{"id":1553,"date":"2025-12-26T11:48:19","date_gmt":"2025-12-26T02:48:19","guid":{"rendered":"https:\/\/www.lightstone.blog\/?p=1553"},"modified":"2025-12-26T11:48:19","modified_gmt":"2025-12-26T02:48:19","slug":"kumakuma-ai%e3%81%8c%e4%bc%81%e6%a5%ad%e5%90%91%e3%81%91%e3%82%ab%e3%82%b9%e3%82%bf%e3%83%9e%e3%82%a4%e3%82%ba%e6%a9%9f%e8%83%bd%e3%82%92%e5%bc%b7%e5%8c%96%ef%bc%81%e6%a5%ad%e5%8b%99%e8%87%aa%e5%8b%95","status":"publish","type":"post","link":"https:\/\/www.lightstone.blog\/?p=1553","title":{"rendered":"KumaKuma AI\u304c\u4f01\u696d\u5411\u3051\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6a5f\u80fd\u3092\u5f37\u5316\uff01\u696d\u52d9\u81ea\u52d5\u5316\u306e\u65b0\u6642\u4ee3\u3078\ud83d\ude80"},"content":{"rendered":"<h2>\u4f01\u696d\u304b\u3089\u306e\u8981\u671b\u306b\u5fdc\u3048\u308b\u65b0\u6a5f\u80fd\u7fa4<\/h2>\n<p>KumaKuma AI\u306f\u30012025\u5e7410\u67086\u65e5\u306e\u57fa\u672c\u6a5f\u80fd\u767a\u8868\u4ee5\u964d\u3001\u591a\u304f\u306e\u4f01\u696d\u304b\u3089\u300c\u81ea\u793e\u306e\u696d\u52d9\u30d5\u30ed\u30fc\u306b\u5408\u308f\u305b\u305f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u3057\u305f\u3044\u300d\u300c\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u9023\u643a\u3057\u305f\u3044\u300d\u300c\u5b9a\u671f\u7684\u306a\u30ea\u30b5\u30fc\u30c1\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3057\u305f\u3044\u300d\u3068\u3044\u3063\u305f\u5177\u4f53\u7684\u306a\u8981\u671b\u304c\u5bc4\u305b\u3089\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u4eca\u56de\u306e\u6a5f\u80fd\u7fa4\u306f\u3001\u3053\u308c\u3089\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u3079\u304f\u958b\u767a\u3055\u308c\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n<h2>\u67d4\u8edf\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3092\u53ef\u80fd\u306b\u3059\u308b5\u3064\u306e\u4e3b\u8981\u6a5f\u80fd<\/h2>\n<h3>1. \u30ab\u30b9\u30bf\u30e0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6a5f\u80fd \ud83e\udd16<\/h3>\n<p>\u4f01\u696d\u3084\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3054\u3068\u306b\u3001\u72ec\u81ea\u306e\u5f79\u5272\u3092\u6301\u3064AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u81ea\u7531\u306b\u4f5c\u6210\u30fb\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002\u696d\u754c\u7279\u6709\u306e\u5c02\u9580\u77e5\u8b58\u3084\u3001\u793e\u5185\u306e\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u306b\u7279\u5316\u3057\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u7cbe\u5ea6\u306e\u9ad8\u3044\u30ea\u30b5\u30fc\u30c1\u7d50\u679c\u3092\u5f97\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u4f5c\u6210\u3057\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30a2\u30af\u30c6\u30a3\u30d6\/\u975e\u30a2\u30af\u30c6\u30a3\u30d6\u3092\u5207\u308a\u66ff\u3048\u3089\u308c\u308b\u305f\u3081\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u9032\u884c\u72b6\u6cc1\u306b\u5408\u308f\u305b\u305f\u67d4\u8edf\u306a\u904b\u7528\u304c\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\u30ab\u30b9\u30bf\u30e0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u4f5c\u6210\u753b\u9762\" src=\"\/wp-content\/uploads\/2025\/12\/3655076bbd354551d8af51be0a88f08b_resized_converted.png\" ><\/p>\n<h3>2. \u5b9a\u671f\u5b9f\u884c\u30bf\u30b9\u30af\u6a5f\u80fd \u23f0<\/h3>\n<p>Cron\u5f62\u5f0f\u3067\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u8a2d\u5b9a\u306b\u3088\u308a\u3001\u30ea\u30b5\u30fc\u30c1\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3067\u304d\u307e\u3059\u3002\u65e5\u6b21\u306e\u5e02\u5834\u52d5\u5411\u8abf\u67fb\u3001\u9031\u6b21\u306e\u7af6\u5408\u5206\u6790\u3001\u6708\u6b21\u306e\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u306a\u3069\u3001\u5b9a\u671f\u7684\u306b\u5fc5\u8981\u306a\u8abf\u67fb\u3092\u81ea\u52d5\u3067\u5b9f\u884c\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4eba\u624b\u306b\u3088\u308b\u5b9a\u671f\u696d\u52d9\u304c\u524a\u6e1b\u3055\u308c\u3001\u62c5\u5f53\u8005\u306f\u3088\u308a\u6226\u7565\u7684\u306a\u696d\u52d9\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u696d\u52d9\u52b9\u7387\u5316\u306b\u5927\u304d\u304f\u8ca2\u732e\u3059\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\u5b9a\u671f\u5b9f\u884c\u30bf\u30b9\u30af\u8a2d\u5b9a\u753b\u9762\" src=\"\/wp-content\/uploads\/2025\/12\/f087010e451a88ad734bed96815c1a50_resized_converted.png\" ><\/p>\n<h3>3. \u67d4\u8edf\u306a\u30c4\u30fc\u30eb\u9023\u643a \ud83d\udd17<\/h3>\n<p>\u4f01\u696d\u306e\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u9023\u643a\u3057\u3001\u793e\u5185\u5916\u306b\u6563\u5728\u3059\u308b\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u7684\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002Google Workspace\u3084Microsoft 365\u306a\u3069\u3068\u306e\u9023\u643a\u306b\u3088\u308a\u3001\u6a2a\u65ad\u7684\u306a\u60c5\u5831\u691c\u7d22\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u5305\u62ec\u7684\u306a\u8abf\u67fb\u7d50\u679c\u306e\u53d6\u5f97\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u60c5\u5831\u53ce\u96c6\u306e\u624b\u9593\u304c\u5927\u5e45\u306b\u8efd\u6e1b\u3055\u308c\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\u9023\u643a\u30b5\u30fc\u30d3\u30b9\u4e00\u89a7\" src=\"\/wp-content\/uploads\/2025\/12\/df4c7a5ff1ea669ef9e5d5dbb82344d7_resized_converted.png\" ><\/p>\n<h3>4. \u30b9\u30ec\u30c3\u30c9\u5171\u6709\u6a5f\u80fd \ud83e\udd1d<\/h3>\n<p>AI\u3068\u306e\u5bfe\u8a71\u3084\u6df1\u5c64\u8abf\u67fb\u306e\u7d50\u679c\u3092\u3001\u5916\u90e8\u306e\u95a2\u4fc2\u8005\u3068\u7c21\u5358\u306b\u5171\u6709\u3067\u304d\u308b\u30ea\u30f3\u30af\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u793e\u5185\u627f\u8a8d\u30d7\u30ed\u30bb\u30b9\u3084\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3078\u306e\u5831\u544a\u6642\u306b\u3001\u8abf\u67fb\u30d7\u30ed\u30bb\u30b9\u3068\u7d50\u679c\u3092\u900f\u660e\u6027\u9ad8\u304f\u5171\u6709\u3067\u304d\u308b\u305f\u3081\u3001\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5186\u6ed1\u5316\u306b\u8ca2\u732e\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30a2\u30af\u30bb\u30b9\u7d71\u8a08\u3082\u53d6\u5f97\u3067\u304d\u308b\u305f\u3081\u3001\u5171\u6709\u3057\u305f\u60c5\u5831\u306e\u95b2\u89a7\u72b6\u6cc1\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\u30b9\u30ec\u30c3\u30c9\u5171\u6709\u30ec\u30dd\u30fc\u30c8\" src=\"\/wp-content\/uploads\/2025\/12\/795f2cb34ca2fb8c8aa4e8d9a947259d_resized_converted.png\" ><\/p>\n<h3>5. \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u6280\u8853\u57fa\u76e4 \ud83d\udee1\ufe0f<\/h3>\n<p>KumaKuma AI\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ec\u30d9\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u89b3\u6e2c\u6027\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3:<\/strong> AWS Cognito\u306b\u3088\u308b\u8a8d\u8a3c\u3084\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30d9\u30fc\u30b9\u306e\u6a29\u9650\u7ba1\u7406\u306b\u3088\u308a\u3001\u4f01\u696d\u30c7\u30fc\u30bf\u306e\u5b89\u5168\u6027\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u89b3\u6e2c\u6027:<\/strong> Langfuse\u306b\u3088\u308b\u8a73\u7d30\u306aLLM\u30c8\u30ec\u30fc\u30b7\u30f3\u30b0\u6a5f\u80fd\u3067\u3001AI\u306e\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u3092\u53ef\u8996\u5316\u3002\u76e3\u67fb\u8981\u4ef6\u3084\u54c1\u8cea\u7ba1\u7406\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3:<\/strong> Gunicorn\u3001pgvector\u3001Redis\/Valkey\u30ad\u30e3\u30c3\u30b7\u30f3\u30b0\u3001Celery\u306b\u3088\u308b\u975e\u540c\u671f\u51e6\u7406\u57fa\u76e4\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u540c\u6642\u30a2\u30af\u30bb\u30b9\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n<p><img decoding=\"async\" alt=\"Langfuse\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\" src=\"\/wp-content\/uploads\/2025\/12\/405cd97b7edcbf7131e1b017c3acf9ef-1_resized_converted.png\" ><\/p>\n<h2>\u63d0\u4f9b\u5f62\u614b\u3068\u4eca\u5f8c\u306e\u5c55\u671b<\/h2>\n<p>KumaKuma AI\u306f\u4f01\u696d\u5411\u3051\uff08toB\uff09\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u63d0\u4f9b\u3055\u308c\u3066\u304a\u308a\u3001\u5404\u4f01\u696d\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u305f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u6599\u91d1\u306b\u3064\u3044\u3066\u306f\u3001\u6709\u511f\u30c8\u30e9\u30a4\u30a2\u30eb3\u30f6\u6708\u306a\u3069\u67d4\u8edf\u306a\u30d7\u30e9\u30f3\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u8a73\u7d30\u306f\u682a\u5f0f\u4f1a\u793eGrizzlarity\u306e\u554f\u3044\u5408\u308f\u305b\u30d5\u30a9\u30fc\u30e0\u3088\u308a\u76f8\u8ac7\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u682a\u5f0f\u4f1a\u793eGrizzlarity\u306f\u3001\u4eca\u5f8c\u3082KumaKuma AI\u3092\u57fa\u76e4\u306b\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u6a5f\u80fd\u306e\u5145\u5b9f\u3092\u7d99\u7d9a\u3057\u3001\u3088\u308a\u591a\u304f\u306e\u4f01\u696d\u306e\u696d\u52d9\u52b9\u7387\u5316\u3092\u652f\u63f4\u3057\u3066\u3044\u304f\u65b9\u91dd\u3067\u3059\u3002<\/p>\n<h2>\u682a\u5f0f\u4f1a\u793eGrizzlarity\u306b\u3064\u3044\u3066<\/h2>\n<p>\u300cAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5354\u50cd\u3067\u4f01\u696d\u30ea\u30b5\u30fc\u30c1\u306b\u9769\u65b0\u3092\u3082\u305f\u3089\u3059\u300d\u3053\u3068\u3092\u30df\u30c3\u30b7\u30e7\u30f3\u3068\u3057\u3066\u63b2\u3052\u308b\u682a\u5f0f\u4f1a\u793eGrizzlarity\u306f\u3001\u6771\u4eac\u90fd\u5343\u4ee3\u7530\u533a\u306b\u672c\u793e\u3092\u69cb\u3048\u3066\u3044\u307e\u3059\u3002KumaKuma AI\u306b\u95a2\u3059\u308b\u8a73\u7d30\u60c5\u5831\u3084\u304a\u554f\u3044\u5408\u308f\u305b\u306f\u3001\u4ee5\u4e0b\u306e\u30ea\u30f3\u30af\u304b\u3089\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n<ul>\n<li>\n<p>\u682a\u5f0f\u4f1a\u793eGrizzlarity \u516c\u5f0f\u30b5\u30a4\u30c8: <a href=\"https:\/\/grizzlarity.com\" target=\"_blank\" rel=\"noopener\">https:\/\/grizzlarity.com<\/a><\/p>\n<\/li>\n<li>\n<p>\u304a\u554f\u3044\u5408\u308f\u305b\u30d5\u30a9\u30fc\u30e0: <a href=\"https:\/\/grizzlarity.com\/contact\" target=\"_blank\" rel=\"noopener\">https:\/\/grizzlarity.com\/contact<\/a><\/p>\n<\/li>\n<li>\n<p>KumaKuma AI LP: <a href=\"https:\/\/grizzlarity.com\/kumakumaai\/lp\" target=\"_blank\" rel=\"noopener\">https:\/\/grizzlarity.com\/kumakumaai\/lp<\/a><\/p>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u682a\u5f0f\u4f1a\u793eGrizzlarity\u306f\u3001\u4f01\u696d\u5411\u3051\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8AI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u300cKumaKuma AI\u300d\u306b\u3001\u30ab\u30b9\u30bf\u30e0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u5b9a\u671f\u5b9f\u884c\u30bf\u30b9\u30af\u3001\u67d4\u8edf\u306a\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u9023\u643a\u306a\u3069\u3001\u4f01\u696d\u306e\u696d\u52d9\u306b\u5408\u308f\u305b\u305f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6a5f\u80fd\u7fa4\u3092\u516c\u958b\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u81ea\u793e\u306e\u30ea\u30b5\u30fc\u30c1\u696d\u52d9\u3092\u6700\u9069\u5316\u3057\u3001\u5927\u5e45\u306a\u52b9\u7387\u5316\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n","protected":false},"author":1,"featured_media":1558,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","fit_primary_category":0},"categories":[4],"tags":[],"class_list":["post-1553","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aiit"],"_links":{"self":[{"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/posts\/1553","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1553"}],"version-history":[{"count":1,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/posts\/1553\/revisions"}],"predecessor-version":[{"id":1556,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/posts\/1553\/revisions\/1556"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=\/wp\/v2\/media\/1558"}],"wp:attachment":[{"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1553"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1553"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.lightstone.blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1553"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}