{"id":21507,"date":"2025-10-30T07:14:32","date_gmt":"2025-10-30T07:14:32","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=21507"},"modified":"2025-10-30T07:14:32","modified_gmt":"2025-10-30T07:14:32","slug":"ai%e3%82%92%e6%b4%bb%e7%94%a8%e3%81%97%e3%81%9fflaky-test%e3%81%ae%e5%8e%9f%e5%9b%a0%e5%88%86%e6%9e%90%e3%81%a8%e5%8a%b9%e7%8e%87%e5%8c%96%ef%bc%9a%e5%a4%a7%e8%a6%8f%e6%a8%a1%e3%82%b5%e3%83%bc","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/21507\/","title":{"rendered":"AI\u3092\u6d3b\u7528\u3057\u305fFlaky Test\u306e\u539f\u56e0\u5206\u6790\u3068\u52b9\u7387\u5316\uff1a\u5927\u898f\u6a21\u30b5\u30fc\u30d3\u30b9\u3092\u652f\u3048\u308b\u30c6\u30b9\u30c8\u5b89\u5b9a\u5316\u3078\u306e\u53d6\u308a\u7d44\u307f &#8211; Tabelog Tech Blog"},"content":{"rendered":"\n<br \/><img decoding=\"async\" src=\"https:\/\/cdn.image.st-hatena.com\/image\/scale\/b486b9ec1b297013c42df6af70db241c7c38eef7\/backend=imagemagick;version=1;width=1300\/https%3A%2F%2Fcdn-ak.f.st-hatena.com%2Fimages%2Ffotolife%2Ft%2Ftabelog_tech_blog%2F20251029%2F20251029193851.jpg%3Fchanged%3D1761734336\" \/><\/p>\n<div>\n<h2 id=\"\u306f\u3058\u3081\u306b\u5927\u898f\u6a21\u30b5\u30fc\u30d3\u30b9\u3092\u60a9\u307e\u305b\u308bFlaky-Test\u3068\u3044\u3046\u8ab2\u984c\">\u306f\u3058\u3081\u306b\uff1a\u5927\u898f\u6a21\u30b5\u30fc\u30d3\u30b9\u3092\u60a9\u307e\u305b\u308bFlaky Test\u3068\u3044\u3046\u8ab2\u984c<\/h2>\n<p>\u3053\u3093\u306b\u3061\u306f\u3002\u98df\u3079\u30ed\u30b0\u30ab\u30f3\u30d1\u30cb\u30fc \u958b\u767a\u672c\u90e8 \u98f2\u98df\u5e97\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u90e8 \u904b\u7528\u6539\u5584\u30c1\u30fc\u30e0\u306e <a target=\"_blank\" href=\"https:\/\/qiita.com\/4palace\">@4palace<\/a> \u3067\u3059\u3002<br \/>\n\u98df\u3079\u30ed\u30b0\u306b\u306f2019\u5e74\u304b\u3089\u53c2\u753b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u300c\u98df\u3079\u30ed\u30b0\u300d\u306f\u3001\u6708\u9593\u5229\u7528\u8005\u65709400\u4e07\u4eba\u3001\u63b2\u8f09\u5e97\u8217\u657088\u4e07\u5e97\u8217\u4ee5\u4e0a\u3001\u6708\u9593PV\u657023\u5104\u3092\u8d85\u3048\u308b\u5927\u898f\u6a21\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<br \/>\n<a target=\"_blank\" href=\"https:\/\/tabelog.com\/advertisement\">https:\/\/tabelog.com\/advertisement<\/a><\/p>\n<p>\u3053\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u5b89\u5b9a\u7684\u306b\u304a\u5c4a\u3051\u3059\u308b\u306b\u306f\u3001\u6b63\u5e38\u306b\u7a3c\u50cd\u3059\u308b\u30d3\u30eb\u30c9\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u3001\u54c1\u8cea\u3092\u62c5\u4fdd\u3059\u308b\u81ea\u52d5\u30c6\u30b9\u30c8\u3092\u6574\u5099\u3057\u7d9a\u3051\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u98df\u3079\u30ed\u30b0\u306fRuby on Rails\u3067\u958b\u767a\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u30b3\u30fc\u30c9\u91cf\u306f\u975e\u5e38\u306b\u81a8\u5927\u3067\u3059\u3002<br \/>\n\u305d\u306e\u54c1\u8cea\u3092\u62c5\u4fdd\u3059\u308bRSpec\u306e\u81ea\u52d5\u30c6\u30b9\u30c8\u4ef6\u6570\u3082\u540c\u3058\u304f\u81a8\u5927\u3067\u3059\u3002<br \/>\n\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3059\u308b\u53d6\u308a\u7d44\u307f\u3092\u958b\u59cb\u3057\u305f2025\u5e747\u6708\u6642\u70b9\u306750800\u4ef6\u3092\u8d85\u3048\u3066\u3044\u307e\u3057\u305f\u3002\u65e5\u3005\u5897\u3048\u3066\u304a\u308a\u3001\u73fe\u5728\u306f54000\u4ef6\u3092\u8d85\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3082\u3061\u308d\u3093\u3001\u30c6\u30b9\u30c8\u306e\u591a\u3055\u304c\u54c1\u8cea\u3092\u88cf\u4ed8\u3051\u308b\u7d76\u5bfe\u7684\u306a\u6307\u6a19\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br \/>\n\u3057\u304b\u3057\u3001\u81a8\u5927\u306a\u30c6\u30b9\u30c8\u304c\u5e38\u306b\u6210\u529f\u3059\u308b\u72b6\u614b\u3092\u7dad\u6301\u3067\u304d\u3066\u3044\u308c\u3070\u3001\u3044\u3064\u3067\u3082\u81ea\u4fe1\u3092\u6301\u3063\u3066\u7d20\u65e9\u304f\u30ea\u30ea\u30fc\u30b9\u3067\u304d\u3001\u3088\u308a\u826f\u3044\u30b5\u30fc\u30d3\u30b9\u306e\u958b\u767a\u306b\u96c6\u4e2d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001\u3044\u3064\u3082\u5931\u6557\u3059\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u6c17\u307e\u3050\u308c\u306b\u5931\u6557\u3059\u308b\u30c6\u30b9\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u3053\u308c\u304cFlaky Test\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u3067\u3001\u98df\u3079\u30ed\u30b0\u3067\u3082\u3053\u306e\u554f\u984c\u306b\u60a9\u307e\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002<br \/>\n\u6700\u7d42\u7684\u306b\u672c\u756a\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u30e1\u30a4\u30f3\u30d6\u30e9\u30f3\u30c1\u306b\u9650\u3063\u3066\u3082\u3001\u7d04300\u4ef6\u306eFlaky Test\u304c\u5b58\u5728\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u5168\u4f53\u306e\u30c6\u30b9\u30c850800\u4ef6\u306b\u5bfe\u3057\u3066300\u4ef6\u306eFlaky Test\u306f\u3001\u5272\u5408\u306b\u3059\u308b\u30680.6%\u3067\u3059\u3002<br \/>\n\u3053\u306e\u5272\u5408\u306f\u4e00\u898b\u3059\u308b\u3068\u5c0f\u3055\u3044\u3088\u3046\u306b\u601d\u3048\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u5358\u4f53\u30c6\u30b9\u30c8\u306f\u3059\u3079\u3066\u6210\u529f\u3059\u308b\u3053\u3068\u304c\u524d\u63d0\u3067\u3059\u3002<br \/>\n\u305d\u306e\u305f\u3081\u30011\u3064\u3067\u3082\u5931\u6557\u304c\u3042\u308c\u3070\u3001\u539f\u56e0\u306e\u8abf\u67fb\u3084\u5bfe\u5fdc\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30c6\u30b9\u30c8\u304c\u5931\u6557\u3057\u305f\u5834\u5408\u3001\u307e\u305a\u300c\u3053\u306e\u30c6\u30b9\u30c8\u306e\u5931\u6557\u306fFlaky\u306a\u306e\u304b\u3001\u305d\u308c\u3068\u3082\u610f\u56f3\u3057\u306a\u3044\u7834\u58ca\uff08\u30c7\u30b0\u30ec\u30fc\u30c9\uff09\u306a\u306e\u304b\uff1f\u300d\u3092\u5224\u65ad\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\nFlaky Test\u3067\u3042\u308c\u3070\u3001CI\u3092\u30ea\u30e9\u30f3\u3059\u308b\u3053\u3068\u3067\u89e3\u6d88\u3055\u308c\u308b\u3053\u3068\u3082\u591a\u3044\u306e\u3067\u3059\u304c\u3001\u30ea\u30e9\u30f3\u306b\u306f\u4f59\u5206\u306a\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<br \/>\n\u4e00\u65b9\u3001\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u306e\u4e0d\u5177\u5408\u3067\u3042\u308c\u3070\u3001\u30b3\u30fc\u30c9\u306e\u5207\u308a\u623b\u3057\u3084\u4fee\u6b63\u5bfe\u5fdc\u306e\u5224\u65ad\u304c\u5fc5\u8981\u3067\u3059\u3002<br \/>\n\u3053\u306e\u3088\u3046\u306a\u5224\u65ad\u3084\u5bfe\u5fdc\u306e\u9045\u308c\u304c\u30ea\u30ea\u30fc\u30b9\u9045\u5ef6\u306b\u3064\u306a\u304c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3057\u305f\u3002<br \/>\n\u307e\u305f\u3001\u30c7\u30d7\u30ed\u30a4\u524d\u306e\u8abf\u67fb\u81ea\u4f53\u304c\u672c\u6765\u306e\u958b\u767a\u30bf\u30b9\u30af\u3092\u5727\u8feb\u3059\u308b\u3053\u3068\u3082\u554f\u984c\u3067\u3057\u305f\u3002<\/p>\n<p>\u5358\u4f53\u30c6\u30b9\u30c8\u306e\u4f5c\u6210\u304a\u3088\u3073\u7ba1\u7406\u306f\u591a\u304f\u306e\u30c1\u30fc\u30e0\u306b\u307e\u305f\u304c\u3063\u3066\u304a\u308a\u3001\u79c1\u305f\u3061\u306e\u30c1\u30fc\u30e0\u3060\u3051\u3067\u52dd\u624b\u306b\u4fee\u6b63\u3059\u308b\u3068\u3001\u4ed5\u69d8\u306b\u53cd\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u305d\u306e\u305f\u3081\u3001\u79c1\u305f\u3061\u306e\u30c1\u30fc\u30e0\u3060\u3051\u3067\u4fee\u6b63\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5404\u958b\u767a\u30c1\u30fc\u30e0\u3078\u4fee\u6b63\u3092\u4f9d\u983c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002<br \/>\n\u305d\u3053\u3067\u3001\u79c1\u305f\u3061\u306e\u30c1\u30fc\u30e0\u304cFlaky Test\u306e\u72b6\u6cc1\u3092\u53d6\u308a\u307e\u3068\u3081\u3001\u5404\u30c1\u30fc\u30e0\u3078\u306e\u5354\u529b\u4f9d\u983c\u3092\u884c\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>Flaky Test\u306e\u96c6\u8a08\u3001\u539f\u56e0\u5206\u6790\u3001\u6539\u5584\u306b\u306f\u3001AI\u3092\u5229\u7528\u3057\u3001\u5b9f\u969b\u306e\u6539\u5584\u30bf\u30b9\u30af\u3092\u9032\u3081\u3066\u3044\u304d\u307e\u3057\u305f\u3002<br \/>\n\u672c\u8a18\u4e8b\u3067\u306f\u3001\u79c1\u305f\u3061\u304cFlaky Test\u306e\u64b2\u6ec5\u6d3b\u52d5\u3092\u9032\u3081\u308b\u306b\u3042\u305f\u308a\u3001\u3069\u306e\u3088\u3046\u306bAI\u3092\u6d3b\u7528\u3057\u305f\u304b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"\u306a\u305cAI\u3067\u306e\u5206\u6790\u3092\u8a66\u307f\u305f\u306e\u304b\">\u306a\u305cAI\u3067\u306e\u5206\u6790\u3092\u8a66\u307f\u305f\u306e\u304b<\/h2>\n<p>\u3053\u308c\u307e\u3067\u306eFlaky Test\u8abf\u67fb\u306f\u3001\u62c5\u5f53\u8005\u306e\u7d4c\u9a13\u5247\u306b\u4f9d\u5b58\u3059\u308b\u89e3\u6790\u4f5c\u696d\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u6642\u9593\u3068\u624b\u9593\u304c\u304b\u304b\u3063\u3066\u3044\u307e\u3057\u305f\u3002<br \/>\n\u307e\u305f\u3001\u3053\u306e\u5c5e\u4eba\u5316\u304c\u30c1\u30fc\u30e0\u6a2a\u65ad\u3067\u306e\u6539\u5584\u3092\u9032\u3081\u308b\u4e0a\u3067\u306e\u4f9d\u983c\u3057\u3065\u3089\u3055\u306b\u3082\u3064\u306a\u304c\u308a\u3001\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3068\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3001AI\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5e45\u5e83\u3044\u30b5\u30dd\u30fc\u30c8\u3092\u671f\u5f85\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<ol>\n<li><strong>\u30c7\u30fc\u30bf\u53ce\u96c6\u30fb\u6574\u5f62\u30c4\u30fc\u30eb\u306e\u958b\u767a\u652f\u63f4<\/strong><br \/>\u307e\u305a\u3001\u5206\u6790\u306e\u5143\u3068\u306a\u308b\u5168Flaky Test\u306e\u60c5\u5831\u3092CircleCI\u304b\u3089\u7db2\u7f85\u7684\u306b\u53ce\u96c6\u3057\u3001\u5206\u6790\u3057\u3084\u3059\u3044\u5f62\u5f0f\u306b\u6574\u5f62\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306e\u958b\u767a\u81ea\u4f53\u3092\u3001AI\u306b\u652f\u63f4\u3057\u3066\u3082\u3089\u3048\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\u307e\u3057\u305f\u3002<\/li>\n<li><strong>\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u5206\u6790<\/strong><br \/>\u7d04300\u4ef6\u3068\u3044\u3046\u81a8\u5927\u306a\u30a8\u30e9\u30fc\u30ed\u30b0\u5168\u4f53\u3092AI\u306b\u8aad\u307f\u8fbc\u307e\u305b\u308b\u3053\u3068\u3067\u3001\u8907\u6570\u306e\u30c6\u30b9\u30c8\u306b\u5171\u901a\u3059\u308b\u5931\u6557\u30d1\u30bf\u30fc\u30f3\u3084\u3001\u4fee\u6b63\u306b\u3088\u308b\u5f71\u97ff\u7bc4\u56f2\u304c\u5927\u304d\u3044\u300c\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u300d\u3092\u7279\u5b9a\u3057\u3066\u3082\u3089\u3046\u3053\u3068\u3092\u671f\u5f85\u3057\u307e\u3057\u305f\u3002<\/li>\n<li><strong>\u500b\u5225\u30c6\u30b9\u30c8\u306e\u539f\u56e0\u89e3\u6790\u3068\u4fee\u6b63\u65b9\u91dd\u306e\u63d0\u6848<\/strong><br \/>\u8003\u3048\u3089\u308c\u308b\u539f\u56e0\u4eee\u8aac\u3060\u3051\u3067\u306a\u304f\u3001\u5177\u4f53\u7684\u306a\u4fee\u6b63\u65b9\u91dd\u306e\u63d0\u6848\u307e\u3067\u3092AI\u306b\u51fa\u3057\u3066\u3082\u3089\u3046\u3053\u3068\u3092\u671f\u5f85\u3057\u307e\u3057\u305f\u3002<\/li>\n<\/ol>\n<p>\u3053\u308c\u3089\u306e\u671f\u5f85\u306f\u3001\u5358\u306a\u308b\u6280\u8853\u7684\u306a\u8208\u5473\u304b\u3089\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002300\u4ef6\u3082\u306eFlaky Test\u3092\u4fee\u6b63\u3059\u308b\u306b\u306f\u3001\u591a\u304f\u306e\u958b\u767a\u30c1\u30fc\u30e0\u306e\u5354\u529b\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<br \/>\n\u305d\u3053\u3067\u79c1\u305f\u3061\u306f\u300c\u65d7\u632f\u308a\u5f79\u300d\u3068\u3057\u3066\u3001AI\u306b\u3088\u308b\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u5206\u6790\u3067<strong>\u300c\u4fee\u6b63\u30a4\u30f3\u30d1\u30af\u30c8\u306e\u5927\u304d\u3044\u554f\u984c\u300d\u3084\u300c\u539f\u56e0\u304c\u5171\u901a\u3057\u3066\u3044\u308b\u554f\u984c\u7fa4\u300d\u3092\u7279\u5b9a\u3057\u3001\u4fee\u6b63\u306e\u512a\u5148\u9806\u4f4d\u4ed8\u3051\u3092\u884c\u3063\u305f\u4e0a\u3067\u5404\u30c1\u30fc\u30e0\u306b\u4f9d\u983c\u3059\u308b<\/strong>\u3068\u3044\u3046\u3001\u52b9\u7387\u7684\u306a\u9032\u3081\u65b9\u3092\u69cb\u60f3\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u69cb\u60f3\u306e\u3082\u3068\u3001AI\u3092\u6d3b\u7528\u3057\u305fFlaky Test\u306e\u64b2\u6ec5\u6d3b\u52d5\u3092\u59cb\u3081\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"AI\u3092\u6d3b\u7528\u3057\u305fFlaky-Test\u5206\u6790\u306e\u8ecc\u8de1\">AI\u3092\u6d3b\u7528\u3057\u305fFlaky Test\u5206\u6790\u306e\u8ecc\u8de1<\/h2>\n<h3 id=\"\u8abf\u67fb\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\">\u8abf\u67fb\u30c7\u30fc\u30bf\u306e\u53ce\u96c6<\/h3>\n<p>\u307e\u305a\u3001\u300c\u8abf\u67fb\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u300d\u304b\u3089\u59cb\u3081\u307e\u3057\u305f\u3002<\/p>\n<p>\u98df\u3079\u30ed\u30b0\u306eCI\/CD\u30c4\u30fc\u30eb\u3068\u3057\u3066\u3001CircleCI\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u5404\u30d3\u30eb\u30c9\u306e\u6210\u529f\/\u5931\u6557\u3084\u3001\u5931\u6557\u3057\u305f\u30c6\u30b9\u30c8\u306b\u5bfe\u3059\u308b\u300cFlaky Test\u300d\u306e\u30bf\u30b0\u4ed8\u3051\u306a\u3069\u306f\u3001\u3059\u3067\u306bCircleCI\u3067\u884c\u308f\u308c\u3066\u3044\u307e\u3057\u305f\u3002<br \/>\n\u305d\u306e\u305f\u3081\u3001\u307e\u305a\u306fWeb UI\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u306a\u3044\u304b\u8a66\u307f\u307e\u3057\u305f\u304c\u3001\u7db2\u7f85\u7684\u306a\u30c7\u30fc\u30bf\u3092\u4e00\u62ec\u3067\u53ce\u96c6\u3059\u308b\u306b\u306f\u3001UI\u304c\u6700\u9069\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<br \/>\n\u307e\u305f\u3001\u305d\u3082\u305d\u3082Flaky Test\u306e\u30bf\u30b0\u3065\u3051\u3055\u308c\u3066\u3044\u306a\u3044\u304c\u3001\u4e00\u5b9a\u306e\u5272\u5408\u3067\u5931\u6557\u3059\u308bFlaky Test\u3067\u3042\u308b\u3001\u3068\u3044\u3046\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u5e78\u3044\u3001CircleCI\u306f\u60c5\u5831\u53d6\u5f97\u7528\u306eAPI\u3092\u63d0\u4f9b\u3057\u3066\u3044\u305f\u305f\u3081\u3001\u3053\u306eAPI\u3092\u5229\u7528\u3057\u3066\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3001\u4f7f\u3044\u3084\u3059\u3044\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3078\u6574\u7406\u3057\u307e\u3057\u305f\u3002<br \/>\n\u305d\u3053\u3067\u3001\u5185\u88fd\u30c4\u30fc\u30eb <strong>FlakyTest Log Collector<\/strong> \u3092\u4f5c\u6210\u3057\u3001CircleCI API\u304b\u3089\u30c6\u30b9\u30c8\u7d50\u679c\u30ed\u30b0\u3092\u7db2\u7f85\u7684\u306b\u53ce\u96c6\u3057\u307e\u3057\u305f\u3002<br \/>\nCircleCI\u306eFlaky Test\u4e00\u89a7\u53d6\u5f97API\u3084\u3001JobID\u304b\u3089Artifact\u3092\u53d6\u5f97\u3059\u308bAPI\u3092\u5229\u7528\u3057\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u63c3\u3048\u3066\u8868\u306b\u307e\u3068\u3081\u3064\u3064\u3001AI\u306e\u89e3\u6790\u306b\u5229\u7528\u3057\u3084\u3059\u3044JSON\u5f62\u5f0f\u306b\u3082\u6574\u3048\u308b\u30c4\u30fc\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u4eca\u56de\u306f\u5404\u30c1\u30fc\u30e0\u306b\u4f9d\u983c\u3057\u3001\u9032\u6357\u3092\u628a\u63e1\u3057\u306a\u304c\u3089\u9032\u3081\u305f\u304b\u3063\u305f\u305f\u3081\u3001\u8868\u5f62\u5f0f\u3067\u7ba1\u7406\u3067\u304d\u308bCSV\u3092\u4f7f\u3044\u3001\u4ee5\u4e0b\u306e\u5185\u5bb9\u304c\u81ea\u52d5\u3067\u51fa\u529b\u3055\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u5931\u6557\u30c6\u30b9\u30c8\u540d<\/li>\n<li>\u6700\u7d42\u5931\u6557\u65e5\u6642<\/li>\n<li>\u5931\u6557\u3057\u305fRSpec\u306e\u30d1\u30b9<\/li>\n<li>\u5931\u6557\u6642\u306e\u751f\u30ed\u30b0<\/li>\n<\/ul>\n<p>\u307e\u305f\u3001\u5404\u30c1\u30fc\u30e0\u306e\u9032\u6357\u3084\u5206\u62c5\u3092\u7ba1\u7406\u3067\u304d\u308b\u3088\u3046\u3001\u4ee5\u4e0b\u306e\u60c5\u5831\u3092\u8a18\u8f09\u3067\u304d\u308b\u6b04\u3082\u4ed8\u4e0e\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u5bfe\u5fdc\u30ea\u30ea\u30fc\u30b9\u65e5<\/li>\n<li>\u62c5\u5f53\u30c1\u30fc\u30e0<\/li>\n<li>\u30b9\u30c6\u30fc\u30bf\u30b9<\/li>\n<li>\u4fee\u6b63issue\u306eURL<\/li>\n<\/ul>\n<p>\u4e00\u65b9\u3067\u3001AI\u306b\u89e3\u6790\u3055\u305b\u308b\u3053\u3068\u3082\u60f3\u5b9a\u3057\u3066\u3044\u305f\u306e\u3067\u3001\u5931\u6557\u6642\u306e\u751f\u30ed\u30b0\u3001\u5931\u6557\u3057\u305fRSpec\u306e\u30d1\u30b9\u3001\u5931\u6557\u65e5\u6642\u306a\u3069\u306fJSON\u5f62\u5f0f\u3067\u51fa\u529b\u3055\u305b\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u89e3\u6790\u7528\u306e\u30d5\u30a1\u30a4\u30eb\u3082\u5225\u9014\u751f\u6210\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<pre class=\"code lang-json\" data-lang=\"json\" data-unlink=\"\"><span class=\"synSpecial\">{<\/span>\n  \"<span class=\"synStatement\">test_name<\/span>\": \"\",\n  \"<span class=\"synStatement\">job_number<\/span>\": <span class=\"synConstant\">12345<\/span>,\n  \"<span class=\"synStatement\">workflow_created_at<\/span>\": \"<span class=\"synConstant\">2025-07-09T00:48:30Z<\/span>\",\n  \"<span class=\"synStatement\">artifact_path<\/span>\": \"<span class=\"synConstant\">test-results\/result.xml<\/span>\",\n  \"<span class=\"synStatement\">failure_spec_path<\/span>\": \"<span class=\"synConstant\">spec\/models\/concerns\/xxx_spec.rb<\/span>\",\n  \"<span class=\"synStatement\">failure_line_in_spec<\/span>\": <span class=\"synConstant\">277<\/span>,\n  \"<span class=\"synStatement\">message<\/span>\": \"<span class=\"synConstant\">expected `last_updated_at` to have changed to 2025-07-09 10:04:19.000000000 +0900, but is now 2025-07-09 10:04:20.000000000 +0900<\/span>\",\n  \"<span class=\"synStatement\">details<\/span>\": \"<span class=\"synConstant\">(\u5177\u4f53\u7684\u306a\u30b9\u30bf\u30c3\u30af\u30c8\u30ec\u30fc\u30b9)<\/span>\"\n<span class=\"synSpecial\">}<\/span>\n<\/pre>\n<p>\u306a\u304a\u3001\u3053\u306e\u30c4\u30fc\u30eb\u306e\u4f5c\u6210\u306b\u306fAI\u30b3\u30fc\u30c9\u30a8\u30c7\u30a3\u30bf\u3067\u3042\u308bCursor\u3092\u6d3b\u7528\u3057\u3001AI\u3068\u5bfe\u8a71\u3057\u306a\u304c\u3089\u958b\u767a\u3092\u9032\u3081\u308b\u3053\u3068\u3067\u3001\u4f4e\u30b3\u30b9\u30c8\u3067\u306e\u4f5c\u6210\u304c\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002<br \/>\n\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306e\u4f5c\u6210\u306f1\u65e5\u3067\u5b8c\u4e86\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u5229\u7528\u3057\u305f\u3044API\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u304c\u6c7a\u307e\u3063\u3066\u304a\u308a\u3001\u5165\u51fa\u529b\u306e\u4ed5\u69d8\u306a\u3069\u3092\u5bfe\u8a71\u5f62\u5f0f\u3067\u3084\u308a\u3068\u308a\u3059\u308b\u3053\u3068\u3067\u3001\u3059\u3050\u306b\u5f62\u306b\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u5fc5\u8981\u306a\u5168\u91cf\u30c7\u30fc\u30bf\u306e\u8abf\u67fb\u3068\u53ce\u96c6\u3092\u30b9\u30e0\u30fc\u30ba\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"AI\u306b\u3088\u308bFlaky-Test\u306e\u539f\u56e0\u89e3\u6790\">AI\u306b\u3088\u308bFlaky Test\u306e\u539f\u56e0\u89e3\u6790<\/h3>\n<h4 id=\"\u5f53\u521d\u306e\u3082\u304f\u308d\u307f\">\u5f53\u521d\u306e\u3082\u304f\u308d\u307f<\/h4>\n<p>\u30c4\u30fc\u30eb\u3067\u4f5c\u6210\u3057\u305fJSON\u3092\u3082\u3068\u306b\u3001300\u4ef6\u8fd1\u3044\u5931\u6557\u30ed\u30b0\u3092\u683c\u7d0d\u3057\u305fJSON\u30d5\u30a1\u30a4\u30eb\u3068\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092Cursor\u306b\u5165\u529b\u3057\u3001\u4ee5\u4e0b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u5206\u6790\u3092\u8a66\u307f\u307e\u3057\u305f\u3002<br \/>\n\u3053\u308c\u306b\u3088\u308a\u3001\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u306e\u5206\u6790\u304b\u3089\u5168Flaky Test\u306e\u4fee\u6b63\u65b9\u91dd\u7acb\u6848\u307e\u3067\u3001\u4e00\u6c17\u306b\u5b8c\u4e86\u3067\u304d\u308b\u3068\u671f\u5f85\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">\u3042\u306a\u305f\u306f\u3001Ruby on Rails\u3068RSpec\u306b\u7cbe\u901a\u3057\u305f\u30b7\u30cb\u30a2\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3059\u3002\n\u5c02\u9580\u5bb6\u3068\u3057\u3066\u3001\u6280\u8853\u7684\u306b\u6b63\u78ba\u304b\u3064\u7c21\u6f54\u306a\u5206\u6790\u3092\u63d0\u4f9b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u30e6\u30fc\u30b6\u30fc\u304c `flaky_results.json` \u306e\u5185\u5bb9\u3092\u63d0\u4f9b\u3057\u305f\u3089\u3001\u4ee5\u4e0b\u306e\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u3068\u51fa\u529b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u53b3\u5bc6\u306b\u5f93\u3063\u3066\u3001\u7d71\u5408\u89e3\u6790\u30ec\u30dd\u30fc\u30c8\u3092\u751f\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n(\u4ee5\u4e0b\u306b\u306f\u3001\u5165\u529bjson\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u89e3\u304d\u65b9\u3001\u6700\u3082\u591a\u3044\u60f3\u5b9a\u5931\u6557\u30c6\u30b9\u30c8\u539f\u56e0\u3092\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u3068\u3057\u3066\u62bd\u51fa\u3059\u308b\u30ec\u30dd\u30fc\u30c8\u3092\u51fa\u529b\u3059\u308b\u30eb\u30fc\u30eb\u3092\u8a18\u8f09)<\/pre>\n<p>\u306a\u304a\u3001\u30e2\u30c7\u30eb\u306f\u8907\u6570\u306e\u30e2\u30c7\u30eb\uff08GPT-4o\u3001Claude 3.5 Sonnet\u306a\u3069\uff09\u3092\u8a66\u3057\u305f\u7d50\u679c\u3001\u4eca\u56de\u306f<strong>Gemini 2.5 Pro<\/strong>\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<br \/>\n\u5358\u7d14\u306b\u5931\u6557\u30ed\u30b0\u306e\u884c\u6570\u304c\u591a\u3044\u305f\u3081\u3001\u305d\u306e\u554f\u984c\u89e3\u6790\u306b\u8010\u3048\u3046\u308b\u5e83\u5927\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u6301\u3064\u30e2\u30c7\u30eb\u3092\u63a1\u7528\u3057\u305f\u304b\u3063\u305f\u306e\u304c\u7406\u7531\u3067\u3059\u3002<br \/>\nGemini 2.5 Pro\u306f100\u4e07\u30c8\u30fc\u30af\u30f3\u3068\u3044\u3046\u5e83\u5927\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u6301\u3064\u305f\u3081\u3001\u3053\u308c\u3092\u6d3b\u304b\u3057\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u5168\u4f53\u3068\u8907\u6570\u306e\u95a2\u9023\u30c6\u30b9\u30c8\u3001\u30b9\u30bf\u30c3\u30af\u30c8\u30ec\u30fc\u30b9\u3092\u4e00\u5ea6\u306b\u8aad\u307f\u8fbc\u307e\u305b\u308b\u3053\u3068\u3067\u3001\u30b3\u30fc\u30c9\u9593\u306e\u8907\u96d1\u306a\u4f9d\u5b58\u95a2\u4fc2\u3084\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u9806\u5e8f\u306b\u8d77\u56e0\u3059\u308b\u554f\u984c\u3092\u63a8\u8ad6\u3067\u304d\u308b\u3068\u671f\u5f85\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u5206\u6790\u306e\u5931\u6557\">\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u5206\u6790\u306e\u5931\u6557<\/h4>\n<p>\u3053\u308c\u3067\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u5206\u6790\u307e\u3067\u4e00\u6c17\u306b\u3067\u304d\u308b\uff01\u3068\u610f\u6c17\u8fbc\u3093\u3067\u3044\u307e\u3057\u305f\u304c\u3001\u5b9f\u969b\u306f\u305d\u3046\u7518\u304f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u300c\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u4e0d\u5099\u300d\u3068\u3044\u3063\u305f\u6307\u6458\u306f\u3059\u308b\u3082\u306e\u306e\u3001\u5177\u4f53\u7684\u306b\u3069\u306e\u30c7\u30fc\u30bf\u306e\u4f55\u304c\u554f\u984c\u306a\u306e\u304b\u3092\u793a\u3055\u306a\u3044\u305f\u3081\u3001\u6b21\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u306b\u7e4b\u3052\u3089\u308c\u306a\u3044\u3002<\/li>\n<li>\u300c\u540c\u69d8\u306e\u30a8\u30e9\u30fc\u304c\u307b\u304b\u591a\u6570\u300d\u306e\u3088\u3046\u306b\u5177\u4f53\u6027\u306b\u6b20\u3051\u308b\u8868\u73fe\u3092\u3059\u308b\u305f\u3081\u3001\u7d50\u5c40\u554f\u3044\u76f4\u3057\u304c\u767a\u751f\u3059\u308b\u3002<\/li>\n<li>\u30a8\u30e9\u30fc\u4ef6\u6570\u81ea\u4f53\u3092\u9593\u9055\u3048\u308b\u306a\u3069\u3001\u30ec\u30dd\u30fc\u30c8\u81ea\u4f53\u306e\u51fa\u529b\u54c1\u8cea\u304c\u4f4e\u3044\u3002<\/li>\n<li>\u30b9\u30bf\u30c3\u30af\u30c8\u30ec\u30fc\u30b9\u3092\u6b63\u3057\u304f\u89e3\u91c8\u3067\u304d\u305a\u3001\u30a8\u30e9\u30fc\u306e\u6839\u672c\u539f\u56e0\u3068\u306f\u7570\u306a\u308b\u7b87\u6240\u3092\u4fee\u6b63\u3059\u308b\u3088\u3046\u306a\u63d0\u6848\u304c\u591a\u3044\u3002<\/li>\n<li>\u63d0\u793a\u3055\u308c\u305f\u300c\u4fee\u6b63\u65b9\u91dd\u300d\u901a\u308a\u306b\u4fee\u6b63\u3057\u3066\u3082\u3001\u305d\u306e\u6b63\u3057\u3055\u3092\u691c\u8a3c\u3059\u308b\u65b9\u6cd5\u304c\u793a\u3055\u308c\u305a\u3001\u59a5\u5f53\u6027\u306e\u5224\u65ad\u304c\u56f0\u96e3\u3067\u3057\u305f\u3002<\/li>\n<\/ul>\n<p>\u4e0a\u8a18\u306e\u3088\u3046\u306b\u54c1\u8cea\u306e\u60aa\u3044\u89e3\u6790\u7d50\u679c\u304c\u591a\u304f\u3001\u4fee\u6b63\u30b3\u30fc\u30c9\u3069\u3053\u308d\u304b\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u5206\u6790\u81ea\u4f53\u3082\u3042\u307e\u308a\u7cbe\u5ea6\u306e\u826f\u3044\u3082\u306e\u306f\u5f97\u3089\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p>\u5f8c\u304b\u3089\u632f\u308a\u8fd4\u308b\u3068\u3001\u4ee5\u4e0b\u306e3\u3064\u306e\u5931\u6557\u304c\u539f\u56e0\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u5931\u6557\u305d\u306e1\uff1aAI\u3078\u4e38\u6295\u3052\u3057\u305f\u7d50\u679c\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u6ea2\u308c\u3066\u3057\u307e\u3063\u305f<\/strong><\/li>\n<li><strong>\u5931\u6557\u305d\u306e2\uff1aAI\u304c\u7acb\u3066\u305f\u4eee\u8aac\u3092\u691c\u8a3c\u3059\u308b\u624b\u7acb\u3066\u304c\u306a\u304b\u3063\u305f<\/strong><\/li>\n<li><strong>\u5931\u6557\u305d\u306e3\uff1aAI\u306b\u5b8c\u74a7\u306a\u4fee\u6b63\u3092\u6c42\u3081\u3066\u3057\u307e\u3063\u305f<\/strong><\/li>\n<\/ul>\n<p><strong>\u5931\u6557\u305d\u306e1\uff1aAI\u3078\u4e38\u6295\u3052\u3057\u305f\u7d50\u679c\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u6ea2\u308c\u3066\u3057\u307e\u3063\u305f<\/strong><\/p>\n<p>1\u3064\u76ee\u306f\u3001\u305d\u3082\u305d\u3082\u5165\u529b\u3057\u305f\u60c5\u5831\u304c\u591a\u3059\u304e\u305f\u3068\u3044\u3046\u5931\u6557\u3067\u3059\u3002<\/p>\n<p>\u7d04300\u4ef6\u306e\u30a8\u30e9\u30fc\u30ed\u30b0\u3092\u4e00\u62ec\u3067\u5165\u529b\u3057\u3001\u300c\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u3092\u7279\u5b9a\u30fb\u5206\u6790\u3057\u3066\u89e3\u6c7a\u7b56\u3092\u63d0\u793a\u305b\u3088\u300d\u3068\u4e00\u5ea6\u306b\u8981\u6c42\u3057\u305f\u305f\u3081\u3001\u7126\u70b9\u304c\u307c\u3084\u3051\u305f\u56de\u7b54\u3057\u304b\u5f97\u3089\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002<br \/>\n\u3044\u304b\u306b\u5e83\u5927\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u6301\u3063\u3066\u3044\u305f\u3068\u3057\u3066\u3082\u3001\u5927\u304d\u3059\u304e\u308b\u5165\u529b\u306f\u826f\u3044\u7d50\u679c\u306b\u7e4b\u304c\u3089\u306a\u3044\u3053\u3068\u3092\u5b66\u3073\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u7d4c\u9a13\u304b\u3089\u3001AI\u306e\u5f79\u5272\u3092\u300c\u500b\u5225\u306e\u30ed\u30b0\u306b\u5bfe\u3059\u308b\u6df1\u3044\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u300d\u306b\u7d5e\u308a\u3001\u4e00\u5ea6\u306b\u4e0e\u3048\u308b\u60c5\u5831\u91cf\u3092\u9069\u5207\u306b\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3060\u3068\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><strong>\u5931\u6557\u305d\u306e2\uff1aAI\u304c\u7acb\u3066\u305f\u4eee\u8aac\u3092\u691c\u8a3c\u3059\u308b\u624b\u7acb\u3066\u304c\u306a\u304b\u3063\u305f<\/strong><\/p>\n<p>2\u3064\u76ee\u306f\u3001AI\u304c\u7acb\u3066\u305f\u4eee\u8aac\u306e\u691c\u8a3c\u65b9\u6cd5\u304c\u660e\u78ba\u3067\u306a\u304b\u3063\u305f\u3068\u3044\u3046\u5931\u6557\u3067\u3059\u3002<\/p>\n<p>AI\u306f\u69d8\u3005\u306a\u53ef\u80fd\u6027\u3092\u8003\u3048\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u4eee\u8aac\u3092\u63d0\u793a\u3057\u3066\u304f\u308c\u307e\u3059\u3002<br \/>\n\u3057\u304b\u3057\u3001\u305d\u308c\u3092\u78ba\u8a8d\u3059\u308b\u624b\u6bb5\u307e\u3067\u306f\u63d0\u793a\u3057\u3066\u304f\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002<br \/>\nAI\u304c\u300c\u4eee\u8aac\u306f\u6b63\u3057\u3044\u300d\u3068\u4e3b\u5f35\u3057\u7d9a\u3051\u305f\u3082\u306e\u306e\u3001\u305d\u306e\u5185\u5bb9\u306f\u8aa4\u3063\u3066\u304a\u308a\u3001\u4ed6\u306e\u53ef\u80fd\u6027\u306e\u8abf\u67fb\u3092\u9045\u3089\u305b\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u4e00\u4f8b\u3068\u3057\u3066\u3001AI\u306e\u4e3b\u5f35\u3068\u5b9f\u969b\u306e\u30d1\u30bf\u30fc\u30f3\u304c\u7570\u306a\u3063\u3066\u3044\u305f\u30b1\u30fc\u30b9\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>AI\u306f\u3001\u300c\u3053\u306e\u30c6\u30b9\u30c8\u306f<code>before<\/code>\u3067\u6642\u523b\u304c\u56fa\u5b9a\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u6642\u523b\u4f9d\u5b58\u306e\u554f\u984c\u306f\u767a\u751f\u3057\u3066\u3044\u306a\u3044\u300d\u3068\u4e3b\u5f35\u3057\u3066\u3044\u307e\u3057\u305f\u3002<br \/>\nRSpec\u306e\u30b3\u30fc\u30c9\u4e0a\u3082\u3001\u4e3b\u5f35\u3068\u540c\u3058\u304f\u6642\u523b\u3092\u56fa\u5b9a\u3059\u308b\u51e6\u7406\u304c\u8a18\u8f09\u3055\u308c\u3066\u304a\u308a\u3001\u4e00\u898b\u6b63\u3057\u305d\u3046\u3067\u3057\u305f\u3002<br \/>\n\u3057\u304b\u3057\u3001\u5bfe\u8c61\u306e\u30c6\u30b9\u30c8\u306f\u6df1\u591c\u306b\u6bce\u65e5\u5b9f\u884c\u3055\u308c\u308b\u30ca\u30a4\u30c8\u30ea\u30fc\u30d3\u30eb\u30c9\u3067\u306e\u307f\u5931\u6557\u3057\u3066\u304a\u308a\u3001\u65e5\u4e2d\u306e\u30d3\u30eb\u30c9\u3067\u306f\u6210\u529f\u3057\u3066\u3044\u307e\u3057\u305f\u3002<br \/>\n\u3053\u306e\u4e8b\u5b9f\u304b\u3089\u3001\u6642\u523b\u4f9d\u5b58\u306e\u53ef\u80fd\u6027\u3092\u62ed\u3044\u304d\u308c\u305a\u3001\u518d\u8abf\u67fb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u8abf\u67fb\u306e\u7d50\u679c\u3001<code>before<\/code>\u30d6\u30ed\u30c3\u30af\u3067\u8a2d\u5b9a\u3055\u308c\u305f\u6642\u523b\u56fa\u5b9a\u51e6\u7406\u304c\u5b9f\u884c\u3055\u308c\u308b\u3088\u308a\u524d\u306b\u3001<code>let!<\/code>\u306b\u3088\u308b\u5909\u6570\u8a55\u4fa1\u304c\u884c\u308f\u308c\u3066\u3044\u305f\u3053\u3068\u304c\u5224\u660e\u3057\u307e\u3057\u305f\u3002\u3053\u306e<code>let!<\/code>\u30d6\u30ed\u30c3\u30af\u5185\u306e\u51e6\u7406\u304c\u6642\u523b\u306b\u4f9d\u5b58\u3057\u3066\u3044\u305f\u305f\u3081\u3001\u6642\u523b\u306e\u56fa\u5b9a\u304c\u9593\u306b\u5408\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001AI\u306b\u306f\u300c\u305d\u306e\u4eee\u8aac\u304c\u6b63\u3057\u3044\u306e\u3067\u3042\u308c\u3070\u3001\u305d\u308c\u3092\u8a3c\u660e\u3059\u308b\u305f\u3081\u306e\u5177\u4f53\u7684\u306a\u78ba\u8a8d\u65b9\u6cd5\u3092\u63d0\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4e0e\u3048\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002<br \/>\n\u3053\u308c\u306b\u3088\u308a\u3001\u300c\u6b63\u3057\u3044\u306a\u3089\u3053\u3046\u306a\u308b\u306f\u305a\u300d\u3068\u3044\u3046\u78ba\u8a8d\u65b9\u6cd5\u3082\u30bb\u30c3\u30c8\u3067\u691c\u8a3c\u3067\u304d\u3001\u771f\u56e0\u306e\u7279\u5b9a\u306b\u3064\u306a\u304c\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u7d4c\u9a13\u304b\u3089\u3001AI\u306e\u63d0\u6848\u306f\u3042\u304f\u307e\u3067\u4eee\u8aac\u306e1\u3064\u3068\u3057\u3066\u6271\u3044\u307e\u3057\u305f\u3002\u305d\u306e\u3046\u3048\u3067\u3001\u4eba\u9593\u306b\u3088\u3063\u3066\u691c\u8a3c\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3060\u3068\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><strong>\u5931\u6557\u305d\u306e3\uff1aAI\u306b\u5b8c\u74a7\u306a\u4fee\u6b63\u3092\u6c42\u3081\u3066\u3057\u307e\u3063\u305f<\/strong><\/p>\n<p>3\u3064\u76ee\u306f\u3001AI\u306b\u305d\u306e\u307e\u307e\u30de\u30fc\u30b8\u3067\u304d\u308b\u30ec\u30d9\u30eb\u306e\u4fee\u6b63\u3092\u3044\u304d\u306a\u308a\u6c42\u3081\u3066\u3057\u307e\u3063\u305f\u3068\u3044\u3046\u5931\u6557\u3067\u3059\u3002<\/p>\n<p>\u5f53\u521d\u306f\u3001\u5931\u6557\u30ed\u30b0\u3068\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u304c\u3042\u308c\u3070\u3001AI\u304c\u5b8c\u74a7\u306a\u4fee\u6b63\u3092\u4e00\u5ea6\u306b\u884c\u3063\u3066\u304f\u308c\u308b\u306e\u3067\u306f\u3001\u3068\u3044\u3046\u671f\u5f85\u304c\u3042\u308a\u307e\u3057\u305f\u3002<br \/>\n\u3057\u304b\u3057\u3001\u5b9f\u969b\u306b\u306f\u5834\u5f53\u305f\u308a\u7684\u306b\u4fee\u6b63\u3057\u305f\u308a\u3001\u5f71\u97ff\u7bc4\u56f2\u3092\u8003\u616e\u3067\u304d\u305a\u306b\u4ed6\u306e\u7b87\u6240\u3078\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u4fee\u6b63\u3092\u63d0\u6848\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u3046\u307e\u304f\u3044\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u7d4c\u9a13\u304b\u3089\u3001AI\u306b\u5b8c\u74a7\u306a\u4fee\u6b63\u3092\u671f\u5f85\u3059\u308b\u306e\u3092\u3084\u3081\u307e\u3057\u305f\u3002<br \/>\n\u771f\u56e0\u3068\u8003\u3048\u3089\u308c\u308b\u90e8\u5206\u3068\u3001\u305d\u306e\u691c\u8a3c\u65b9\u6cd5\u3092\u51fa\u529b\u3059\u308b\u3053\u3068\u306b\u7279\u5316\u3055\u305b\u3001AI\u3092\u300c\u5206\u6790\u30d1\u30fc\u30c8\u30ca\u30fc\u300d\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u308b\u3053\u3068\u304c\u91cd\u8981\u3060\u3068\u6c17\u3065\u304d\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"\u6226\u7565\u306e\u8ee2\u63dbAI\u306b\u3088\u308b\u5168\u4f53\u5206\u6790\u304b\u3089\u4eba\u9593\u3068AI\u306e\u5354\u696d\u3078\">\u6226\u7565\u306e\u8ee2\u63db\uff1aAI\u306b\u3088\u308b\u5168\u4f53\u5206\u6790\u304b\u3089\u3001\u4eba\u9593\u3068AI\u306e\u5354\u696d\u3078<\/h4>\n<p>\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u5206\u6790\u306e\u5931\u6557\u304b\u3089\u3001\u79c1\u305f\u3061\u306f\u5f53\u521d\u306e\u300cAI\u306b\u5168\u4f53\u3092\u5206\u6790\u3055\u305b\u3066\u3001\u8ce2\u304f\u30bf\u30b9\u30af\u3092\u632f\u308a\u5206\u3051\u308b\u300d\u3068\u3044\u3046\u6226\u7565\u304c\u6a5f\u80fd\u3057\u306a\u3044\u3053\u3068\u3092\u5b66\u3073\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001\u79c1\u305f\u3061\u306f\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u8ee2\u63db\u3057\u307e\u3057\u305f\u3002<br \/>\nAI\u304c\u82e6\u624b\u306a\u300c\u5168\u4f53\u3092\u4fef\u77b0\u3057\u305f\u5927\u307e\u304b\u306a\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\u300d\u306f\u4eba\u9593\u304c\u884c\u3044\u3001\u4eba\u9593\u304c\u82e6\u624b\u306a\u300c\u500b\u5225\u306e\u30c6\u30b9\u30c8\u306b\u5bfe\u3059\u308b\u6df1\u304f\u3001\u591a\u89d2\u7684\u306a\u539f\u56e0\u5206\u6790\u300d\u3092AI\u306b\u4efb\u305b\u308b\u3001\u3068\u3044\u3046\u5f79\u5272\u5206\u62c5\u3067\u3059\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001<code>FlakyTest Log Collector<\/code> \u304c\u51fa\u529b\u3057\u305fCSV\u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u3044\u3001\u307e\u305a\u79c1\u305f\u3061\u81ea\u8eab\u304c\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u50be\u5411\u3084\u5931\u6557\u6642\u523b\u3001\u5931\u6557\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\u306a\u3069\u304b\u3089\u3001\u300c\u3053\u308c\u306f\u6642\u523b\u95a2\u9023\u306e\u554f\u984c\u3063\u307d\u3044\u300d\u300c\u3053\u308c\u306fDB\u306e\u30c7\u30fc\u30bf\u6574\u5408\u6027\u306e\u554f\u984c\u3060\u308d\u3046\u300d\u3068\u3044\u3063\u305f\u5927\u307e\u304b\u306a\u969c\u5bb3\u306e\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u3057\u3066\u3001\u305d\u306e\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\u306b\u57fa\u3065\u3044\u3066\u5404\u958b\u767a\u30c1\u30fc\u30e0\u306b\u8abf\u67fb\u3068\u4fee\u6b63\u3092\u4f9d\u983c\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u79c1\u305f\u3061\u306e\u30c1\u30fc\u30e0\u304c\u62c5\u5f53\u3059\u308b\u3053\u3068\u306b\u306a\u3063\u305f\u969c\u5bb3\u3084\u3001\u539f\u56e0\u306e\u7279\u5b9a\u304c\u7279\u306b\u96e3\u3057\u3044\u3068\u5224\u65ad\u3055\u308c\u305f\u500b\u5225\u306e\u30c6\u30b9\u30c8\u306b\u3064\u3044\u3066\u306f\u3001\u6539\u5584\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f7f\u3063\u3066AI\u306b\u3088\u308b\u8a73\u7d30\u306a\u5206\u6790\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"\u5931\u6557\u3092\u8e0f\u307e\u3048\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6539\u5584\">\u5931\u6557\u3092\u8e0f\u307e\u3048\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6539\u5584<\/h4>\n<p>\u5931\u6557\u3092\u8e0f\u307e\u3048\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u898b\u76f4\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><strong>\u6539\u5584\u306e\u30dd\u30a4\u30f3\u30c8<\/strong><\/p>\n<ul>\n<li>\u5168\u30c6\u30b9\u30c8\u3067\u306f\u306a\u304f\u500b\u5225\u306e\u30c6\u30b9\u30c8\u306b\u7d5e\u308a\u8fbc\u307f<\/li>\n<li>\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u5206\u6790\u3067\u306f\u306a\u304f\u3001\u539f\u56e0\u4eee\u8aac\u306e\u5217\u6319\u306b\u5909\u66f4<\/li>\n<li>\u4eee\u8aac\u3060\u3051\u3067\u306a\u304f\u3001\u691c\u8a3c\u65b9\u6cd5\u3082\u4f75\u305b\u3066\u63d0\u793a\u3055\u305b\u308b<\/li>\n<\/ul>\n<p><strong>\u6539\u5584\u524d\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u5168\u4f53\u5206\u6790\uff09<\/strong><\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">\u3042\u306a\u305f\u306f\u3001Ruby on Rails\u3068RSpec\u306b\u7cbe\u901a\u3057\u305f\u30b7\u30cb\u30a2\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3059\u3002\n\u5c02\u9580\u5bb6\u3068\u3057\u3066\u3001\u6280\u8853\u7684\u306b\u6b63\u78ba\u304b\u3064\u7c21\u6f54\u306a\u5206\u6790\u3092\u63d0\u4f9b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u30e6\u30fc\u30b6\u30fc\u304c `flaky_results.json` \u306e\u5185\u5bb9\u3092\u63d0\u4f9b\u3057\u305f\u3089\u3001\u4ee5\u4e0b\u306e\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u3068\u51fa\u529b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u53b3\u5bc6\u306b\u5f93\u3063\u3066\u3001\u7d71\u5408\u89e3\u6790\u30ec\u30dd\u30fc\u30c8\u3092\u751f\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n(\u4ee5\u4e0b\u306b\u306f\u3001\u5165\u529bjson\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u89e3\u304d\u65b9\u3001\u6700\u3082\u591a\u3044\u60f3\u5b9a\u5931\u6557\u30c6\u30b9\u30c8\u539f\u56e0\u3092\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u3068\u3057\u3066\u62bd\u51fa\u3059\u308b\u30ec\u30dd\u30fc\u30c8\u3092\u51fa\u529b\u3059\u308b\u30eb\u30fc\u30eb\u3092\u8a18\u8f09)<\/pre>\n<p><strong>\u6539\u5584\u5f8c\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u500b\u5225\u5206\u6790\uff09<\/strong><\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">{\u5931\u6557\u3057\u305f\u30c6\u30b9\u30c8\u5358\u4f53\u306eJSON\u30c7\u30fc\u30bf}\n\n\u3053\u306e\u30c6\u30b9\u30c8\u304cFlaky\u306b\u306a\u308b\u539f\u56e0\u4eee\u8aac\u3092\u3001\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u5074\u3001\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9\u5074\u306e\u4e21\u9762\u304b\u3089\u3001\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u9806\u306b5\u3064\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n\u307e\u305f\u3001\u305d\u308c\u305e\u308c\u306e\u4eee\u8aac\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\u306e\u5177\u4f53\u7684\u306a\u30b3\u30de\u30f3\u30c9\u3084\u30b3\u30fc\u30c9\u3082\u63d0\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9\u3001\u304a\u3088\u3073\u30c6\u30b9\u30c8\u5bfe\u8c61\u306e\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u306f\u4ee5\u4e0b\u3067\u3059\u3002\n{\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9\u306e\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9}\n{\u5b9f\u88c5\u30b3\u30fc\u30c9\u306e\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9}<\/pre>\n<p>\u5168\u30c6\u30b9\u30c8\u3067\u306f\u306a\u304f\u89e3\u6790\u3057\u305f\u3044\u30c6\u30b9\u30c8\u306b\u7d5e\u308b\u3053\u3068\u3067\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u89e3\u6790\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u96c6\u4e2d\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001\u3044\u304d\u306a\u308a\u5b8c\u6210\u54c1\u306e\u30b3\u30fc\u30c9\u3092\u6c42\u3081\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u4eee\u8aac\u3068\u305d\u306e\u691c\u8a3c\u65b9\u6cd5\u3092\u30bb\u30c3\u30c8\u3067\u793a\u3057\u3066\u3082\u3089\u3046\u3053\u3068\u3067\u3001\u691c\u8a3c\u53ef\u80fd\u306a\u5f62\u3067\u4eee\u8aac\u3092\u63d0\u793a\u3057\u3066\u304f\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\n\u3053\u308c\u306b\u3088\u308a\u3001\u7db2\u7f85\u7684\u304b\u3064\u691c\u8a3c\u53ef\u80fd\u306a\u89e3\u6790\u7d50\u679c\u3092\u51fa\u529b\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u500b\u5225\u30c6\u30b9\u30c8\u306e\u539f\u56e0\u5206\u6790\">\u500b\u5225\u30c6\u30b9\u30c8\u306e\u539f\u56e0\u5206\u6790<\/h3>\n<p>\u3053\u306e\u6539\u5584\u3055\u308c\u305f\u30d7\u30ed\u30bb\u30b9\u3092\u901a\u3058\u3066\u3001\u500b\u5225\u306eFlaky Test\u306b\u5bfe\u3059\u308b\u539f\u56e0\u5206\u6790\u306e\u7cbe\u5ea6\u3068\u901f\u5ea6\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"\u5f53\u521d\u306e\u671f\u5f85\u3068\u5b9f\u969b\u306e\u3068\u3053\u308d\">\u5f53\u521d\u306e\u671f\u5f85\u3068\u3001\u5b9f\u969b\u306e\u3068\u3053\u308d<\/h2>\n<p>\u300c\u306a\u305cAI\u3067\u306e\u5206\u6790\u3092\u8a66\u307f\u305f\u306e\u304b\u300d\u306e\u7ae0\u3067\u6319\u3052\u305f\u4ee5\u4e0b\u306e3\u70b9\u306b\u3064\u3044\u3066\u3001AI\u306f\u5b9f\u969b\u306e\u3068\u3053\u308d\u3069\u3046\u3060\u3063\u305f\u304b\u3001\u3068\u3044\u3046\u89b3\u70b9\u3067\u632f\u308a\u8fd4\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li><strong>\u30c7\u30fc\u30bf\u53ce\u96c6\u30fb\u6574\u5f62\u30c4\u30fc\u30eb\u306e\u958b\u767a\u652f\u63f4<\/strong><\/li>\n<li><strong>\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u5206\u6790<\/strong><\/li>\n<li><strong>\u500b\u5225\u30c6\u30b9\u30c8\u306e\u539f\u56e0\u89e3\u6790\u3068\u4fee\u6b63\u65b9\u91dd\u306e\u63d0\u6848<\/strong><\/li>\n<\/ol>\n<h3 id=\"\u30c7\u30fc\u30bf\u53ce\u96c6\u6574\u5f62\u30c4\u30fc\u30eb\u306e\u958b\u767a\u652f\u63f4\">\u30c7\u30fc\u30bf\u53ce\u96c6\u30fb\u6574\u5f62\u30c4\u30fc\u30eb\u306e\u958b\u767a\u652f\u63f4<\/h3>\n<p>\u30c7\u30fc\u30bf\u53ce\u96c6\u3084\u5168\u91cf\u628a\u63e1\u306e\u305f\u3081\u306e\u5206\u6790\u30c4\u30fc\u30eb\u306e\u4f5c\u6210\u306b\u306f\u3001\u671f\u5f85\u901a\u308a\u3001\u3082\u3057\u304f\u306f\u671f\u5f85\u4ee5\u4e0a\u306e\u52b9\u679c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<br \/>\nCircleCI\u306eAPI\u4ed5\u69d8\u306b\u3042\u307e\u308a\u8a73\u3057\u304f\u306a\u3044\u72b6\u614b\u304b\u3089\u59cb\u3081\u305f\u306b\u3082\u95a2\u308f\u3089\u305a\u3001\u308f\u305a\u304b1\u65e5\u3067Flaky Test\u306e\u4e00\u89a7\u53d6\u5f97\u30fb\u6574\u7406\u30fb\u51fa\u529b\u304c\u3067\u304d\u308b\u30c4\u30fc\u30eb\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u304c\u5b8c\u6210\u3057\u307e\u3057\u305f\u3002<br \/>\n\u6700\u521d\u304b\u3089\u660e\u78ba\u306a\u4ed5\u69d8\u304c\u306a\u304f\u3068\u3082\u3001\u81ea\u5206\u306e\u4e2d\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u307c\u3093\u3084\u308a\u3068\u3057\u305f\u30a4\u30e1\u30fc\u30b8\u304c\u3042\u308c\u3070\u3001AI\u304c\u826f\u3044\u65b9\u5411\u306b\u5c0e\u3044\u3066\u304f\u308c\u308b\u3053\u3068\u3092\u4f53\u611f\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>(\u60c5\u5831\u6e90\u3068\u3057\u3066)\u4f55\u304c\u5229\u7528\u3067\u304d\u308b\u304b\uff1f<\/li>\n<li>\u4f55\u306e\u305f\u3081\u306b\u5fc5\u8981\u306a\u51fa\u529b\u306a\u306e\u304b\uff1f<\/li>\n<li>\u3069\u3093\u306a\u5f62\u3067\u51fa\u529b\u3057\u305f\u3044\u304b\uff1f<\/li>\n<\/ul>\n<p>\u4f55\u5ea6\u3067\u3082\u53ce\u96c6\u30fb\u51fa\u529b\u3067\u304d\u308b\u30c4\u30fc\u30eb\u3092\u8fc5\u901f\u306b\u4f5c\u6210\u3067\u304d\u305f\u3053\u3068\u306f\u3001\u624b\u5206\u3051\u3057\u3066\u4f5c\u696d\u3092\u9032\u3081\u308b\u4e0a\u3067\u3082\u975e\u5e38\u306b\u5f79\u7acb\u3061\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u5206\u6790\">\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u5206\u6790<\/h3>\n<p>\u4e00\u65b9\u3001\u3053\u308c\u306f\u671f\u5f85\u901a\u308a\u306b\u306f\u9032\u307f\u307e\u305b\u3093\u3067\u3057\u305f\u3002<br \/>\n\u7d04300\u4ef6\u306e\u30a8\u30e9\u30fc\u30ed\u30b0\u5168\u4f53\u3092\u4e00\u5ea6\u306bAI\u3078\u5165\u529b\u3057\u3001\u50be\u5411\u3092\u5206\u6790\u3055\u305b\u3088\u3046\u3068\u8a66\u307f\u307e\u3057\u305f\u304c\u3001\u5f97\u3089\u308c\u305f\u306e\u306f\u4e00\u822c\u7684\u306a\u56de\u7b54\u306b\u7559\u307e\u308a\u307e\u3057\u305f\u3002<br \/>\n\u5f53\u521d\u306e\u76ee\u7684\u3060\u3063\u305f\u300cAI\u306e\u5206\u6790\u7d50\u679c\u3092\u3082\u3068\u306b\u52b9\u7387\u7684\u306b\u30bf\u30b9\u30af\u3092\u632f\u308a\u5206\u3051\u308b\u300d\u3068\u3044\u3046\u65d7\u632f\u308a\u5f79\u3068\u3057\u3066\u306e\u5f79\u5272\u306f\u3001\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u679c\u305f\u305b\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u7d4c\u9a13\u304b\u3089\u3001300\u4ef6\u3082\u306e\u30a8\u30e9\u30fc\u30ed\u30b0\u3092\u4e00\u5ea6\u306b\u6295\u5165\u3057\u3066\u5168\u4f53\u306e\u50be\u5411\u3092\u5206\u6790\u3055\u305b\u308b\u65b9\u6cd5\u3067\u306f\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u4e00\u65b9\u3067\u3001\u4eba\u9593\u304c\u3042\u308b\u7a0b\u5ea6\u5f53\u305f\u308a\u3092\u3064\u3051\u3066\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\u3057\u3001\u500b\u5225\u306e\u30c6\u30b9\u30c8\u306b\u7d5e\u3063\u3066\u539f\u56e0\u3092\u6df1\u6398\u308a\u3055\u305b\u308b\u4f7f\u3044\u65b9\u3067\u306f\u3001AI\u306f\u7d76\u5927\u306a\u529b\u3092\u767a\u63ee\u3059\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u500b\u5225\u30c6\u30b9\u30c8\u306e\u539f\u56e0\u89e3\u6790\u3068\u4fee\u6b63\u65b9\u91dd\u306e\u63d0\u6848\">\u500b\u5225\u30c6\u30b9\u30c8\u306e\u539f\u56e0\u89e3\u6790\u3068\u4fee\u6b63\u65b9\u91dd\u306e\u63d0\u6848<\/h3>\n<p>\u3053\u308c\u306f\u671f\u5f85\u3068\u306f\u5c11\u3057\u7570\u306a\u308b\u7d50\u679c\u3068\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\n\u5f53\u521d\u306f\u3001\u300c\u305d\u306e\u307e\u307e\u30de\u30fc\u30b8\u3057\u3066\u3082\u826f\u3044\u3088\u3046\u306a\u5177\u4f53\u7684\u306a\u4fee\u6b63\u30b3\u30fc\u30c9\u304c\u51fa\u6765\u4e0a\u304c\u308b\u3053\u3068\u300d\u3092\u671f\u5f85\u3057\u3066\u3044\u307e\u3057\u305f\u3002<br \/>\n\u3057\u304b\u3057\u3001AI\u306f\u539f\u56e0\u89e3\u6790\u3092\u9593\u9055\u3046\u3053\u3068\u3082\u3001\u4fee\u6b63\u7bc4\u56f2\u304c\u5927\u304d\u304f\u306a\u308a\u3059\u304e\u308b\u3053\u3068\u3082\u3042\u308a\u3001\u63d0\u6848\u3092\u305d\u306e\u307e\u307e\u63a1\u7528\u3067\u304d\u306a\u3044\u30b1\u30fc\u30b9\u304c\u591a\u304f\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u3053\u3067\u9014\u4e2d\u3067\u65b9\u91dd\u8ee2\u63db\u3057\u3001\u591a\u69d8\u306a\u539f\u56e0\u4eee\u8aac\u3092\u63d0\u793a\u3057\u3066\u3082\u3089\u3044\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u300c\u305d\u306e\u4eee\u8aac\u304c\u6b63\u3057\u3044\u306a\u3089\u3001\u3053\u306e\u624b\u9806\u3067\u518d\u73fe\u3059\u308b\u306f\u305a\u300d\u3068\u3044\u3046\u78ba\u8a8d\u624b\u9806\u3082\u4f75\u305b\u3066\u7528\u610f\u3059\u308b\u3053\u3068\u3067\u3001\u4eba\u9593\u304c\u4eee\u8aac\u306e\u4fe1\u6191\u6027\u3092\u5224\u65ad\u3057\u3001\u771f\u56e0\u306e\u7279\u5b9a\u306b\u5f79\u7acb\u3066\u3089\u308c\u307e\u3057\u305f\u3002<br \/>\n\u3064\u307e\u308a\u3001\u4eba\u9593\u306e\u601d\u8003\u306e\u9078\u629e\u80a2\u3092\u5e83\u3052\u3001\u610f\u601d\u6c7a\u5b9a\u3092\u88dc\u52a9\u3059\u308b\u5f79\u5272\u306b\u5fb9\u3057\u3066\u3082\u3089\u3046\u3053\u3068\u3067\u3001\u975e\u5e38\u306b\u9ad8\u3044\u4fa1\u5024\u3092\u611f\u3058\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"\u5206\u6790\u306e\u6210\u679c\u3092\u30c1\u30fc\u30e0\u306e\u8cc7\u7523\u306b\u5909\u3048\u308b\">\u5206\u6790\u306e\u6210\u679c\u3092\u30c1\u30fc\u30e0\u306e\u8cc7\u7523\u306b\u5909\u3048\u308b<\/h2>\n<p>\u3055\u3066\u3001\u3053\u308c\u307e\u3067\u306e\u53d6\u308a\u7d44\u307f\u3092\u3082\u3068\u306b\u3001\u30c1\u30fc\u30e0\u3054\u3068\u306b\u624b\u5206\u3051\u3057\u3066\u5b9f\u969b\u306b\u4fee\u6b63\u3092\u9032\u3081\u3066\u3044\u304d\u307e\u3057\u305f\u3002<br \/>\n\u3059\u308b\u3068\u3001\u300c\u3053\u3046\u3044\u3046\u4f5c\u308a\u65b9\u3092\u3059\u308b\u3068Flaky\u306b\u306a\u308a\u3046\u308b\u300d\u3068\u3044\u3046Flaky Test\u306e\u30d1\u30bf\u30fc\u30f3\u304c\u3044\u304f\u3064\u304b\u898b\u3048\u3066\u304d\u307e\u3057\u305f\u3002<br \/>\n\u3053\u308c\u3092\u5f62\u5f0f\u77e5\u3068\u3057\u3066\u6b8b\u3059\u3053\u3068\u3067\u3001\u500b\u4eba\u306e\u80fd\u529b\u306b\u4f9d\u5b58\u3057\u306a\u3044\u77e5\u8b58\u3092\u30c1\u30fc\u30e0\u306b\u6b8b\u305b\u308b\u3068\u611f\u3058\u307e\u3057\u305f\u3002<br \/>\n\u30ca\u30ec\u30c3\u30b8\u306e\u84c4\u7a4d\u306f\u91cd\u8981\u3067\u3059\u304c\u3001\u4e00\u304b\u3089\u8cc7\u6599\u3092\u4f5c\u6210\u3059\u308b\u306e\u306f\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b\u305f\u3081\u3001\u3064\u3044\u5f8c\u56de\u3057\u306b\u3057\u304c\u3061\u3067\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u5b9f\u969b\u306e\u4e8b\u4f8b\u304b\u3089\u3001\u5f62\u5f0f\u77e5\u3068\u3057\u3066AI\u306b\u66f8\u304d\u6b8b\u3057\u3066\u3082\u3089\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">FlakyTest\u5bfe\u7b56\u306e\u30ca\u30ec\u30c3\u30b8\u3092\u304d\u3061\u3093\u3068\u6b8b\u3057\u305f\u3044\u3002\u3042\u308b\u5bfe\u7b56\u30ca\u30ec\u30c3\u30b8\u306e\u6982\u8981\u304b\u3089\u3001\n\u30fb\u306a\u305c\u3044\u3051\u306a\u3044\u306e\u304b(FlakyTest\u3092\u8a98\u767a\u3059\u308b\u306e\u304b)\n\u30fb\u3069\u3046\u3059\u308c\u3070\u3044\u3044\u306e\u304b(NG\u4f8b\u304b\u3089\u3001\u4fee\u6b63\u6848\u307e\u3067)\n\u3092Markdown\u5f62\u5f0f\u3067\u751f\u6210\u3057\u3066\u307b\u3057\u3044\u3002\nRuby on Rails\u306e\u30b3\u30fc\u30c9\u3067\u304a\u9858\u3044\u3057\u307e\u3059\u3002\u306a\u305cFlaky Test\u304c\u8d77\u304d\u308b\u306e\u304b\u308f\u304b\u3089\u306a\u3044\u4eba\u306b\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u3001\u7c21\u6f54\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u4ee5\u4e0b\u306e\u30c8\u30d4\u30c3\u30af\u3067\u304a\u9858\u3044\u3057\u307e\u3059\u3002\n\nlet \/ let! \u3068\u521d\u671f\u5316\u9806\u5e8f\u306e\u610f\u8b58: \u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u751f\u6210\u9806\u5e8f\u306b\u4f9d\u5b58\u95a2\u4fc2\u304c\u3042\u308b\u5834\u5408\u3001let!\u306e\u5b89\u6613\u306a\u4f7f\u7528\u306f\u907f\u3051\u3001before\u30d6\u30ed\u30c3\u30af\u3067\u521d\u671f\u5316\u306e\u9806\u5e8f\u3092\u660e\u793a\u7684\u306b\u5236\u5fa1\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c6\u30b9\u30c8\u306e\u610f\u56f3\u304c\u660e\u78ba\u306b\u306a\u308b\u3002<\/pre>\n<p>\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u51fa\u529b\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002<br \/>\n\u5185\u5bb9\u306f\u4e00\u90e8\u7701\u7565\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u5177\u4f53\u7684\u306a\u30b3\u30fc\u30c9\u4f8b\u307e\u3067\u8a18\u8f09\u3055\u308c\u3066\u304a\u308a\u3001\u8aad\u307f\u3084\u3059\u3044\u30ca\u30ec\u30c3\u30b8\u304c\u3059\u3050\u306b\u51fa\u6765\u4e0a\u304c\u308a\u307e\u3057\u305f\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\"># Flaky Test\u5bfe\u7b56: let \/ let! \u3068\u521d\u671f\u5316\u9806\u5e8f\u306e\u610f\u8b58\n## \u6982\u8981\n\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\u9806\u5e8f\u306b\u4f9d\u5b58\u95a2\u4fc2\u304c\u3042\u308b\u5834\u5408\u3001let!\u306e\u5b89\u6613\u306a\u4f7f\u7528\u306f\u30c6\u30b9\u30c8\u3092\u4e0d\u5b89\u5b9a\uff08Flaky\uff09\u306b\u3059\u308b\u539f\u56e0\u3068\u306a\u308a\u307e\u3059\u3002\n\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\u9806\u5e8f\u304c\u91cd\u8981\u3067\u3042\u308b\u5834\u5408\u306f\u3001**let\u3067\u30c7\u30fc\u30bf\u306e\u5b9a\u7fa9\u3092\u884c\u3044\u3001before\u30d6\u30ed\u30c3\u30af\u5185\u3067\u547c\u3073\u51fa\u3059\u3053\u3068\u3067\u751f\u6210\u9806\u5e8f\u3092\u660e\u793a\u7684\u306b\u5236\u5fa1\u3059\u308b**\u306e\u304c\u5805\u7262\u306a\u66f8\u304d\u65b9\u3067\u3059\u3002\n\n## \u306a\u305c\u554f\u984c\u306a\u306e\u304b\uff1f\n\nRSpec\u306b\u304a\u3051\u308blet\u3068let!\u306e\u6319\u52d5\u306e\u9055\u3044\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\n\n*   **let\uff08\u9045\u5ef6\u8a55\u4fa1\uff09**: \u30d6\u30ed\u30c3\u30af\u5185\u306e\u30b3\u30fc\u30c9\u306f\u3001\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\uff08it\u30d6\u30ed\u30c3\u30af\uff09\u5185\u3067**\u521d\u3081\u3066\u547c\u3073\u51fa\u3055\u308c\u305f\u3068\u304d**\u306b\u4e00\u5ea6\u3060\u3051\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002\n*   **let!\uff08\u5373\u6642\u8a55\u4fa1\uff09**: \u30d6\u30ed\u30c3\u30af\u5185\u306e\u30b3\u30fc\u30c9\u306f\u3001\u5404\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u304c**\u5b9f\u884c\u3055\u308c\u308b\u524d**\u306b\u5fc5\u305a\u4e00\u5ea6\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002\n\nlet!\u306f\u4fbf\u5229\u3067\u3059\u304c\u3001\u305d\u306e\u5b9f\u884c\u9806\u5e8f\u306f**\u30b3\u30fc\u30c9\u306b\u66f8\u304b\u308c\u305f\u5b9a\u7fa9\u9806**\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002\u3053\u306e\u300c\u6697\u9ed9\u306e\u9806\u5e8f\u4f9d\u5b58\u300d\u304cFlaky Test\u306e\u6e29\u5e8a\u3068\u306a\u308a\u307e\u3059\u3002\n\n(...\u4e2d\u7565...)\n\n## \u3069\u306e\u3088\u3046\u306b\u4fee\u6b63\u3059\u308b\u304b\uff1f\n\nlet\u306f\u300c\u3069\u306e\u3088\u3046\u306b\u4f5c\u308b\u304b\u300d\u306e**\u5b9a\u7fa9**\u306b\u5fb9\u3055\u305b\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u4f5c\u6210\uff08\u526f\u4f5c\u7528\u3092\u4f34\u3046\u51e6\u7406\uff09\u306e**\u5b9f\u884c\u9806\u5e8f**\u306fbefore\u30d6\u30ed\u30c3\u30af\u306b\u96c6\u7d04\u3057\u307e\u3059\u3002\n\u3053\u308c\u306b\u3088\u308a\u3001\u8ab0\u304c\u8aad\u3093\u3067\u3082\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\u9806\u5e8f\u304c\u660e\u78ba\u306b\u306a\u308a\u3001\u610f\u56f3\u3057\u306a\u3044\u9806\u5e8f\u306e\u5909\u66f4\u304c\u8d77\u3053\u308a\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002\n\n### NG\u4f8b\n\nlet!\u306e\u5b9a\u7fa9\u9806\u5e8f\u306b\u6697\u9ed9\u7684\u306b\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u975e\u5e38\u306b\u58ca\u308c\u3084\u3059\u3044\u30c6\u30b9\u30c8\u3067\u3059\u3002\u3082\u3057let!(:post)\u304clet!(:user)\u3088\u308a\u5148\u306b\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u305f\u3089\u3001\u3053\u306e\u30c6\u30b9\u30c8\u306f\u5931\u6557\u3057\u307e\u3059\u3002\n\n(NG\u30b3\u30fc\u30c9\u4f8b)\n\n### OK\u4f8b\n\nlet\u3067\u5404\u30c7\u30fc\u30bf\u306e\u4f5c\u308a\u65b9\u3092\u5b9a\u7fa9\u3057\u3001before\u30d6\u30ed\u30c3\u30af\u5185\u3067\u305d\u308c\u3089\u3092\u547c\u3073\u51fa\u3059\u3053\u3068\u3067\u3001**\u751f\u6210\u306e\u9806\u5e8f\u3092\u660e\u793a\u7684\u306b\u5236\u5fa1**\u3057\u307e\u3059\u3002\nuser\u304c\u5148\u306b\u4f5c\u3089\u308c\u3001\u305d\u306e\u6b21\u306b\u305d\u306euser\u3092\u4f7f\u3063\u3066post\u304c\u4f5c\u3089\u308c\u308b\u3001\u3068\u3044\u3046\u4f9d\u5b58\u95a2\u4fc2\u304c\u30b3\u30fc\u30c9\u304b\u3089\u660e\u78ba\u306b\u8aad\u307f\u53d6\u308c\u307e\u3059\u3002\n\n(OK\u30b3\u30fc\u30c9\u4f8b)\n\n\u3053\u306e\u3088\u3046\u306blet\u3068before\u30d6\u30ed\u30c3\u30af\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30c6\u30b9\u30c8\u306e\u524d\u63d0\u6761\u4ef6\uff08Arrange\uff09\u304c\u660e\u78ba\u306b\u306a\u308a\u3001\n\u53ef\u8aad\u6027\u304c\u5411\u4e0a\u3057\u3001\u610f\u56f3\u3057\u306a\u3044\u9806\u5e8f\u5909\u66f4\u306b\u3088\u308bFlaky Test\u3092\u672a\u7136\u306b\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/pre>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u500b\u4eba\u306e\u7d4c\u9a13\u3092\u5f62\u5f0f\u77e5\u3078\u3068\u6c17\u8efd\u306b\u5909\u63db\u3067\u304d\u307e\u3057\u305f\u3002<br \/>\n\u3053\u306e\u60c5\u5831\u3092\u3082\u3068\u306b\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u3067\u6307\u6458\u3057\u305f\u3053\u3068\u3082\u3042\u308a\u3001\u30ce\u30a6\u30cf\u30a6\u306e\u4f1d\u9054\u304c\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001\u3053\u306e\u60c5\u5831\u306fMarkdown\u3067\u66f8\u304d\u8d77\u3053\u3057\u305f\u305f\u3081\u3001\u3053\u308c\u3092\u5143\u306b\u65b0\u305f\u306aFlaky Test\u3092\u89e3\u6790\u3059\u308b\u969b\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066AI\u306b\u4e0e\u3048\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3057\u305f\u3002<br \/>\n\u3053\u308c\u3092\u6d3b\u304b\u3059\u3053\u3068\u3067\u3001\u89e3\u6790\u306e\u7cbe\u5ea6\u81ea\u4f53\u3082\u5411\u4e0a\u3057\u3066\u3044\u304d\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"\u6210\u679c\u3068\u4eca\u5f8c\u306e\u5c55\u671b\">\u6210\u679c\u3068\u4eca\u5f8c\u306e\u5c55\u671b<\/h2>\n<p>\u5404\u30c1\u30fc\u30e0\u306e\u5354\u529b\u306e\u3082\u3068\u3067\u53d6\u308a\u7d44\u307f\u3092\u9032\u3081\u305f\u7d50\u679c\u3001<strong>\u30e1\u30a4\u30f3\u30d6\u30e9\u30f3\u30c1\u3067\u6563\u767a\u7684\u306b\u767a\u751f\u3057\u3066\u3044\u305fFlaky Test\u3092\u64b2\u6ec5\u3067\u304d\u307e\u3057\u305f\u3002<\/strong><br \/>\n\uff08\u3082\u3061\u308d\u3093\u3001\u79c1\u4e00\u4eba\u306e\u529b\u3067\u306f\u306a\u304f\u3001\u3054\u5354\u529b\u3044\u305f\u3060\u3044\u305f\u591a\u304f\u306e\u30c1\u30fc\u30e0\u306e\u65b9\u3005\u306e\u304a\u304b\u3052\u3067\u3059\uff09<br \/>\n\u904e\u53bb\u306e\u6df1\u591c\u5e2f\u30d3\u30eb\u30c9\u3067\u306f300\u4ef6\u8fd1\u304f\u306eFlaky Test\u304c\u767a\u751f\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u73fe\u5728\u306f\u5b89\u5b9a\u3057\u305f\u30d3\u30eb\u30c9\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306eFlaky Test\u64b2\u6ec5\u6d3b\u52d5\u3067AI\u3092\u6d3b\u7528\u3057\u3066\u5f97\u3089\u308c\u305f\u6210\u679c\u3092\u307e\u3068\u3081\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u5b9a\u91cf\u7684\u52b9\u679c<\/strong>\n<ul>\n<li>300\u4ef6\u4ee5\u4e0a\u3042\u3063\u305f\u30e1\u30a4\u30f3\u30d6\u30e9\u30f3\u30c1\u306eFlaky Test\u3092\u64b2\u6ec5<\/li>\n<li>Flaky Test\u306e\u539f\u56e0\u8abf\u67fb\u6642\u9593\u3092\u524a\u6e1b\n<ul>\n<li>\u3053\u308c\u307e\u3067\u306f\u5e73\u57471\u301c2\u6642\u9593\u7a0b\u5ea6\u304b\u304b\u3063\u3066\u3044\u305f\u539f\u56e0\u8abf\u67fb\u304c\u300130\u5206\u672a\u6e80\u3067\u5b8c\u4e86\u3059\u308b\u3088\u3046\u306b\u306a\u3063\u305f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5b9a\u6027\u7684\u6210\u679c<\/strong>\n<ul>\n<li>CI\u306e\u5b89\u5b9a\u6027\u5411\u4e0a\uff08\u5b9a\u5e38\u30ea\u30ea\u30fc\u30b9\u6642\u9593\u5e2f\u3060\u3051\u3067\u306a\u304f\u3001\u6df1\u591c\u5e2f\u3067\u3082\u5b89\u5b9a\u3057\u3066\u30d3\u30eb\u30c9\u304c\u6210\u529f\u3059\u308b\u3088\u3046\u306b\u306a\u3063\u305f\uff09\n<ul>\n<li>\u30ea\u30ea\u30fc\u30b9\u9045\u5ef6\u30ea\u30b9\u30af\u306e\u4f4e\u6e1b<\/li>\n<li>\u958b\u767a\u8005\u306e\u30ea\u30ea\u30fc\u30b9\u6642\u306e\u5224\u65ad\u30b3\u30b9\u30c8\u304c\u6e1b\u5c11<\/li>\n<\/ul>\n<\/li>\n<li>Flaky Test\u306e\u64b2\u6ec5\u30ce\u30a6\u30cf\u30a6\u304c\u5f62\u5f0f\u77e5\u5316\u3055\u308c\u305f\n<ul>\n<li>\u554f\u984c\u767a\u751f\u6642\u306e\u4fee\u6b63\u65b9\u6cd5\u3060\u3051\u3067\u306a\u304f\u3001\u65b0\u305f\u306aFlaky Test\u3092\u751f\u307e\u306a\u3044\u305f\u3081\u306e\u30ce\u30a6\u30cf\u30a6\u304c\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5316\u3067\u304d\u305f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u4eca\u56de\u306f\u30e1\u30a4\u30f3\u30d6\u30e9\u30f3\u30c1\u306eFlaky Test\u64b2\u6ec5\u306b\u53d6\u308a\u7d44\u307f\u307e\u3057\u305f\u304c\u3001\u3053\u308c\u306b\u3088\u3063\u3066\u30c6\u30b9\u30c8\u304c\u5b89\u5b9a\u3057\u305f\u3053\u3068\u3067\u3001\u3088\u308a\u30d3\u30eb\u30c9\/\u30ea\u30ea\u30fc\u30b9\u306e\u9ad8\u901f\u5316\u3092\u76ee\u6307\u3057\u3001CI\u306eRSpec\u5b9f\u884c\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u4e26\u5217\u6570\u3092\u5897\u3084\u3059\u3053\u3068\u3092\u691c\u8a0e\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3059\u308b\u3068\u3001\u4e26\u5217\u6570\u3092\u5897\u3084\u3057\u305f\u308a\u3001RSpec\u306e\u5b9f\u884c\u9806\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3067\u3001\u65b0\u305f\u306bFlaky Test\u3068\u306a\u308b\u30b1\u30fc\u30b9\u304c\u73fe\u308c\u307e\u3057\u305f\u3002<br \/>\n\u3053\u308c\u3089\u306b\u3064\u3044\u3066\u3082\u540c\u3058\u624b\u9806\u3067\u53ce\u96c6\u30fb\u5206\u6790\u3057\u3001\u30c1\u30fc\u30e0\u6a2a\u65ad\u3067\u5354\u529b\u3057\u306a\u304c\u3089\u4fee\u6b63\u3092\u9032\u3081\u308b\u3053\u3068\u3067\u3001\u3055\u3089\u306a\u308bRSpec\u306e\u5b89\u5b9a\u5316\u3068\u9ad8\u901f\u5316\u3092\u76ee\u6307\u3057\u3066\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306e\u904e\u7a0b\u3067\u5f97\u3089\u308c\u305f\u52b9\u679c\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u3001AI\u3068\u306e\u5bfe\u8a71\u30ce\u30a6\u30cf\u30a6\u306f\u3001\u305d\u308c\u81ea\u4f53\u304c\u30c1\u30fc\u30e0\u306e\u8cb4\u91cd\u306a\u8cc7\u7523\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u3053\u308c\u3089\u3092\u30c1\u30fc\u30e0\u5185\u3067\u5171\u6709\u30fb\u6539\u5584\u3057\u3066\u3044\u304f\u3053\u3068\u3067\u3001AI\u6d3b\u7528\u306e\u30b9\u30ad\u30eb\u3092\u5c5e\u4eba\u5316\u3055\u305b\u305a\u3001\u30c1\u30fc\u30e0\u5168\u4f53\u306e\u5206\u6790\u80fd\u529b\u3092\u5e95\u4e0a\u3052\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001AI\u306b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u8349\u6848\u3092\u4f5c\u6210\u3055\u305b\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u500b\u4eba\u306e\u6697\u9ed9\u77e5\u3092\u30c1\u30fc\u30e0\u306e\u5f62\u5f0f\u77e5\u3078\u3068\u52b9\u7387\u7684\u306b\u5909\u63db\u3059\u308b\u5f37\u529b\u306a\u624b\u6bb5\u3060\u3068\u308f\u304b\u308a\u307e\u3057\u305f\u3002<br \/>\n\u4eca\u5f8c\u3082\u3001\u69d8\u3005\u306a\u5834\u9762\u3067\u3053\u306e\u4ed5\u7d44\u307f\u3092\u6d3b\u7528\u3057\u3001\u30ca\u30ec\u30c3\u30b8\u306e\u5171\u6709\u3092\u4fc3\u9032\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u4eca\u56de\u306eAI\u6d3b\u7528\u306e\u7d4c\u9a13\u306f\u3001\u4ed6\u306e\u6280\u8853\u7684\u8ab2\u984c\u3078\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3082\u6d3b\u304b\u305b\u307e\u3059\u3002<\/p>\n<blockquote>\n<p>\u300c\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u53ce\u96c6\u30c4\u30fc\u30eb\u3092AI\u3067\u7d20\u65e9\u304f\u4f5c\u6210\u300d<br \/>\u2192\u300cAI\u306b\u4eee\u8aac\u3068\u691c\u8a3c\u65b9\u6cd5\u3092\u63d0\u6848\u3057\u3066\u3082\u3089\u3046\u300d<br \/>\u2192\u300c\u4eba\u9593\u304c\u691c\u8a3c\u3057\u3001\u771f\u56e0\u3092\u7279\u5b9a\u300d<\/p>\n<\/blockquote>\n<p>\u4eca\u56de\u306f\u3053\u306e\u3088\u3046\u306a\u6d41\u308c\u3067\u64b2\u6ec5\u3092\u9032\u3081\u307e\u3057\u305f\u304c\u3001\u3053\u308c\u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8abf\u67fb\u3084\u3001\u672c\u756a\u3067\u306e\u8907\u96d1\u306a\u30a8\u30e9\u30fc\u306e\u8abf\u67fb\u3068\u3044\u3063\u305f\u4ed6\u306e\u6280\u8853\u8ab2\u984c\u3067\u3082\u5fdc\u7528\u53ef\u80fd\u306a\u65b9\u6cd5\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<br \/>\nAI\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u307e\u3067\u53d6\u308a\u7d44\u307f\u3065\u3089\u304b\u3063\u305f\u6280\u8853\u8ab2\u984c\u306e\u89e3\u6c7a\u306b\u3082\u6311\u6226\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"\u304a\u308f\u308a\u306b\">\u304a\u308f\u308a\u306b<\/h2>\n<p>AI\u306f\u5f37\u529b\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u3067\u3042\u308a\u3001\u4eba\u9593\u306e\u601d\u3044\u8fbc\u307f\u3084\u554f\u984c\u306b\u5bfe\u3059\u308b\u504f\u3063\u305f\u898b\u65b9\u3092\u3046\u307e\u304f\u77ef\u6b63\u3057\u3066\u304f\u308c\u308b\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3057\u304b\u3057\u3001AI\u3092\u4f7f\u3044\u3053\u306a\u3059\u306b\u306f\u4eba\u9593\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u6574\u7406\u304c\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308a\u3001\u4eba\u9593\u304c\u4e3b\u4f53\u3068\u306a\u3063\u3066\u691c\u8a3c\u30fb\u5224\u65ad\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u304c\u3001\u7686\u3055\u3093\u306e\u73fe\u5834\u3067AI\u3068\u306e\u65b0\u305f\u306a\u95a2\u4fc2\u3092\u7bc9\u304d\u3001\u8907\u96d1\u306a\u8ab2\u984c\u306b\u7acb\u3061\u5411\u304b\u3046\u305f\u3081\u306e\u4e00\u52a9\u3068\u306a\u308c\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\n<p>\u6700\u5f8c\u307e\u3067\u8aad\u3093\u3067\u3044\u305f\u3060\u304d\u3001\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\u3002<\/p>\n<p><strong>\u6700\u5f8c\u306b\u3001\u98df\u3079\u30ed\u30b0\u3067\u306f\u4e00\u7dd2\u306b\u50cd\u304f\u4ef2\u9593\u3092\u52df\u96c6\u3057\u3066\u3044\u307e\u3059\uff01<\/strong><br \/>\n\u98df\u3079\u30ed\u30b0\u306b\u8208\u5473\u3092\u6301\u3063\u3066\u304f\u3060\u3055\u3063\u305f\u65b9\u306f\u3001\u4ee5\u4e0b\u306e\u63a1\u7528\u60c5\u5831\u30ea\u30f3\u30af\u304b\u3089\u305c\u3072\u3054\u5fdc\u52df\u304f\u3060\u3055\u3044\uff01<\/p>\n<\/div>\n<p><script>(function(d, s, id) {\n  var js, fjs = d.getElementsByTagName(s)[0];\n  if (d.getElementById(id)) return;\n  js = d.createElement(s); js.id = id;\n  js.src = \"\/\/connect.facebook.net\/ja_JP\/sdk.js#xfbml=1&appId=719729204785177&version=v17.0\";\n  fjs.parentNode.insertBefore(js, fjs);\n}(document, 'script', 'facebook-jssdk'));<\/script><br \/>\n<br \/>\n<br \/><a href=\"https:\/\/tech-blog.tabelog.com\/entry\/expand-thinking-with-ai-through-flaky-tests\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u306f\u3058\u3081\u306b\uff1a\u5927\u898f\u6a21\u30b5\u30fc\u30d3\u30b9\u3092\u60a9\u307e\u305b\u308bFlaky Test\u3068\u3044\u3046\u8ab2\u984c \u3053\u3093\u306b\u3061\u306f\u3002\u98df\u3079\u30ed\u30b0\u30ab\u30f3\u30d1\u30cb\u30fc \u958b\u767a\u672c\u90e8 \u98f2\u98df\u5e97\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u90e8 \u904b\u7528\u6539\u5584\u30c1\u30fc\u30e0\u306e @4palace \u3067\u3059\u3002 \u98df\u3079\u30ed\u30b0\u306b\u306f2019\u5e74\u304b\u3089\u53c2\u753b\u3057\u3066\u3044\u307e\u3059\u3002  [&hellip;]","protected":false},"author":1,"featured_media":21508,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-21507","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI\u3092\u6d3b\u7528\u3057\u305fFlaky 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