"searchable\": true,\n            \"description\": \"\u30ab\u30c6\u30b4\u30ea\u8aac\u660e\u6587\",\n            \"example\": \"DevOps\u306e\u624b\u6cd5\u3001\u30c4\u30fc\u30eb\u3001\u30d7\u30ed\u30bb\u30b9\u306b\u95a2\u3059\u308b\u8a18\u4e8b\"\n          }\n        ]\n      },\n      {\n        \"name\": \"Tag\",\n        \"japanese_name\": \"\u30bf\u30b0\",\n        \"description\": \"\u8a18\u4e8b\u306e\u67d4\u8edf\u306a\u30e9\u30d9\u30ea\u30f3\u30b0\u3068\u4f7f\u7528\u7d71\u8a08\u7ba1\u7406\",\n        \"attributes\": &#91;\n          {\n            \"name\": \"name\",\n            \"type\": \"string\",\n            \"required\": true,\n            \"searchable\": true,\n            \"description\": \"\u30bf\u30b0\u540d\",\n            \"example\": \"GitLab\"\n          },\n          {\n            \"name\": \"normalized_name\",\n            \"type\": \"string\",\n            \"computed\": true,\n            \"description\": \"\u6b63\u898f\u5316\u30bf\u30b0\u540d\uff08\u691c\u7d22\u7528\uff09\",\n            \"example\": \"gitlab\"\n          },\n          {\n            \"name\": \"usage_count\",\n            \"type\": \"integer\",\n            \"computed\": true,\n            \"description\": \"\u4f7f\u7528\u56de\u6570\uff08\u96c6\u8a08\u5024\uff09\",\n            \"example\": 28\n          },\n          {\n            \"name\": \"first_used\",\n            \"type\": \"date\",\n            \"computed\": true,\n            \"description\": \"\u521d\u56de\u4f7f\u7528\u65e5\uff08\u96c6\u8a08\u5024\uff09\",\n            \"example\": \"2022-01-10\"\n          },\n          {\n            \"name\": \"last_used\",\n            \"type\": \"date\",\n            \"computed\": true,\n            \"description\": \"\u6700\u7d42\u4f7f\u7528\u65e5\uff08\u96c6\u8a08\u5024\uff09\",\n            \"example\": \"2025-09-15\"\n          },\n          {\n            \"name\": \"trending_score\",\n            \"type\": \"float\",\n            \"computed\": true,\n            \"description\": \"\u30c8\u30ec\u30f3\u30c9\u30b9\u30b3\u30a2\uff08\u6700\u8fd1\u306e\u4f7f\u7528\u983b\u5ea6\uff09\",\n            \"example\": 7.2\n          }\n        ]\n      },\n      {\n        \"name\": \"Keyword\",\n        \"japanese_name\": \"\u30ad\u30fc\u30ef\u30fc\u30c9\",\n        \"description\": \"\u8a18\u4e8b\u304b\u3089\u81ea\u52d5\u62bd\u51fa\u3055\u308c\u308b\u6280\u8853\u7528\u8a9e\u30fb\u6982\u5ff5\u306e\u7ba1\u7406\",\n        \"attributes\": &#91;\n          {\n            \"name\": \"word\",\n            \"type\": \"string\",\n            \"required\": true,\n            \"searchable\": true,\n            \"description\": \"\u30ad\u30fc\u30ef\u30fc\u30c9\",\n            \"example\": \"\u7d99\u7d9a\u7684\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\"\n          },\n          {\n            \"name\": \"normalized\",\n            \"type\": \"string\",\n            \"computed\": true,\n            \"description\": \"\u6b63\u898f\u5316\u5f62\uff08\u82f1\u8a9e\u540d\u7b49\uff09\",\n            \"example\": \"continuous_integration\"\n          },\n          {\n            \"name\": \"type\",\n            \"type\": \"string\",\n            \"enum\": &#91;\n              \"technology\",\n              \"concept\",\n              \"methodology\",\n              \"tool\",\n              \"framework\"\n            ],\n            \"description\": \"\u30ad\u30fc\u30ef\u30fc\u30c9\u7a2e\u5225\",\n            \"example\": \"concept\"\n          },\n          {\n            \"name\": \"domain\",\n            \"type\": \"string\",\n            \"description\": \"\u6280\u8853\u9818\u57df\",\n            \"example\": \"DevOps\"\n          },\n          {\n            \"name\": \"frequency\",\n            \"type\": \"integer\",\n            \"computed\": true,\n            \"description\": \"\u5168\u8a18\u4e8b\u3067\u306e\u51fa\u73fe\u56de\u6570\uff08\u96c6\u8a08\u5024\uff09\",\n            \"example\": 15\n          },\n          {\n            \"name\": \"articles_count\",\n            \"type\": \"integer\",\n            \"computed\": true,\n            \"description\": \"\u542b\u6709\u8a18\u4e8b\u6570\uff08\u96c6\u8a08\u5024\uff09\",\n            \"example\": 8\n          },\n          {\n            \"name\": \"synonyms\",\n            \"type\": \"array&lt;string&gt;\",\n            \"description\": \"\u540c\u7fa9\u8a9e\u30ea\u30b9\u30c8\",\n            \"example\": &#91;\n              \"CI\",\n              \"Continuous Integration\"\n            ]\n          }\n        ]\n      }\n    ],\n    \"relationships\": &#91;\n      {\n        \"type\": \"AUTHORED_BY\",\n        \"japanese_type\": \"\u57f7\u7b46\u8005\",\n        \"source\": \"BlogPost\",\n        \"target\": \"Person\",\n        \"cardinality\": \"many_to_one\",\n        \"description\": \"\u8a18\u4e8b\u306e\u57f7\u7b46\u8005\u3092\u8868\u3059\",\n        \"required\": true\n      },\n      {\n        \"type\": \"BELONGS_TO_CATEGORY\",\n        \"japanese_type\": \"\u30ab\u30c6\u30b4\u30ea\u5206\u985e\",\n        \"source\": \"BlogPost\",\n        \"target\": \"Category\",\n        \"cardinality\": \"many_to_one\",\n        \"description\": \"\u8a18\u4e8b\u306e\u30ab\u30c6\u30b4\u30ea\u5206\u985e\u3092\u8868\u3059\",\n        \"required\": true\n      },\n      {\n        \"type\": \"TAGGED_WITH\",\n        \"japanese_type\": \"\u30bf\u30b0\u4ed8\u3051\",\n        \"source\": \"BlogPost\",\n        \"target\": \"Tag\",\n        \"cardinality\": \"many_to_many\",\n        \"description\": \"\u8a18\u4e8b\u306e\u30bf\u30b0\u4ed8\u3051\u3092\u8868\u3059\",\n        \"required\": false\n      },\n      {\n        \"type\": \"CONTAINS_KEYWORD\",\n        \"japanese_type\": \"\u30ad\u30fc\u30ef\u30fc\u30c9\u542b\u6709\",\n        \"source\": \"BlogPost\",\n        \"target\": \"Keyword\",\n        \"cardinality\": \"many_to_many\",\n        \"description\": \"\u8a18\u4e8b\u306b\u542b\u307e\u308c\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u8868\u3059\",\n        \"required\": false,\n        \"properties\": &#91;\n          {\n            \"name\": \"frequency\",\n            \"type\": \"integer\",\n            \"description\": \"\u8a18\u4e8b\u5185\u3067\u306e\u51fa\u73fe\u56de\u6570\",\n            \"example\": 5\n          },\n          {\n            \"name\": \"importance\",\n            \"type\": \"string\",\n            \"enum\": &#91;\n              \"primary\",\n              \"secondary\",\n              \"mentioned\"\n            ],\n            \"description\": \"\u91cd\u8981\u5ea6\",\n            \"example\": \"primary\"\n          }\n        ]\n      },\n      {\n        \"type\": \"RELATED_TO\",\n        \"japanese_type\": \"\u95a2\u9023\u8a18\u4e8b\",\n        \"source\": \"BlogPost\",\n        \"target\": \"BlogPost\",\n        \"cardinality\": \"many_to_many\",\n        \"description\": \"\u985e\u4f3c\u5ea6\u306b\u3088\u308b\u95a2\u9023\u8a18\u4e8b\u3092\u8868\u3059\",\n        \"required\": false,\n        \"properties\": &#91;\n          {\n            \"name\": \"similarity_score\",\n            \"type\": \"float\",\n            \"description\": \"\u985e\u4f3c\u5ea6\u30b9\u30b3\u30a2\",\n            \"example\": 0.85\n          }\n        ]\n      }\n    ],\n    \"constraints\": &#91;\n      {\n        \"type\": \"unique\",\n        \"entity\": \"BlogPost\",\n        \"attributes\": &#91;\n          \"id\"\n        ]\n      },\n      {\n        \"type\": \"unique\",\n        \"entity\": \"BlogPost\",\n        \"attributes\": &#91;\n          \"url\"\n        ]\n      },\n      {\n        \"type\": \"unique\",\n        \"entity\": \"Person\",\n        \"attributes\": &#91;\n          \"name\"\n        ]\n      },\n      {\n        \"type\": \"unique\",\n        \"entity\": \"Category\",\n        \"attributes\": &#91;\n          \"name\"\n        ]\n      },\n      {\n        \"type\": \"unique\",\n        \"entity\": \"Tag\",\n        \"attributes\": &#91;\n          \"name\"\n        ]\n      },\n      {\n        \"type\": \"unique\",\n        \"entity\": \"Keyword\",\n        \"attributes\": &#91;\n          \"word\"\n        ]\n      }\n    ],\n    \"indexes\": &#91;\n      {\n        \"type\": \"text\",\n        \"entity\": \"BlogPost\",\n        \"attributes\": &#91;\n          \"title\",\n          \"abstract\"\n        ]\n      },\n      {\n        \"type\": \"btree\",\n        \"entity\": \"BlogPost\",\n        \"attributes\": &#91;\n          \"published_date\"\n        ]\n      },\n      {\n        \"type\": \"text\",\n        \"entity\": \"Category\",\n        \"attributes\": &#91;\n          \"description\"\n        ]\n      }\n    ]\n  }\n}<\/code><\/pre>\n<\/details>\n\n\n\n<p><strong>\u30b5\u30f3\u30d7\u30eb\u30b0\u30e9\u30d5<\/strong><\/p>\n\n\n\n<p>\u3053\u3061\u3089\u304c\u3001\u4eca\u56de\u4f5c\u6210\u3057\u305f\u30b5\u30f3\u30d7\u30eb\u30b0\u30e9\u30d5\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30b5\u30f3\u30d7\u30eb\u30b0\u30e9\u30d5\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u300c\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\uff0b\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u300d\u306b\u5bfe\u3057\u3066\u6307\u793a\u3092\u51fa\u3059\u3053\u3068\u3067\u751f\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u3092\u9069\u7528\u3057\u305f\u7d50\u679c\u304c\u3069\u306e\u3088\u3046\u306a\u69cb\u9020\u306b\u306a\u308b\u306e\u304b\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306e\u691c\u8a3c\u306b\u3082\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3068\u306f\u3044\u3048\u3001\u7591\u554f\u306b\u601d\u3046\u65b9\u3082\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u306a\u305c\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u304c\u3001\u3042\u305f\u304b\u3082\u6574\u7136\u3068\u3057\u305f\u300c\u30b0\u30e9\u30d5\u306e\u4ed5\u69d8\u66f8\u300d\u306e\u3088\u3046\u306a\u5f62\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u304b\uff1f<\/p>\n\n\n\n<p>\u305d\u306e\u7406\u7531\u306f\u5927\u304d\u304f2\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>1\u3064\u76ee\u306f\u3001LLM\u81ea\u4f53\u304c\u3001\u3059\u3067\u306b\u30b0\u30e9\u30d5\u69cb\u9020\u7684\u306a\u77e5\u8b58\u8868\u73fe\u3092\u3042\u308b\u7a0b\u5ea6\u5b66\u7fd2\u3057\u3066\u3044\u308b\u3053\u3068\u3002<br>2\u3064\u76ee\u306f\u3001Few-Shot\uff08\u5c11\u6570\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\uff09\u306e\u5f62\u5f0f\u3067\u3001\u5177\u4f53\u7684\u306a\u4f8b\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u3057\u3066\u4e0e\u3048\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"377\" height=\"364\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/image-9.png\" alt=\"\" class=\"wp-image-79583\" style=\"width:521px;height:auto\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/image-9.png 377w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/image-9-360x348.png 360w\" sizes=\"auto, (max-width: 377px) 100vw, 377px\" \/><\/figure>\n\n\n\n<p><strong>\u30e1\u30bf\u30fc\u30b0\u30e9\u30d5<\/strong><\/p>\n\n\n\n<p>\u30e1\u30bf\u30fc\u30b0\u30e9\u30d5\u306f\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u306e\u30b0\u30e9\u30d5\u69cb\u9020\u305d\u306e\u3082\u306e\u3092\u8a18\u8ff0\u3059\u308b\u30b0\u30e9\u30d5\u3067\u3059\u3002\u3064\u307e\u308a\u300c\u30b0\u30e9\u30d5\u306b\u3064\u3044\u3066\u306e\u30b0\u30e9\u30d5\u300d\u3067\u3042\u308a\u3001\u4ee5\u4e0b\u306e\u60c5\u5831\u3092\u542b\u307f\u307e\u3059:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30ce\u30fc\u30c9\u30e9\u30d9\u30eb\u306e\u7a2e\u985e<\/li>\n\n\n\n<li>\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u30bf\u30a4\u30d7\u306e\u7a2e\u985e<\/li>\n\n\n\n<li>\u305d\u308c\u3089\u306e\u63a5\u7d9a\u30d1\u30bf\u30fc\u30f3<\/li>\n\n\n\n<li>\u5404\u8981\u7d20\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u578b<\/li>\n<\/ul>\n\n\n\n<p>\u4e0a\u8a18\u3067\u307f\u305f\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u306f\u3001\u3053\u306e\u30e1\u30bf\u30fc\u30b0\u30e9\u30d5\u306e\u5b9a\u7fa9\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>call db.schema.visualization<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"456\" height=\"343\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/image-10.png\" alt=\"\" class=\"wp-image-79584\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/image-10.png 456w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/image-10-360x271.png 360w\" sizes=\"auto, (max-width: 456px) 100vw, 456px\" \/><\/figure>\n\n\n\n<p><strong>\u8a55\u4fa1\u3068\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u5927\u304d\u306a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u884c\u3063\u3066\u3044\u307e\u305b\u3093\u3002<br>\u5b9f\u65bd\u3057\u305f\u306e\u306f\u3001\u51fa\u529b\u306b\u542b\u307e\u308c\u3066\u3044\u305f <code>\u300clanguage: ja\u300d<\/code> \u3084 <code>\u300ccontent: \u8a18\u4e8b\u306e\u5168\u30b5\u30de\u30ea\u300d<\/code> \u3068\u3044\u3063\u305f\u4e0d\u8981\u306a\u30e1\u30bf\u60c5\u5831\u3092\u9664\u5916\u3059\u308b\u305f\u3081\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u5074\u304b\u3089\u3053\u308c\u3089\u306e\u9805\u76ee\u3092\u524a\u9664\u3057\u305f\u7a0b\u5ea6\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u4f5c\u6210<\/h2>\n\n\n\n<p>\u3053\u3053\u304b\u3089\u306f\u300150\u4ef6\u306e\u30b5\u30f3\u30d7\u30eb\u8a18\u4e8b\u3092\u4f7f\u3063\u3066\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u3066\u3044\u304d\u307e\u3059\u3002<br>\u5177\u4f53\u7684\u306b\u306f\u3001\u5404\u8a18\u4e8b\u3068\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u3092LLM\u306b\u6e21\u3057\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u306b\u6cbf\u3063\u305f\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092JSON\u5f62\u5f0f\u3067\u51fa\u529b\u3055\u305b\u308b\u3068\u3044\u3046\u624b\u9806\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u65b9\u6cd5\u306b\u81f3\u308b\u307e\u3067\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u8a66\u884c\u932f\u8aa4\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u8a18\u4e8b\u304b\u3089\u76f4\u63a5Cypher\u30af\u30a8\u30ea\u3092\u751f\u6210\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3082\u691c\u8a0e\u3057\u307e\u3057\u305f\u304c\u3001\u69cb\u6587\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u3001\u5b89\u5b9a\u6027\u306b\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<br>\u305d\u306e\u305f\u3081\u3001\u4eca\u56de\u306f \u69cb\u9020\u7684\u306aJSON\u3092\u7d4c\u7531\u3057\u3066\u304b\u3089Cypher\u3078\u5909\u63db\u3059\u308b\u3068\u3044\u3046\u6d41\u308c\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u306a\u304a\u3001\u3053\u306e\u65b9\u6cd5\u304c\u3059\u3079\u3066\u306e\u30b1\u30fc\u30b9\u306b\u304a\u3044\u3066\u6700\u9069\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br>\u305f\u3060\u3001\u4eca\u56de\u306e\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3067\u3001\u304b\u3064\u7d99\u7d9a\u7684\u306b\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3059\u308b\u3053\u3068\u3092\u524d\u63d0\u3068\u3057\u305f\u904b\u7528\u306b\u304a\u3044\u3066\u306f\u3001\u73fe\u5b9f\u7684\u304b\u3064\u6709\u52b9\u306a\u624b\u6bb5\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5236\u7d04(Constraints)\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210<\/h3>\n\n\n\n<p>\u30b0\u30e9\u30d5\u4f5c\u6210\u306e\u524d\u51e6\u7406\u3068\u3057\u3066\u3001LLM\u3092\u6d3b\u7528\u3057\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u304b\u3089\u5236\u7d04\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u62bd\u51fa\u3057\u3001\u4e8b\u524d\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u306b\u306f\u3001\u30ce\u30fc\u30c9\u306e\u4e00\u610f\u6027\u5236\u7d04\u3084\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u60c5\u5831\u307e\u3067\u542b\u307e\u308c\u3066\u304a\u308a\u3001<br>\u3053\u308c\u3089\u3092\u4f7f\u3063\u3066\u3001Neo4j\u4e0a\u306b\u3042\u3089\u304b\u3058\u3081\u30b9\u30ad\u30fc\u30de\u7684\u306a\u6e96\u5099\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306b\u751f\u6210\u30fb\u767b\u9332\u3059\u308b\u969b\u306b\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u554f\u984c\u3092\u9632\u3050\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5236\u7d04\uff08Uniqueness Constraint\uff09\uff1a\u30ce\u30fc\u30c9\u306e\u91cd\u8907\u3092\u9632\u304e\u3001\u4e00\u610f\u6027\u3092\u4fdd\u8a3c\u3059\u308b<\/li>\n\n\n\n<li>\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\uff08Index\uff09\uff1a\u691c\u7d22\u3084\u30de\u30c3\u30c1\u51e6\u7406\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u6271\u3046\u5834\u5408\u3001\u4e00\u610f\u6027\u306e\u4fdd\u8a3c\u3068\u51e6\u7406\u901f\u5ea6\u306e\u78ba\u4fdd\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<br>\u305d\u306e\u305f\u3081\u3001\u3053\u308c\u3089\u306e\u8a2d\u5b9a\u306f\u30b0\u30e9\u30d5\u4f5c\u6210\u524d\u306b\u5fc5\u305a\u884c\u3046\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ BlogPost\u30ce\u30fc\u30c9\u306e\u5236\u7d04\uff08url\u3067\u4e00\u610f\u6027\u78ba\u4fdd\uff09\nCREATE CONSTRAINT blog_post_url_unique FOR (bp:BlogPost) REQUIRE bp.url IS UNIQUE;\n\n\/\/ Person\u30ce\u30fc\u30c9\u306e\u5236\u7d04\nCREATE CONSTRAINT person_name_unique FOR (p:Person) REQUIRE p.name IS UNIQUE;\n\n\/\/ Category\u30ce\u30fc\u30c9\u306e\u5236\u7d04\nCREATE CONSTRAINT category_name_unique FOR (c:Category) REQUIRE c.name IS UNIQUE;\n\n\/\/ Tag\u30ce\u30fc\u30c9\u306e\u5236\u7d04\nCREATE CONSTRAINT tag_name_unique FOR (t:Tag) REQUIRE t.name IS UNIQUE;\n\n\/\/ Keyword\u30ce\u30fc\u30c9\u306e\u5236\u7d04\nCREATE CONSTRAINT keyword_word_unique FOR (k:Keyword) REQUIRE k.word IS UNIQUE;\n\n\/\/ BlogPost\u306e\u5168\u6587\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\nCREATE FULLTEXT INDEX blog_post_fulltext_index FOR (bp:BlogPost) ON EACH &#91;bp.title, bp.content, bp.abstract];\n\n\/\/ BlogPost\u306e\u516c\u958b\u65e5\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\uff08\u7bc4\u56f2\u691c\u7d22\u7528\uff09\nCREATE INDEX blog_post_published_date_index FOR (bp:BlogPost) ON (bp.published_date);\n\n\/\/ Category\u306e\u8aac\u660e\u6587\u5168\u6587\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\nCREATE FULLTEXT INDEX category_description_fulltext_index FOR (c:Category) ON EACH &#91;c.description];\n\n\/\/ \u691c\u7d22\u6027\u80fd\u5411\u4e0a\u306e\u305f\u3081\u306e\u8ffd\u52a0\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\nCREATE INDEX person_display_name_index FOR (p:Person) ON (p.display_name);\nCREATE INDEX tag_normalized_name_index FOR (t:Tag) ON (t.normalized_name);\nCREATE INDEX keyword_normalized_index FOR (k:Keyword) ON (k.normalized);\nCREATE INDEX keyword_type_index FOR (k:Keyword) ON (k.type);\nCREATE INDEX category_level_index FOR (c:Category) ON (c.level);\nCREATE INDEX blog_post_language_index FOR (bp:BlogPost) ON (bp.language);<\/code><\/pre>\n\n\n\n<p>\u7d50\u679c\u3092\u78ba\u8a8d\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>show indexes\nshow constraints<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">LLM\u3092\u5229\u7528\u3057\u3066\u30b0\u30e9\u30d5\u4f5c\u6210<\/h3>\n\n\n\n<p>\u3053\u3053\u304b\u3089\u306f\u3001\u30b0\u30e9\u30d5\u306e\u4f5c\u6210\u30d7\u30ed\u30bb\u30b9\u3092\u6bb5\u968e\u7684\u306b\u8ffd\u3044\u306a\u304c\u3089\u3054\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\u3002<br>\u4f7f\u7528\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3068\u30b3\u30fc\u30c9\u306f\u3001\u4ee5\u4e0b\u306e\u30ea\u30f3\u30af\u304b\u3089\u53d6\u5f97\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>https:&#47;&#47;github.com\/awk256\/neo4j-lab-semantic-model\n<\/code><\/pre>\n\n\n\n<p><strong>Step1:&nbsp;\u8a18\u4e8b\u304b\u3089JSON\u5f62\u5f0f\u3067\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u6a19\u6e96\u51fa\u529b<\/strong><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u306f\u30011\u672c\u306e\u30d6\u30ed\u30b0\u8a18\u4e8b\u304b\u3089\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u6a19\u6e96\u51fa\u529b\u306b\u8868\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python graph_data_extract_1.py --source ..\/source_data\/tech-blog_agile-devops_76638.txt\n<\/code><\/pre>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf<\/summary>\n<p><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"nodes\": &#91;\n    {\n      \"id\": \"bp_001\",\n      \"labels\": &#91;\n        \"BlogPost\"\n      ],\n      \"properties\": {\n        \"url\": \"https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76638\",\n        \"title\": \"\u3010Agile Kata Series\u3011Part 2 : \u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306e\u8981\u7d20 \u2013 \u6539\u5584\u306e\u30ab\u30bf \/ \u30b3\u30fc\u30c1\u30f3\u30b0\u306e\u30ab\u30bf \/ \u30a2\u30b8\u30e3\u30a4\u30eb\",\n        \"abstract\": \"\u30c8\u30e8\u30bf\u306e\u30ab\u30bf\uff08\u6539\u5584\u306e\u30ab\u30bf\u30fb\u30b3\u30fc\u30c1\u30f3\u30b0\u306e\u30ab\u30bf\uff09\u3068\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u8981\u7d20\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3002\u79d1\u5b66\u7684\u601d\u8003\u306e\u5b9f\u8df5\u3092\u901a\u3058\u305f\u9069\u5fdc\u529b\u30fb\u6539\u5584\u529b\u30fb\u9769\u65b0\u529b\u306e\u5411\u4e0a\u624b\u6cd5\u3092\u7d39\u4ecb\u3002\",\n        \"published_date\": \"2025-01-07\"\n      }\n    },\n    {\n      \"id\": \"person_001\",\n      \"labels\": &#91;\n        \"Person\"\n      ],\n      \"properties\": {\n        \"name\": \"\u4e2d\u6751\u77e5\u6210\",\n        \"display_name\": \"\u4e2d\u6751\u77e5\u6210\"\n      }\n    },\n    {\n      \"id\": \"category_001\",\n      \"labels\": &#91;\n        \"Category\"\n      ],\n      \"properties\": {\n        \"name\": \"agile-devops\",\n        \"display_name\": \"\u30a2\u30b8\u30e3\u30a4\u30eb\uff06DevOps\",\n        \"level\": 0,\n        \"description\": \"\u30a2\u30b8\u30e3\u30a4\u30eb\u958b\u767a\u3068DevOps\u306e\u624b\u6cd5\u3001\u30d7\u30ed\u30bb\u30b9\u3001\u30c4\u30fc\u30eb\u306b\u95a2\u3059\u308b\u8a18\u4e8b\"\n      }\n    },\n    {\n      \"id\": \"tag_001\",\n      \"labels\": &#91;\n        \"Tag\"\n      ],\n      \"properties\": {\n        \"name\": \"\u30a2\u30b8\u30e3\u30a4\u30eb\",\n        \"normalized_name\": \"agile\"\n      }\n    },\n    {\n      \"id\": \"tag_002\",\n      \"labels\": &#91;\n        \"Tag\"\n      ],\n      \"properties\": {\n        \"name\": \"\u30ab\u30bf\",\n        \"normalized_name\": \"kata\"\n      }\n    },\n    {\n      \"id\": \"tag_003\",\n      \"labels\": &#91;\n        \"Tag\"\n      ],\n      \"properties\": {\n        \"name\": \"\u30c8\u30e8\u30bf\",\n        \"normalized_name\": \"toyota\"\n      }\n    },\n    {\n      \"id\": \"tag_004\",\n      \"labels\": &#91;\n        \"Tag\"\n      ],\n      \"properties\": {\n        \"name\": \"\u6539\u5584\",\n        \"normalized_name\": \"kaizen\"\n      }\n    },\n    {\n      \"id\": \"tag_005\",\n      \"labels\": &#91;\n        \"Tag\"\n      ],\n      \"properties\": {\n        \"name\": \"\u30b3\u30fc\u30c1\u30f3\u30b0\",\n        \"normalized_name\": \"coaching\"\n      }\n    },\n    {\n      \"id\": \"tag_006\",\n      \"labels\": &#91;\n        \"Tag\"\n      ],\n      \"properties\": {\n        \"name\": \"PDCA\",\n        \"normalized_name\": \"pdca\"\n      }\n    },\n    {\n      \"id\": \"tag_007\",\n      \"labels\": &#91;\n        \"Tag\"\n      ],\n      \"properties\": {\n        \"name\": \"EBM\",\n        \"normalized_name\": \"ebm\"\n      }\n    },\n    {\n      \"id\": \"tag_008\",\n      \"labels\": &#91;\n        \"Tag\"\n      ],\n      \"properties\": {\n        \"name\": \"OKR\",\n        \"normalized_name\": \"okr\"\n      }\n    },\n    {\n      \"id\": \"keyword_001\",\n      \"labels\": &#91;\n        \"Keyword\"\n      ],\n      \"properties\": {\n        \"word\": \"\u79d1\u5b66\u7684\u601d\u8003\",\n        \"normalized\": \"scientific_thinking\",\n        \"type\": \"methodology\",\n        \"domain\": \"\u30a2\u30b8\u30e3\u30a4\u30eb\",\n        \"synonyms\": &#91;\n          \"\u79d1\u5b66\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\",\n          \"\u4eee\u8aac\u691c\u8a3c\"\n        ]\n      }\n    },\n    {\n      \"id\": \"keyword_002\",\n      \"labels\": &#91;\n        \"Keyword\"\n      ],\n      \"properties\": {\n        \"word\": \"\u6539\u5584\u306e\u30ab\u30bf\",\n        \"normalized\": \"improvement_kata\",\n        \"type\": \"methodology\",\n        \"domain\": \"\u30c8\u30e8\u30bf\u751f\u7523\u30b7\u30b9\u30c6\u30e0\",\n        \"synonyms\": &#91;\n          \"\u6539\u5584\u306e\u578b\",\n          \"Improvement Kata\"\n        ]\n      }\n    },\n    {\n      \"id\": \"keyword_003\",\n      \"labels\": &#91;\n        \"Keyword\"\n      ],\n      \"properties\": {\n        \"word\": \"\u30b3\u30fc\u30c1\u30f3\u30b0\u306e\u30ab\u30bf\",\n        \"normalized\": \"coaching_kata\",\n        \"type\": \"methodology\",\n        \"domain\": \"\u30c8\u30e8\u30bf\u751f\u7523\u30b7\u30b9\u30c6\u30e0\",\n        \"synonyms\": &#91;\n          \"\u30b3\u30fc\u30c1\u30f3\u30b0\u306e\u578b\",\n          \"Coaching Kata\"\n        ]\n      }\n    },\n    {\n      \"id\": \"keyword_004\",\n      \"labels\": &#91;\n        \"Keyword\"\n      ],\n      \"properties\": {\n        \"word\": \"\u30a2\u30b8\u30e3\u30a4\u30eb\u30de\u30a4\u30f3\u30c9\u30bb\u30c3\u30c8\",\n        \"normalized\": \"agile_mindset\",\n        \"type\": \"concept\",\n        \"domain\": \"\u30a2\u30b8\u30e3\u30a4\u30eb\",\n        \"synonyms\": &#91;\n          \"\u30a2\u30b8\u30e3\u30a4\u30eb\u601d\u8003\",\n          \"Agile Mindset\"\n        ]\n      }\n    },\n    {\n      \"id\": \"keyword_005\",\n      \"labels\": &#91;\n        \"Keyword\"\n      ],\n      \"properties\": {\n        \"word\": \"\u4fa1\u5024\u306b\u57fa\u3065\u304f\u8a08\u6e2c\",\n        \"normalized\": \"value_based_measurement\",\n        \"type\": \"methodology\",\n        \"domain\": \"\u30a2\u30b8\u30e3\u30a4\u30eb\",\n        \"synonyms\": &#91;\n          \"\u4fa1\u5024\u8a08\u6e2c\",\n          \"Value-based Measurement\"\n        ]\n      }\n    },\n    {\n      \"id\": \"keyword_006\",\n      \"labels\": &#91;\n        \"Keyword\"\n      ],\n      \"properties\": {\n        \"word\": \"Evidence-Based Management\",\n        \"normalized\": \"evidence_based_management\",\n        \"type\": \"framework\",\n        \"domain\": \"\u30a2\u30b8\u30e3\u30a4\u30eb\",\n        \"synonyms\": &#91;\n          \"EBM\",\n          \"\u30a8\u30d3\u30c7\u30f3\u30b9\u30d9\u30fc\u30b9\u30c9\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\"\n        ]\n      }\n    },\n    {\n      \"id\": \"keyword_007\",\n      \"labels\": &#91;\n        \"Keyword\"\n      ],\n      \"properties\": {\n        \"word\": \"\u30a2\u30b8\u30e3\u30a4\u30eb\u30b3\u30fc\u30c1\u30f3\u30b0\",\n        \"normalized\": \"agile_coaching\",\n        \"type\": \"methodology\",\n        \"domain\": \"\u30a2\u30b8\u30e3\u30a4\u30eb\",\n        \"synonyms\": &#91;\n          \"Agile Coaching\"\n        ]\n      }\n    },\n    {\n      \"id\": \"keyword_008\",\n      \"labels\": &#91;\n        \"Keyword\"\n      ],\n      \"properties\": {\n        \"word\": \"\u30a2\u30b8\u30e3\u30a4\u30eb\u30ea\u30fc\u30c0\u30fc\u30b7\u30c3\u30d7\",\n        \"normalized\": \"agile_leadership\",\n        \"type\": \"concept\",\n        \"domain\": \"\u30a2\u30b8\u30e3\u30a4\u30eb\",\n        \"synonyms\": &#91;\n          \"Agile Leadership\"\n        ]\n      }\n    }\n  ],\n  \"relationships\": &#91;\n    {\n      \"type\": \"AUTHORED_BY\",\n      \"start\": \"bp_001\",\n      \"end\": \"person_001\",\n      \"properties\": {}\n    },\n    {\n      \"type\": \"BELONGS_TO_CATEGORY\",\n      \"start\": \"bp_001\",\n      \"end\": \"category_001\",\n      \"properties\": {}\n    },\n    {\n      \"type\": \"TAGGED_WITH\",\n      \"start\": \"bp_001\",\n      \"end\": \"tag_001\",\n      \"properties\": {}\n    },\n    {\n      \"type\": \"TAGGED_WITH\",\n      \"start\": \"bp_001\",\n      \"end\": \"tag_002\",\n      \"properties\": {}\n    },\n    {\n      \"type\": \"TAGGED_WITH\",\n      \"start\": \"bp_001\",\n      \"end\": \"tag_003\",\n      \"properties\": {}\n    },\n    {\n      \"type\": \"TAGGED_WITH\",\n      \"start\": \"bp_001\",\n      \"end\": \"tag_004\",\n      \"properties\": {}\n    },\n    {\n      \"type\": \"TAGGED_WITH\",\n      \"start\": \"bp_001\",\n      \"end\": \"tag_005\",\n      \"properties\": {}\n    },\n    {\n      \"type\": \"TAGGED_WITH\",\n      \"start\": \"bp_001\",\n      \"end\": \"tag_006\",\n      \"properties\": {}\n    },\n    {\n      \"type\": \"TAGGED_WITH\",\n      \"start\": \"bp_001\",\n      \"end\": \"tag_007\",\n      \"properties\": {}\n    },\n    {\n      \"type\": \"TAGGED_WITH\",\n      \"start\": \"bp_001\",\n      \"end\": \"tag_008\",\n      \"properties\": {}\n    },\n    {\n      \"type\": \"CONTAINS_KEYWORD\",\n      \"start\": \"bp_001\",\n      \"end\": \"keyword_001\",\n      \"properties\": {\n        \"frequency\": 8,\n        \"importance\": \"primary\"\n      }\n    },\n    {\n      \"type\": \"CONTAINS_KEYWORD\",\n      \"start\": \"bp_001\",\n      \"end\": \"keyword_002\",\n      \"properties\": {\n        \"frequency\": 12,\n        \"importance\": \"primary\"\n      }\n    },\n    {\n      \"type\": \"CONTAINS_KEYWORD\",\n      \"start\": \"bp_001\",\n      \"end\": \"keyword_003\",\n      \"properties\": {\n        \"frequency\": 8,\n        \"importance\": \"primary\"\n      }\n    },\n    {\n      \"type\": \"CONTAINS_KEYWORD\",\n      \"start\": \"bp_001\",\n      \"end\": \"keyword_004\",\n      \"properties\": {\n        \"frequency\": 6,\n        \"importance\": \"primary\"\n      }\n    },\n    {\n      \"type\": \"CONTAINS_KEYWORD\",\n      \"start\": \"bp_001\",\n      \"end\": \"keyword_005\",\n      \"properties\": {\n        \"frequency\": 4,\n        \"importance\": \"secondary\"\n      }\n    },\n    {\n      \"type\": \"CONTAINS_KEYWORD\",\n      \"start\": \"bp_001\",\n      \"end\": \"keyword_006\",\n      \"properties\": {\n        \"frequency\": 5,\n        \"importance\": \"secondary\"\n      }\n    },\n    {\n      \"type\": \"CONTAINS_KEYWORD\",\n      \"start\": \"bp_001\",\n      \"end\": \"keyword_007\",\n      \"properties\": {\n        \"frequency\": 4,\n        \"importance\": \"secondary\"\n      }\n    },\n    {\n      \"type\": \"CONTAINS_KEYWORD\",\n      \"start\": \"bp_001\",\n      \"end\": \"keyword_008\",\n      \"properties\": {\n        \"frequency\": 3,\n        \"importance\": \"secondary\"\n      }\n    }\n  ]\n}<\/code><\/pre>\n<\/details>\n\n\n\n<p><strong>Step2: \u30b5\u30f3\u30d7\u30eb\u8a18\u4e8b50\u9805\u76ee\u304b\u3089\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u30d5\u30a1\u30a4\u30eb\u306b\u683c\u7d0d<\/strong><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u3067\u306f\u300150\u4ef6\u306e\u30b5\u30f3\u30d7\u30eb\u8a18\u4e8b\u3092\u8aad\u307f\u8fbc\u307f\u3001\u305d\u3053\u304b\u3089\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3066\u30ed\u30fc\u30ab\u30eb\u30c7\u30a3\u30b9\u30af\u306b\u4fdd\u5b58\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python graph_data_extract_2.py \n\n- input:\n  - source_data\/*.txt\n- output:\n  - graph_extract\/*.json<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>&nbsp;Neo4j\u306b\u63a5\u7d9a\u3057\u3001\u30b0\u30e9\u30d5\u4f5c\u6210<\/strong><\/h3>\n\n\n\n<p><strong>Step1: JSON\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u304b\u3089Cypher\u3092\u751f\u6210\u3057\u3001\u6a19\u6e96\u51fa\u529b<\/strong><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u306f\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u304b\u3089\u3001Cypher\u3092\u751f\u6210\u3057\u3001\u6a19\u6e96\u51fa\u529b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code> python graph_data_to_cyhper_extract_1.py --input ..\/graph_extract\/tech-blog_agile-devops_76256_graph.json<\/code><\/pre>\n\n\n\n<p>\u3053\u306eCypher\u306f\u3001LLM\u3092\u4ecb\u3055\u305a\u306b\u3001Python\u30b3\u30fc\u30c9\u3067JSON\u5f62\u5f0f\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u304b\u3089\u76f4\u63a5\u884c\u3063\u3066\u304a\u308a\u3001\u30ce\u30fc\u30c9\u3084\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u91cd\u8907\u3092\u907f\u3051\u3001\u51aa\u7b49\u6027\uff08\u540c\u3058\u64cd\u4f5c\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3082\u72b6\u614b\u304c\u5909\u308f\u3089\u306a\u3044\u3053\u3068\uff09\u3092\u4fdd\u8a3c\u3059\u308b\u69cb\u6210\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u4f5c\u308a\u306b\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u30b0\u30e9\u30d5\u306e\u7d99\u7d9a\u7684\u306a\u66f4\u65b0\u3084\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u6c42\u3081\u3089\u308c\u308b\u30b7\u30fc\u30f3\u3067\u3082\u5b89\u5b9a\u3057\u3066\u904b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>Cypher Query<\/summary>\n<p><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ ===== \u30ce\u30fc\u30c9\u4f5c\u6210 =====\nMERGE (n:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nSET n.title = '\u3010Agile Kata Series\u3011Part 1 : \u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306e\u6982\u8981', n.abstract = '\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf\u306e\u6982\u8981\u306b\u3064\u3044\u3066\u89e3\u8aac\u3002\u7d99\u7d9a\u7684\u304b\u3064\u30a2\u30b8\u30e3\u30a4\u30eb\u306b\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u5171\u901a\u30d1\u30bf\u30fc\u30f3\u3068\u3057\u3066\u3001\u666e\u904d\u7684\u306b\u9069\u7528\u3067\u304d\u308b\u8efd\u91cf\u306a\u30d7\u30ed\u30bb\u30b9\u3092\u7d39\u4ecb\u3002\u30c8\u30e8\u30bf\u306e\u30ab\u30bf\u3068\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u8981\u7d20\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u69cb\u6210\u8981\u7d20\u3084\u3001\u30ec\u30c8\u30ed\u30b9\u30da\u30af\u30c6\u30a3\u30d6\u3001\u7d44\u7e54\u5909\u9769\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u306a\u3069\u3067\u306e\u5177\u4f53\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u8aac\u660e\u3002', n.published_date = '2024-12-30';\n\nMERGE (n:Person {name: '\u4e2d\u6751\u77e5\u6210'})\nSET n.display_name = '\u4e2d\u6751\u77e5\u6210';\n\nMERGE (n:Category {name: 'agile-devops'})\nSET n.display_name = '\u30a2\u30b8\u30e3\u30a4\u30eb\uff06DevOps', n.parent_category = null, n.level = 0, n.description = '\u30a2\u30b8\u30e3\u30a4\u30eb\u958b\u767a\u3068DevOps\u306b\u95a2\u3059\u308b\u8a18\u4e8b\u30ab\u30c6\u30b4\u30ea';\n\nMERGE (n:Tag {name: '\u30a2\u30b8\u30e3\u30a4\u30eb'})\nSET n.normalized_name = 'agile';\n\nMERGE (n:Tag {name: '\u30ab\u30bf'})\nSET n.normalized_name = 'kata';\n\nMERGE (n:Tag {name: '\u6539\u5584'})\nSET n.normalized_name = 'improvement';\n\nMERGE (n:Tag {name: '\u30c8\u30e8\u30bf'})\nSET n.normalized_name = 'toyota';\n\nMERGE (n:Tag {name: '\u30b3\u30fc\u30c1\u30f3\u30b0'})\nSET n.normalized_name = 'coaching';\n\nMERGE (n:Tag {name: 'EBM'})\nSET n.normalized_name = 'ebm';\n\nMERGE (n:Keyword {word: '\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf'})\nSET n.normalized = 'agile_kata', n.type = 'methodology', n.domain = '\u30a2\u30b8\u30e3\u30a4\u30eb', n.synonyms = &#91;'Agile Kata'];\n\nMERGE (n:Keyword {word: '\u6539\u5584\u306e\u30ab\u30bf'})\nSET n.normalized = 'improvement_kata', n.type = 'methodology', n.domain = '\u6539\u5584', n.synonyms = &#91;'Improvement Kata'];\n\nMERGE (n:Keyword {word: '\u30b3\u30fc\u30c1\u30f3\u30b0\u306e\u30ab\u30bf'})\nSET n.normalized = 'coaching_kata', n.type = 'methodology', n.domain = '\u30b3\u30fc\u30c1\u30f3\u30b0', n.synonyms = &#91;'Coaching Kata'];\n\nMERGE (n:Keyword {word: '\u30c8\u30e8\u30bf\u306e\u30ab\u30bf'})\nSET n.normalized = 'toyota_kata', n.type = 'methodology', n.domain = '\u6539\u5584', n.synonyms = &#91;'Toyota Kata'];\n\nMERGE (n:Keyword {word: '\u30ec\u30c8\u30ed\u30b9\u30da\u30af\u30c6\u30a3\u30d6'})\nSET n.normalized = 'retrospective', n.type = 'methodology', n.domain = '\u30a2\u30b8\u30e3\u30a4\u30eb', n.synonyms = &#91;'\u632f\u308a\u8fd4\u308a'];\n\nMERGE (n:Keyword {word: '\u30b9\u30af\u30e9\u30e0'})\nSET n.normalized = 'scrum', n.type = 'framework', n.domain = '\u30a2\u30b8\u30e3\u30a4\u30eb', n.synonyms = &#91;'Scrum'];\n\nMERGE (n:Keyword {word: '\u30ab\u30f3\u30d0\u30f3'})\nSET n.normalized = 'kanban', n.type = 'methodology', n.domain = '\u30a2\u30b8\u30e3\u30a4\u30eb', n.synonyms = &#91;'Kanban'];\n\nMERGE (n:Keyword {word: 'EBM'})\nSET n.normalized = 'evidence_based_management', n.type = 'framework', n.domain = '\u30de\u30cd\u30b8\u30e1\u30f3\u30c8', n.synonyms = &#91;'Evidence-Based Management', '\u30a8\u30d3\u30c7\u30f3\u30b9\u30d9\u30fc\u30b9\u30c9\u30de\u30cd\u30b8\u30e1\u30f3\u30c8'];\n\nMERGE (n:Keyword {word: '\u30a2\u30b8\u30e3\u30a4\u30eb\u30de\u30a4\u30f3\u30c9\u30bb\u30c3\u30c8'})\nSET n.normalized = 'agile_mindset', n.type = 'concept', n.domain = '\u30a2\u30b8\u30e3\u30a4\u30eb', n.synonyms = &#91;'Agile Mindset'];\n\nMERGE (n:Keyword {word: '\u4fa1\u5024\u306b\u57fa\u3065\u304f\u8a08\u6e2c'})\nSET n.normalized = 'value_based_measurement', n.type = 'concept', n.domain = '\u30de\u30cd\u30b8\u30e1\u30f3\u30c8', n.synonyms = &#91;'Measure Value'];\n\n\/\/ ===== \u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u4f5c\u6210 =====\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Person {name: '\u4e2d\u6751\u77e5\u6210'})\nMERGE (start)-&#91;r:AUTHORED_BY]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Category {name: 'agile-devops'})\nMERGE (start)-&#91;r:BELONGS_TO_CATEGORY]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Tag {name: '\u30a2\u30b8\u30e3\u30a4\u30eb'})\nMERGE (start)-&#91;r:TAGGED_WITH]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Tag {name: '\u30ab\u30bf'})\nMERGE (start)-&#91;r:TAGGED_WITH]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Tag {name: '\u6539\u5584'})\nMERGE (start)-&#91;r:TAGGED_WITH]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Tag {name: '\u30c8\u30e8\u30bf'})\nMERGE (start)-&#91;r:TAGGED_WITH]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Tag {name: '\u30b3\u30fc\u30c1\u30f3\u30b0'})\nMERGE (start)-&#91;r:TAGGED_WITH]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Tag {name: 'EBM'})\nMERGE (start)-&#91;r:TAGGED_WITH]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Keyword {word: '\u30a2\u30b8\u30e3\u30a4\u30eb\u306e\u30ab\u30bf'})\nMERGE (start)-&#91;r:CONTAINS_KEYWORD {frequency: 15, importance: 'primary'}]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Keyword {word: '\u6539\u5584\u306e\u30ab\u30bf'})\nMERGE (start)-&#91;r:CONTAINS_KEYWORD {frequency: 8, importance: 'primary'}]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Keyword {word: '\u30b3\u30fc\u30c1\u30f3\u30b0\u306e\u30ab\u30bf'})\nMERGE (start)-&#91;r:CONTAINS_KEYWORD {frequency: 5, importance: 'secondary'}]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Keyword {word: '\u30c8\u30e8\u30bf\u306e\u30ab\u30bf'})\nMERGE (start)-&#91;r:CONTAINS_KEYWORD {frequency: 4, importance: 'secondary'}]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Keyword {word: '\u30ec\u30c8\u30ed\u30b9\u30da\u30af\u30c6\u30a3\u30d6'})\nMERGE (start)-&#91;r:CONTAINS_KEYWORD {frequency: 3, importance: 'secondary'}]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Keyword {word: '\u30b9\u30af\u30e9\u30e0'})\nMERGE (start)-&#91;r:CONTAINS_KEYWORD {frequency: 3, importance: 'mentioned'}]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Keyword {word: '\u30ab\u30f3\u30d0\u30f3'})\nMERGE (start)-&#91;r:CONTAINS_KEYWORD {frequency: 2, importance: 'mentioned'}]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Keyword {word: 'EBM'})\nMERGE (start)-&#91;r:CONTAINS_KEYWORD {frequency: 6, importance: 'secondary'}]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Keyword {word: '\u30a2\u30b8\u30e3\u30a4\u30eb\u30de\u30a4\u30f3\u30c9\u30bb\u30c3\u30c8'})\nMERGE (start)-&#91;r:CONTAINS_KEYWORD {frequency: 2, importance: 'mentioned'}]-&gt;(end);\n\nMATCH (start:BlogPost {url: 'https:\/\/www.creationline.com\/tech-blog\/agile-devops\/76256'})\nMATCH (end:Keyword {word: '\u4fa1\u5024\u306b\u57fa\u3065\u304f\u8a08\u6e2c'})\nMERGE (start)-&#91;r:CONTAINS_KEYWORD {frequency: 2, importance: 'mentioned'}]-&gt;(end);\n\n<\/code><\/pre>\n<\/details>\n\n\n\n<p><strong>Step2: 1\u8a18\u4e8b\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u304b\u3089Cypher\u3092\u751f\u6210\u3057\u3001Neo4j\u306b\u6295\u5165<\/strong><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u306f\u3001\uff11\u8a18\u4e8b\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u304b\u3089Cypher\u3092\u751f\u6210\u3057\u3001Neo4j\u306b\u767b\u9332\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python graph_data_to_cyhper_extract_2.py --input ..\/graph_extract\/tech-blog_agile-devops_76256_graph.json<\/code><\/pre>\n\n\n\n<p>\u30b0\u30e9\u30d5\u304c\u6b63\u3057\u304f\u4f5c\u6210\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br>\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b0\u30e9\u30d5\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u308c\u3070\u3001\u51e6\u7406\u306f\u6b63\u5e38\u306b\u5b8c\u4e86\u3057\u3066\u3044\u307e\u3059\u3002<br><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>MATCH (b:BlogPost)-&#91;AUTHORED_BY]-&gt;(p:Person) RETURN b,p<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"324\" height=\"92\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/image-11.png\" alt=\"\" class=\"wp-image-79591\"\/><\/figure>\n\n\n\n<p><strong>Step3: 50\u8a18\u4e8b\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u304b\u3089Cyhper\u3092\u751f\u6210\u3057\u3001Neo4j\u306b\u6295\u5165<\/strong><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u306f\u300150\u4ef6\u5206\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092\u9806\u306b\u51e6\u7406\u3057\u3001\u305d\u308c\u305e\u308c\u304b\u3089Cypher\u3092\u751f\u6210\u3057\u3066\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python graph_data_to_cyhper_extract_3.py<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>2025-10-02 14:35:09,579 - INFO - \u5bfe\u8c61\u30d5\u30a1\u30a4\u30eb\u6570: 50\n2025-10-02 14:35:09,579 - INFO -   - ..\/graph_extract\/tech-blog_chatgpt-ai_ai_69246_graph.json\n2025-10-02 14:35:09,579 - INFO -   - ..\/graph_extract\/tech-blog_cloudnative_chef_23515_graph.json\n2025-10-02 14:35:09,579 - INFO -   - ..\/graph_extract\/tech-blog_others_yorozunomichi_40863_graph.json\n...\u4e2d\u7565\n============================================================\n2025-10-02 14:35:28,849 - INFO - \u51e6\u7406\u4e2d: ..\/graph_extract\/tech-blog_others_kaizen_70055_graph.json\n2025-10-02 14:35:28,849 - INFO - \u51fa\u529b\u30d5\u30a1\u30a4\u30eb: ..\/cypher_output\/tech-blog_others_kaizen_70055_graph.cypher\n2025-10-02 14:35:28,849 - INFO - \u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u4e2d: ..\/graph_extract\/tech-blog_others_kaizen_70055_graph.json\n2025-10-02 14:35:28,850 - INFO - \u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u8aad\u307f\u8fbc\u307f\u5b8c\u4e86: \u30ce\u30fc\u30c9\u6570=13, \u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u6570=11\n2025-10-02 14:35:28,850 - INFO - Cypher\u69cb\u6587\u3092\u751f\u6210\u4e2d...\n2025-10-02 14:35:28,850 - INFO - Cypher\u69cb\u6587\u751f\u6210\u5b8c\u4e86: 50 \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\n2025-10-02 14:35:28,850 - INFO - Cypher\u69cb\u6587\u3092\u4fdd\u5b58: ..\/cypher_output\/tech-blog_others_kaizen_70055_graph.cypher\n2025-10-02 14:35:28,850 - INFO - Cypher\u69cb\u6587\u3092\u5b9f\u884c\u4e2d...\n2025-10-02 14:35:29,168 - INFO - --- before\n2025-10-02 14:35:29,168 - INFO -  after\n2025-10-02 14:35:29,168 - INFO - @@ stats @@\n2025-10-02 14:35:29,168 - INFO - nodes_created: 11\n2025-10-02 14:35:29,168 - INFO - relationships_created: 11\n2025-10-02 14:35:29,169 - INFO - properties_set: 57\n2025-10-02 14:35:29,169 - INFO - &#x2714;&#xfe0f; tech-blog_others_kaizen_70055_graph.json \u306e\u51e6\u7406\u5b8c\u4e86\n2025-10-02 14:35:29,169 - INFO - \n============================================================\n2025-10-02 14:35:29,169 - INFO - \u5168\u4f53\u7d50\u679c:\n2025-10-02 14:35:29,169 - INFO -   \u6210\u529f: 50 \u30d5\u30a1\u30a4\u30eb\n2025-10-02 14:35:29,169 - INFO -   \u5931\u6557: 0 \u30d5\u30a1\u30a4\u30eb\n2025-10-02 14:35:29,169 - INFO -   \u5408\u8a08: 50 \u30d5\u30a1\u30a4\u30eb\n2025-10-02 14:35:29,169 - INFO - &#x2714;&#xfe0f; \u3059\u3079\u3066\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u51e6\u7406\u304c\u5b8c\u4e86\u3057\u307e\u3057\u305f<\/code><\/pre>\n\n\n\n<p>\u51e6\u7406\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30b0\u30e9\u30d5\u304c\u6b63\u3057\u304f\u4f5c\u6210\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>MATCH (t:Tag { name: \"neo4j\"})--(n) RETURN t,n\nOR\nMATCH (t:Tag { name: \"Neo4j\"})--(n) RETURN t,n<\/code><\/pre>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u30bf\u30b0\u540d\u3092\u4f7f\u3063\u3066 Neo4j \u4e0a\u3067\u691c\u7d22\u3092\u884c\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u300125\u306e\u30b5\u30d6\u30ab\u30c6\u30b4\u30ea\u304b\u3089\u305d\u308c\u305e\u308c2\u672c\u305a\u3064\u30b5\u30f3\u30d7\u30eb\u8a18\u4e8b\u3092\u62bd\u51fa\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u5408\u8a0850\u4ef6\u306e\u8a18\u4e8b\u5206\u306e\u30b0\u30e9\u30d5\u304c\u751f\u6210\u3055\u308c\u3066\u3044\u308b\u306f\u305a\u3067\u3059\u3002<br>Neo4j \u95a2\u9023\u306e\u30c7\u30fc\u30bf\u304c 2 \u4ef6\u542b\u307e\u308c\u3066\u3044\u308c\u3070\u3001\u60f3\u5b9a\u901a\u308a\u306b\u62bd\u51fa\u3067\u304d\u3066\u3044\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"321\" height=\"156\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/10\/image-12.png\" alt=\"\" class=\"wp-image-79592\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u4eca\u56de\u306e\u691c\u8a3c\u3092\u901a\u3058\u3066\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u306e\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u304a\u3044\u3066 LLM \u3092\u975e\u5e38\u306b\u6709\u52b9\u306b\u6d3b\u7528\u3067\u304d\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002\u305f\u3060\u3057\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u6bb5\u968e\u3067\u306f\u3001\u4eba\u306b\u3088\u308b\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u4e0d\u53ef\u6b20\u306b\u306a\u308b\u5834\u9762\u3082\u3042\u308b\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3067\u3001\u4e00\u5ea6\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u304c\u5b8c\u6210\u3059\u308c\u3070\u3001\u305d\u306e\u5f8c\u306e\u8a18\u4e8b\u304b\u3089\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u5de5\u7a0b\u306f\u3001LLM \u3092\u7d4c\u7531\u3057\u3066\u81ea\u52d5\u5316\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u3082\u898b\u3048\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3068\u306f\u3044\u3048\u3001\u73fe\u5b9f\u306e\u4f01\u696d\u306b\u304a\u3051\u308b\u60c5\u5831\u8cc7\u6e90\u306f\u3001\u305d\u3046\u5358\u7d14\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3059\u3079\u3066\u306e\u60c5\u5831\u304c\u3001\u30ea\u30f3\u30af\u3084\u30b5\u30de\u30ea\u3092\u7dba\u9e97\u306b\u53d6\u5f97\u3067\u304d\u308b\u3068\u306f\u9650\u3089\u305a\u3001\u3080\u3057\u308d\u305d\u308c\u306f\u30ec\u30a2\u30b1\u30fc\u30b9\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3053\u308c\u306f\u3001\u5b9f\u969b\u306b\u5f0a\u793e\u3067\u3082\u8ab2\u984c\u3068\u3057\u3066\u611f\u3058\u3066\u3044\u308b\u90e8\u5206\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001\u305d\u3082\u305d\u3082 LLM \u304c\u300c\u610f\u5473\u3068\u3057\u3066\u7406\u89e3\u3067\u304d\u308b\u5f62\u300d\u306b\u30c7\u30fc\u30bf\u3092\u6574\u3048\u308b\u305f\u3081\u306e\u524d\u51e6\u7406\u306e\u6bb5\u968e\u305d\u306e\u3082\u306e\u304c\u3001\u4f9d\u7136\u3068\u3057\u3066\u5927\u304d\u306a\u30cf\u30fc\u30c9\u30eb\u3068\u3057\u3066\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3068\u306f\u3044\u3048\u3001\u3059\u3079\u3066\u3092\u4e00\u6c17\u306b\u89e3\u6c7a\u3059\u308b\u306e\u306f\u73fe\u5b9f\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br>\u307e\u305a\u306f\u30a2\u30d7\u30ed\u30fc\u30c1\u53ef\u80fd\u306a\u3068\u3053\u308d\u304b\u3089\u53d6\u308a\u7d44\u3093\u3067\u3044\u304f\u3053\u3068\u304c\u91cd\u8981\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u672c\u9023\u8f09\u3067\u306f\u3001\u305d\u3046\u3057\u305f\u73fe\u5b9f\u7684\u306a\u5236\u7d04\u3084\u8ab2\u984c\u3082\u8e0f\u307e\u3048\u305f\u4e0a\u3067\u3001<br>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u6d3b\u7528\uff08GraphRAG\uff09\u306b\u5411\u3051\u305f\u6982\u5ff5\u691c\u8a3c\u3092\u3001\u7d99\u7d9a\u7684\u306b\u9032\u3081\u3066\u3044\u304f\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u304c\u3001\u9023\u8f09\u306e\u69cb\u60f3\uff08\u4e88\u5b9a\u3092\u542b\u3080\uff09\u3067\u3059\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u304a\u697d\u3057\u307f\u306b\u3002<\/h4>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\">&#x1f9ed;\u9023\u8f09<\/h4>\n\n\n\n<p><a href=\"https:\/\/www.creationline.com\/tech-blog\/data-management\/neo4j\/79246\" target=\"_blank\" rel=\"noreferrer noopener\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u81ea\u52d5\u5316\u306e\u6982\u5ff5\u691c\u8a3c\uff3b1\uff3d<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5168\u5de5\u7a0b\u3092 LLM \u306e\u30b3\u30f3\u30bd\u30fc\u30eb\u4e0a\u3067\u5b8c\u7d50<\/li>\n<\/ul>\n\n\n\n<p><strong><a href=\"https:\/\/www.creationline.com\/tech-blog\/data-management\/neo4j\/79560\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u81ea\u52d5\u5316\u306e\u6982\u5ff5\u691c\u8a3c\uff3b2\uff3d<\/a><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM \u3068\u30b3\u30fc\u30c9\u51e6\u7406\u3092\u5206\u96e2\u3057\u3001\u5f79\u5272\u3092\u660e\u78ba\u5316<\/li>\n<\/ul>\n\n\n\n<p><strong><a 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