{"id":25127,"date":"2025-11-25T08:55:31","date_gmt":"2025-11-25T08:55:31","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=25127"},"modified":"2025-11-25T08:55:31","modified_gmt":"2025-11-25T08:55:31","slug":"ai%e3%81%ab%e3%82%88%e3%82%8b%e6%89%8b%e5%8b%95qa%e3%81%ae%e8%87%aa%e5%8b%95%e5%8c%96%ef%bc%9a%e8%87%aa%e5%8b%95%e3%83%86%e3%82%b9%e3%83%88%e3%82%b3%e3%83%bc%e3%83%87%e3%82%a3%e3%83%b3%e3%82%b0","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/25127\/","title":{"rendered":"AI\u306b\u3088\u308b\u624b\u52d5QA\u306e\u81ea\u52d5\u5316\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u3067\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u309252%\u524a\u6e1b &#8211; Tabelog Tech Blog"},"content":{"rendered":"\n<\/p>\n<div>\n<h2 id=\"\u306f\u3058\u3081\u306bAI4QA-Phase1\u304b\u3089Phase2\u3078\u306e\u9032\u5316\">\u306f\u3058\u3081\u306b\uff1aAI4QA Phase1\u304b\u3089Phase2\u3078\u306e\u9032\u5316<\/h2>\n<p>\u3053\u3093\u306b\u3061\u306f\u3002\u98df\u3079\u30ed\u30b0\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067AI4QA\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30ea\u30fc\u30c0\u30fc\u3092\u52d9\u3081\u308b<a target=\"_blank\" href=\"https:\/\/qiita.com\/li_yuanyuan\">\u9ece<\/a>\u3067\u3059\u3002<\/p>\n<p>\u98df\u3079\u30ed\u30b0\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067\u306f\u30012025\u5e747\u6708\u306b\u300cAI4QA Phase1\u300d\u3068\u3057\u3066\u3001\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u30c6\u30b9\u30c8\u5b9f\u88c5\u306e\u52b9\u7387\u5316\u306b\u53d6\u308a\u7d44\u3093\u3067\u304d\u307e\u3057\u305f\u3002Phase1\u3067\u306f\u3001\u624b\u52d5\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306e\u5b9f\u88c5\u3092AI\u3067\u652f\u63f4\u3057\u3001\u76f4\u8fd1\u306e\u6848\u4ef6\u3067\u306f\u624b\u52d5\u5b9f\u65bd399\u4ef6\u4e2d304\u4ef6\u306e\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3092AI\u3067\u5b9f\u88c5\u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u307e\u3057\u305f\u3002\uff08<a target=\"_blank\" href=\"https:\/\/tech-blog.tabelog.com\/entry\/ai-manual-qa-automation-first-step\">\u524d\u56de\u8a18\u4e8b: AI\u306b\u3088\u308b\u624b\u52d5QA\u306e\u81ea\u52d5\u5316\uff1a\u98df\u3079\u30ed\u30b0QA\u30c1\u30fc\u30e0\u306e\u6311\u6226\u3001\u305d\u306e\u7b2c\u4e00\u6b69<\/a>\uff09<\/p>\n<p>\u3057\u304b\u3057\u3001\u5b9f\u969b\u306e\u904b\u7528\u3092\u901a\u3058\u3066\u4e00\u3064\u306e\u91cd\u8981\u306a\u8ab2\u984c\u304c\u6d6e\u304d\u5f6b\u308a\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u30c6\u30b9\u30c8\u5b9f\u88c5\u3092AI\u5316\u3057\u3066\u3082\u3001\u5de5\u6570\u524a\u6e1b\u306e\u30a4\u30f3\u30d1\u30af\u30c8\u304c\u9650\u5b9a\u7684\u3060\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u305d\u306e\u7406\u7531\u306f\u660e\u78ba\u3067\u3057\u305f\u3002<strong>\u624b\u52d5\u30c6\u30b9\u30c8\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u306e\u5de5\u6570\u304c\u5168\u4f53\u306e50%\u3092\u5360\u3081\u3066\u304a\u308a<\/strong>\u3001\u30c6\u30b9\u30c8\u8a2d\u8a08\u3084\u5b9f\u88c5\u3060\u3051\u3092AI\u5316\u3057\u3066\u3082\u3001\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u89e3\u6d88\u3067\u304d\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u79c1\u305f\u3061\u306f\u3001Phase2\u3067\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u3092\u30bf\u30fc\u30b2\u30c3\u30c8\u3068\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>Phase2\u3067\u306f\u3001\u300c<strong>\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092AI\u5316\u3057\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u309278%\u524a\u6e1b\u3059\u308b\uff082.3\u4eba\u6708 \u2192 0.5\u4eba\u6708\uff09<\/strong>\u300d\u3092\u76ee\u6a19\u3068\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306fPhase2\u3067\u306e\u5177\u4f53\u7684\u306a\u53d6\u308a\u7d44\u307f\u3068\u6210\u679c\u3001\u305d\u3057\u3066\u5b66\u3073\u3092\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u76ee\u6b21<\/strong><\/p>\n<h3 id=\"AI4QA-Phase1\u306e\u6210\u679c\u3068\u9650\u754c\">AI4QA Phase1\u306e\u6210\u679c\u3068\u9650\u754c<\/h3>\n<p>\u7c21\u5358\u306b\u524d\u56de\u306e\u8a18\u4e8b\u3092\u632f\u308a\u8fd4\u308b\u3068\u3001\u307e\u305aPhase1\u306e\u80cc\u666f\u306b\u306f\u3001\u98df\u3079\u30ed\u30b0\u304c\u6210\u9577\u3092\u7d9a\u3051\u308b\u4e2d\u3067\u6848\u4ef6\u304c\u5897\u3048\u7d9a\u3051\u3066\u304a\u308a\u3001\u73fe\u5728\u306e\u30c1\u30fc\u30e0\u898f\u6a21\u3067\u5bfe\u5fdc\u3067\u304d\u308b\u6848\u4ef6\u6570\u3092\u5897\u3084\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u307e\u305f\u6628\u5e74\u5ea6\u306e\u30c6\u30b9\u30c8\u6848\u4ef6\u3092\u5206\u6790\u3057\u305f\u7d50\u679c\u3001\u65e2\u5b58\u6a5f\u80fd\u6539\u4fee\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u30ea\u30b0\u30ec\u30c3\u30b7\u30e7\u30f3\u30c6\u30b9\u30c8\u4e2d\u5fc3\u3067\u904e\u53bb\u306e\u30ca\u30ec\u30c3\u30b8\u304c\u518d\u5229\u7528\u3057\u3084\u3059\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u3001\u65e2\u5b58\u6a5f\u80fd\u6539\u4fee\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30c6\u30b9\u30c8\u5b9f\u88c5\u3092AI\u3067\u52b9\u7387\u5316\u3059\u308b\u53d6\u308a\u7d44\u307f\u3092\u59cb\u3081\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u306e\u5f8c\u3001Phase1\u306e\u6210\u679c\u7269\u306e\u904b\u7528\u3092\u958b\u59cb\u3057\u3001\u65e2\u5b58\u6a5f\u80fd\u6539\u4fee\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6848\u4ef6\u6570\u3092\u91cd\u306d\u308b\u3054\u3068\u306b\u3001\u5c11\u3057\u305a\u3064AI\u3067\u5b9f\u88c5\u3059\u308b\u898f\u6a21\u3084\u5272\u5408\u3092\u5897\u3084\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u76f4\u8fd1\u306e\u6848\u4ef6\u3067\u306f\u3001\u624b\u52d5\u5b9f\u65bd399\u4ef6\u4e2d304\u4ef6\u3092AI\u3067\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u624b\u52d5\u5b9f\u65bd\u30b1\u30fc\u30b9\u306e\u7d0476%\u3092AI\u5316\u3067\u304d\u305f\u3053\u3068\u3067\u3001\u30c6\u30b9\u30c8\u5b9f\u88c5\u306eAI\u5316\u306b\u304a\u3044\u3066\u4e00\u5b9a\u306e\u9032\u5c55\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001\u6848\u4ef6\u6570\u3092\u91cd\u306d\u308b\u4e2d\u3067Cursor\u3067\u306e\u5b9f\u88c5\u3092\u8a66\u3059\u306a\u3069\u3001\u7d99\u7d9a\u7684\u306a\u6539\u5584\u3082\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u5de5\u6570\u306e\u6210\u679c\u306b\u76ee\u3092\u5411\u3051\u308b\u3068\u3001\u76f4\u8fd1\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5168\u4f53\u3067\u3082\u30c6\u30b9\u30c8\u5b9f\u88c5\u306eAI\u5316\u3067\u306f0.09\u4eba\u6708\u306e\u524a\u6e1b\u306b\u3068\u3069\u307e\u308a\u3001\u524a\u6e1b\u7387\u306f\u308f\u305a\u304b2.4%\u3068\u3044\u3046\u7d50\u679c\u3067\u3057\u305f\u3002<\/p>\n<p>\u305d\u306e\u7406\u7531\u306f\u660e\u78ba\u3067\u3057\u305f\u3002\u30c6\u30b9\u30c8\u5b9f\u884c\u306e\u5de5\u6570\u304c\u5168\u4f53\u306e56.3%\u3092\u5360\u3081\u3066\u304a\u308a\u3001\u30c6\u30b9\u30c8\u5b9f\u88c5\u306e\u52b9\u7387\u5316\u3060\u3051\u3067\u306f\u5168\u4f53\u3078\u306e\u5f71\u97ff\u304c\u5c0f\u3055\u304b\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001Phase2\u3067\u306f\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u305d\u306e\u3082\u306e\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u8868\uff1a\u76f4\u8fd1\u306e\u6848\u4ef6\u306e\u5de5\u6570\u5185\u8a33<\/p>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th> \u5de5\u7a0b <\/th>\n<th> \u5de5\u6570\uff08\u4eba\u6708\uff09 <\/th>\n<th> \u6bd4\u7387 <\/th>\n<th> \u5bfe\u5fdc\u72b6\u6cc1 <\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td> \u30c6\u30b9\u30c8\u8a2d\u8a08 <\/td>\n<td> 0.80 <\/td>\n<td> 21.4% <\/td>\n<td> &#8211; <\/td>\n<\/tr>\n<tr>\n<td> \u30c6\u30b9\u30c8\u5b9f\u88c5 <\/td>\n<td> 0.84 <\/td>\n<td> 22.3% <\/td>\n<td> <strong>Phase1\u3067AI\u5316<\/strong> <\/td>\n<\/tr>\n<tr>\n<td> \u30c6\u30b9\u30c8\u5b9f\u65bd <\/td>\n<td> 2.10 <\/td>\n<td> 56.3% <\/td>\n<td> <strong>Phase2\u306e\u30bf\u30fc\u30b2\u30c3\u30c8<\/strong> <\/td>\n<\/tr>\n<tr>\n<td> <strong>\u5408\u8a08<\/strong> <\/td>\n<td> <strong>3.74<\/strong> <\/td>\n<td> <strong>100%<\/strong> <\/td>\n<td> &#8211; <\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<hr\/>\n<h2 id=\"Phase2\u3078\u306e\u80cc\u666f\u8efd\u5fae\u306a\u4fee\u6b63\u554f\u984c\u3068\u3044\u3046\u8ab2\u984c\">Phase2\u3078\u306e\u80cc\u666f\uff1a\u300c\u8efd\u5fae\u306a\u4fee\u6b63\u554f\u984c\u300d\u3068\u3044\u3046\u8ab2\u984c<\/h2>\n<p>Phase1\u306e\u904b\u7528\u3092\u901a\u3058\u3066\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u304c\u5168\u4f53\u306e56.3%\u3092\u5360\u3081\u3066\u3044\u308b\u3053\u3068\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u3092\u9032\u3081\u308b\u306b\u3042\u305f\u308a\u3001\u5b9f\u884c\u3092\u542b\u3080QA\u306e\u30c6\u30b9\u30c8\u5168\u4f53\u306e\u5de5\u6570\u306b\u3064\u3044\u3066\u3001\u6539\u3081\u3066\u3069\u308c\u3050\u3089\u3044\u306e\u5de5\u6570\u3092\u76ee\u6307\u3059\u304b\u8003\u3048\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u958b\u767a\u3068QA\u306e\u5de5\u6570\u6bd4\u7387\u30a2\u30f3\u30d0\u30e9\u30f3\u30b9\u3068\u3044\u3046\u73fe\u5b9f\">\u958b\u767a\u3068QA\u306e\u5de5\u6570\u6bd4\u7387\u30a2\u30f3\u30d0\u30e9\u30f3\u30b9\u3068\u3044\u3046\u73fe\u5b9f<\/h3>\n<p>\u98df\u3079\u30ed\u30b0\u306e\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u5c0f\u898f\u6a21\u306a\u6a5f\u80fd\u6539\u4fee\u6848\u4ef6\u306b\u304a\u3044\u3066\u3001\u958b\u767a\u5de5\u6570\u306b\u5bfe\u3057\u3066QA\u5de5\u6570\u304c\u5927\u5e45\u306b\u5927\u304d\u304f\u306a\u308b\u3068\u3044\u3046\u72b6\u6cc1\u304c\u7d9a\u3044\u3066\u3044\u307e\u3057\u305f\u3002\u6226\u7565\u7684\u306a\u5927\u898f\u6a21\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f1:1\u306e\u6bd4\u7387\u306b\u6291\u3048\u3089\u308c\u3066\u3044\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u3067\u3059\u3002\u3053\u306e\u69cb\u9020\u7684\u306a\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u3001Phase2\u3067\u306f\u81ea\u52d5\u30c6\u30b9\u30c8\u8cc7\u7523\u306e\u7d99\u7d9a\u7684\u306a\u69cb\u7bc9\u306b\u3088\u308a\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u3092\u6839\u672c\u7684\u306b\u524a\u6e1b\u3057\u3001\u958b\u767a\u3068QA\u306e\u5de5\u6570\u6bd4\u7387\u3092\u9069\u6b63\u5316\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u5206\u6790\u304b\u3089\u898b\u3048\u305f\u8efd\u5fae\u306a\u4fee\u6b63\u554f\u984c\">\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u5206\u6790\u304b\u3089\u898b\u3048\u305f\u300c\u8efd\u5fae\u306a\u4fee\u6b63\u554f\u984c\u300d<\/h3>\n<p>\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306e\u5185\u5bb9\u3092\u5206\u6790\u3057\u305f\u7d50\u679c\u3001\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u6570\u304c\u81a8\u5927\u306b\u306a\u308b\u7406\u7531\u304c\u898b\u3048\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u5177\u4f53\u4f8b\u3068\u3057\u3066\u3001\u98df\u3079\u30ed\u30b0\u3067\u300c\u4e88\u7d04\u53ef\u80fd\u306a\u7d4c\u8def\u30921\u3064\u8ffd\u52a0\u3059\u308b\u300d\u3068\u3044\u3046\u3001\u4e00\u898b\u5c0f\u3055\u306a\u6a5f\u80fd\u8ffd\u52a0\u304c\u3042\u3063\u305f\u3068\u3057\u307e\u3059\u3002\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u4fee\u6b63\u91cf\u306f\u5c0f\u898f\u6a21\u3067\u6570\u30d5\u30a1\u30a4\u30eb\u306e\u5909\u66f4\u306b\u7559\u307e\u308a\u307e\u3059\u304c\u3001\u5f71\u97ff\u7bc4\u56f2\u306f\u4e88\u7d04\u7ba1\u7406\u3001\u30ad\u30e3\u30f3\u30bb\u30eb\u51e6\u7406\u3001\u9023\u7d61\u306a\u3057\u30ad\u30e3\u30f3\u30bb\u30eb\u51e6\u7406\u3001\u30ad\u30e3\u30f3\u30bb\u30eb\u53d6\u308a\u6d88\u3057\u3001\u8fd4\u91d1\u51e6\u7406\u3001\u30ad\u30e3\u30f3\u30bb\u30eb\u6599\u8acb\u6c42\u51e6\u7406\u306a\u3069\u3001\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u5168\u4f53\u306b\u6ce2\u53ca\u3057\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u5f71\u97ff\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u30c6\u30b9\u30c8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u6570\u304c1,000\u4ef6\u3092\u8d85\u3048\u308b\u307e\u3067\u81a8\u5927\u5316\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30ea\u30b9\u30af\u3084\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u91cf\u304c\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u4fee\u6b63\u91cf\u306b\u6bd4\u4f8b\u3057\u306a\u3044\u3068\u3044\u3046\u554f\u984c\u3067\u3059\u3002\u3053\u306e\u554f\u984c\u306b\u3088\u308a\u3001\u5c0f\u898f\u6a21\u306a\u6a5f\u80fd\u6539\u4fee\u3067\u3082\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u6570\u304c\u81a8\u5927\u306b\u306a\u308a\u3001\u7d50\u679c\u3068\u3057\u3066\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u304c\u5927\u304d\u304f\u306a\u3063\u3066\u3057\u307e\u3046\u306e\u3067\u3059\u3002\u79c1\u305f\u3061\u306f\u3001\u3053\u306e\u73fe\u8c61\u3092\u300c\u8efd\u5fae\u306a\u4fee\u6b63\u554f\u984c\u300d\u3068\u547c\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"Phase2\u306e\u6226\u7565\u81ea\u52d5\u30c6\u30b9\u30c8\u7387\u5411\u4e0a\u306b\u3088\u308b\u5b9f\u884c\u901f\u5ea6\u6539\u5584\">Phase2\u306e\u6226\u7565\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u7387\u5411\u4e0a\u306b\u3088\u308b\u5b9f\u884c\u901f\u5ea6\u6539\u5584<\/h3>\n<p>\u3053\u306e\u300c\u8efd\u5fae\u306a\u4fee\u6b63\u554f\u984c\u300d\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u3001\u81ea\u52d5\u30c6\u30b9\u30c8\u7387\u3092\u5411\u4e0a\u3055\u305b\u3001\u5b9f\u884c\u901f\u5ea6\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u3067\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001Phase1\u3067\u69cb\u7bc9\u3057\u305f\u30c6\u30b9\u30c8\u30ca\u30ec\u30c3\u30b8\u57fa\u76e4\u3092\u6d3b\u7528\u3057\u3001\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<hr\/>\n<h2 id=\"AI4QA-Phase2\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u306e\u5168\u8c8c\">AI4QA Phase2\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u306e\u5168\u8c8c<\/h2>\n<p>\u300c\u8efd\u5fae\u306a\u4fee\u6b63\u554f\u984c\u300d\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u3001\u79c1\u305f\u3061\u306f\u5358\u306a\u308b\u30c4\u30fc\u30eb\u5c0e\u5165\u3067\u306f\u306a\u304f\u3001QA\u30d7\u30ed\u30bb\u30b9\u5168\u4f53\u3092\u898b\u76f4\u3059\u6226\u7565\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u6838\u5fc3\u304c\u3001Phase1\u3067\u69cb\u7bc9\u3057\u305f\u30c6\u30b9\u30c8\u30ca\u30ec\u30c3\u30b8\u57fa\u76e4\u3092\u6700\u5927\u6d3b\u7528\u3059\u308b\u300c\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u300d\u3067\u3059\u3002<\/p>\n<h3 id=\"Phase1\u306e\u8cc7\u7523\u3092\u6d3b\u304b\u3059\u6226\u7565\u7684\u8a2d\u8a08\">Phase1\u306e\u8cc7\u7523\u3092\u6d3b\u304b\u3059\u6226\u7565\u7684\u8a2d\u8a08<\/h3>\n<p>Phase1\u306e\u53d6\u308a\u7d44\u307f\uff08<a target=\"_blank\" href=\"https:\/\/tech-blog.tabelog.com\/entry\/ai-manual-qa-automation-first-step\">\u8a73\u7d30\u306f\u3053\u3061\u3089<\/a>\uff09\u3092\u901a\u3058\u3066\u3001\u79c1\u305f\u3061\u306f\u91cd\u8981\u306a\u767a\u898b\u3092\u3057\u307e\u3057\u305f\u3002\u305d\u308c\u306f\u3001<strong>\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3092\u4e2d\u592e\u96c6\u7d04\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u624b\u52d5\u30c6\u30b9\u30c8\u3068\u81ea\u52d5\u30c6\u30b9\u30c8\u3092\u7d71\u5408\u3067\u304d\u308b<\/strong>\u3068\u3044\u3046\u53ef\u80fd\u6027\u3067\u3059\u3002<\/p>\n<p>\u5f93\u6765\u306eQA\u30d7\u30ed\u30bb\u30b9\u306f\u4eba\u4e2d\u5fc3\u306e\u8a2d\u8a08\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u624b\u52d5\u30c6\u30b9\u30c8\u3068\u81ea\u52d5\u30c6\u30b9\u30c8\u306f\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u30a2\u30b5\u30a4\u30f3\u3055\u308c\u3001\u305d\u308c\u305e\u308c\u304c\u72ec\u81ea\u306b\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3084\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9\u3092\u7ba1\u7406\u3059\u308b\u4f53\u5236\u3068\u306a\u3063\u3066\u304a\u308a\u5b8c\u5168\u306b\u5206\u96e2\u3055\u308c\u3066\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u79c1\u305f\u3061\u306f\u300c\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3092\u30c6\u30b9\u30c8\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3068\u3057\u3066\u96c6\u7d04\u3057\u3001\u305d\u3053\u304b\u3089AI\u304c\u5168\u4f53\u306eQA\u30d7\u30ed\u30bb\u30b9\u3092\u5236\u5fa1\u3067\u304d\u306a\u3044\u304b\uff1f\u300d\u3068\u8003\u3048\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u751f\u307e\u308c\u305f\u306e\u304cPhase2\u306e\u6226\u7565\u7684\u8a2d\u8a08\u3067\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/t\/tabelog_tech_blog\/20251118\/20251118123643.jpg\" alt=\"Phase2\u6226\u7565\u8a2d\u8a08\u56f3\" width=\"5000\" height=\"1426\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>Phase1\u3067\u69cb\u7bc9\u3057\u305f\u57fa\u76e4\u306e\u91cd\u8981\u306a\u4fa1\u5024\u306f\u3001\u5358\u306a\u308b\u81ea\u52d5\u5316\u30c4\u30fc\u30eb\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u4ed5\u69d8\u66f8\u306e\u89e3\u6790\u30ce\u30a6\u30cf\u30a6\u3001\u30c6\u30b9\u30c8\u89b3\u70b9\u306e\u62bd\u51fa\u6280\u8853\u3001\u305d\u3057\u3066\u6700\u3082\u91cd\u8981\u306a<strong>\u30c6\u30b9\u30c8\u30ca\u30ec\u30c3\u30b8\u306e\u4e2d\u592e\u96c6\u7d04\u30b7\u30b9\u30c6\u30e0<\/strong>\u3002\u3053\u308c\u3089\u304cGitHub\u3067\u4e00\u5143\u7ba1\u7406\u3055\u308c\u3001\u30c1\u30fc\u30e0\u5168\u4f53\u3067\u5171\u6709\u3067\u304d\u308b\u72b6\u614b\u306b\u306a\u3063\u3066\u3044\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>Phase2\u3067\u306f\u3001\u3053\u306e\u96c6\u7d04\u3055\u308c\u305f\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u8d77\u70b9\u3068\u3057\u3066\u3001AI\u304c\u624b\u52d5\u30c6\u30b9\u30c8\u304b\u3089\u81ea\u52d5\u30c6\u30b9\u30c8\u307e\u3067\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3057\u3001\u4eba\u9593\u306f\u6226\u7565\u7684\u5224\u65ad\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u30c6\u30b9\u30c8\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u304c\u4e2d\u6838\u3068\u306a\u308a\u3001\u4ed5\u69d8\u66f8\u304b\u3089\u30c6\u30b9\u30c8\u5b9f\u884c\u307e\u3067\u4e00\u6c17\u901a\u8cab\u3067AI\u304c\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u624b\u52d5\u30c6\u30b9\u30c8\u3068\u81ea\u52d5\u30c6\u30b9\u30c8\u306e\u5883\u754c\u304c\u6d88\u5931\u3057\u3001AI\u4e3b\u5c0eQA\u30d7\u30ed\u30bb\u30b9\u304c\u5b9f\u73fe\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u6226\u7565\u7684\u6280\u8853\u9078\u5b9a\u306a\u305c\u3053\u306e\u69cb\u6210\u306a\u306e\u304b\">\u6226\u7565\u7684\u6280\u8853\u9078\u5b9a\uff1a\u306a\u305c\u3053\u306e\u69cb\u6210\u306a\u306e\u304b<\/h3>\n<p>Phase2\u306e\u8a2d\u8a08\u306b\u304a\u3044\u3066\u79c1\u305f\u3061\u304c\u6700\u3082\u91cd\u8996\u3057\u305f\u306e\u306f\u3001\u624b\u52d5\u30c6\u30b9\u30c8\u30ca\u30ec\u30c3\u30b8\u3001\u65e2\u5b58\u81ea\u52d5\u30c6\u30b9\u30c8\u5b9f\u884c\u57fa\u76e4\u3001\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u3064\u3044\u3066\u306e\u8a2d\u8a08\u30ca\u30ec\u30c3\u30b8\u306a\u3069\u306e\u300c\u30c6\u30b9\u30c8\u8cc7\u7523\u306e\u6700\u5927\u6d3b\u7528\u300d\u3067\u3057\u305f\u3002\u6570\u591a\u304f\u306e\u9078\u629e\u80a2\u3092\u691c\u8a0e\u3057\u305f\u7d50\u679c\u3001\u4ee5\u4e0b\u306e\u6280\u8853\u30b9\u30bf\u30c3\u30af\u306b\u8fbf\u308a\u7740\u304d\u307e\u3057\u305f\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/t\/tabelog_tech_blog\/20251120\/20251120204600.jpg\" alt=\"\u30b7\u30b9\u30c6\u30e0\u69cb\u9020\u56f3\" width=\"5000\" height=\"1633\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u3053\u306e\u69cb\u6210\u56f3\u306f\u524d\u8ff0\u306e\u6226\u7565\u7684\u8a2d\u8a08\u3092\u8a73\u7d30\u5316\u3057\u305f\u3082\u306e\u3067\u3042\u308a\u3001\u4e0a\u306e\u3082\u306e\u3068\u540c\u69d8\u306b\u3001\u5de6\u5074\u306ePhase1\u9818\u57df\u304b\u3089\u53f3\u5074\u306ePhase2\u9818\u57df\u3078\u3001\u30c7\u30fc\u30bf\u304c\u81ea\u7136\u306b\u6d41\u308c\u308b\u8a2d\u8a08\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3053\u306e\u6280\u8853\u69cb\u6210\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u3001\u4ee5\u4e0b\u3067\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h4 id=\"\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u767b\u5834\u4eba\u7269\">\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u767b\u5834\u4eba\u7269<\/h4>\n<p>Phase2\u306e\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u8981\u7d20\u304c\u95a2\u308f\u308a\u307e\u3059\uff1a<\/p>\n<h5 id=\"\u30a4\u30f3\u30d7\u30c3\u30c8\u30c7\u30fc\u30bf\">\u30a4\u30f3\u30d7\u30c3\u30c8\u30c7\u30fc\u30bf<\/h5>\n<ul>\n<li><strong>\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9<\/strong>: Phase1\u3067\u751f\u6210\u3055\u308c\u305f\u69cb\u9020\u5316\u30c7\u30fc\u30bf<\/li>\n<li><strong>HTML\u30d5\u30a1\u30a4\u30eb\u7fa4<\/strong>: UI\u8981\u7d20\u306e\u8a73\u7d30\u60c5\u5831\u3092\u542b\u3080\u753b\u9762\u5b9a\u7fa9<\/li>\n<li><strong>\u64cd\u4f5c\u30ec\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/strong>: \u30e6\u30fc\u30b6\u30fc\u64cd\u4f5c\u306e\u5b9f\u969b\u306e\u6d41\u308c\u3092\u8a18\u9332\u3057\u305f\u30c7\u30fc\u30bf<\/li>\n<\/ul>\n<h5 id=\"AI\u51e6\u7406\u30a8\u30f3\u30b8\u30f3\">AI\u51e6\u7406\u30a8\u30f3\u30b8\u30f3<\/h5>\n<ul>\n<li><strong>Cursor + \u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9<\/strong>: \u30b3\u30fc\u30c9\u751f\u6210\u306e\u4e2d\u6838\u30a8\u30f3\u30b8\u30f3<\/li>\n<li><strong>\u81ea\u52d5\u691c\u8a3c\u30b7\u30b9\u30c6\u30e0<\/strong>: \u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u306e\u54c1\u8cea\u3092\u30c1\u30a7\u30c3\u30af<\/li>\n<\/ul>\n<h5 id=\"\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\">\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8<\/h5>\n<ul>\n<li><strong>Gherkin Feature file<\/strong>: BDD\u5f62\u5f0f\u306e\u30c6\u30b9\u30c8\u30b7\u30ca\u30ea\u30aa<\/li>\n<li><strong>Page Object<\/strong>: \u753b\u9762\u64cd\u4f5c\u306e\u62bd\u8c61\u5316\u30af\u30e9\u30b9<\/li>\n<li><strong>Step Definition<\/strong>: \u5b9f\u884c\u53ef\u80fd\u306a\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9<\/li>\n<\/ul>\n<h4 id=\"\u5404\u6280\u8853\u9078\u5b9a\u306e\u6226\u7565\u7684\u6839\u62e0\">\u5404\u6280\u8853\u9078\u5b9a\u306e\u6226\u7565\u7684\u6839\u62e0<\/h4>\n<p>\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u62c5\u5f53\u3059\u308bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u305d\u306e\u5b9f\u884c\u74b0\u5883\u306b\u3064\u3044\u3066\u614e\u91cd\u306b\u691c\u8a0e\u3057\u307e\u3057\u305f\u3002\u6700\u65b0\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f<br \/>\n\u30d6\u30e9\u30a6\u30b6\u3092\u5185\u5305\u3057\u3066\u3044\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308b\u305f\u3081\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u81ea\u4f53\u3092AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b<br \/>\n\u4efb\u305b\u308b\u3053\u3068\u3082\u6280\u8853\u7684\u306b\u306f\u53ef\u80fd\u3067\u3059\u3002\u5b9f\u969b\u306bBrowser Use\u3068Ollama\u306e\u7d44\u307f\u5408\u308f\u305b\u3084<br \/>\nDevin\u3092\u691c\u8a3c\u3057\u307e\u3057\u305f\u304c\u3001\u4ed5\u69d8\u306b\u57fa\u3065\u304f\u671f\u5f85\u7d50\u679c\u3068\u306e100%\u306e\u4e00\u81f4\u3092\u6c42\u3081\u3089\u308c\u308b<br \/>\n\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30c6\u30b9\u30c8\u306b\u304a\u3044\u3066\u306f\u3001\u73fe\u6642\u70b9\u3067\u306e\u5c0e\u5165\u306f\u56f0\u96e3\u3068\u306e\u7d50\u8ad6\u306b\u81f3\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><strong>\u691c\u8a3c\u3067\u660e\u3089\u304b\u306b\u306a\u3063\u305f2\u3064\u306e\u8ab2\u984c<\/strong><\/p>\n<p>\u4e00\u3064\u76ee\u306e\u8ab2\u984c\u306f\u3001Flaky\u30c6\u30b9\u30c8\u7387\u306e\u4e0a\u6607\u3067\u3059\u3002AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u76f4\u63a5\u30c6\u30b9\u30c8\u3092<br \/>\n\u5b9f\u884c\u3055\u305b\u308b\u3068\u3001AI\u306e\u601d\u8003\u6642\u9593\u304c\u8ffd\u52a0\u3055\u308c\u308b\u305f\u3081\u3001\u30bf\u30a4\u30df\u30f3\u30b0\u4f9d\u5b58\u306eFlaky\u30c6\u30b9\u30c8\u3092<br \/>\n\u8a98\u767a\u3057\u307e\u3059\u3002\u691c\u8a3c\u3067\u306f\u3001\u5834\u5408\u306b\u3088\u3063\u3066\u306f100%\u306eFlaky\u30c6\u30b9\u30c8\u7387\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3082\u3046\u4e00\u3064\u306e\u8ab2\u984c\u306f\u3001\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306e\u671f\u5f85\u7d50\u679c\u3092\u6e80\u305f\u3055\u306a\u3044\u306e\u306b\u30c6\u30b9\u30c8\u3092\u30d1\u30b9\u3068<br \/>\n\u3057\u3066\u3057\u307e\u3046\u507d\u967d\u6027\uff08False Positive\uff09\u306e\u767a\u751f\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u300c7\u67081\u65e5\u306b\u4e88\u7d04\u3067\u304d\u308b\u304b\u300d<br \/>\n\u3068\u3044\u3046\u30c6\u30b9\u30c8\u306b\u304a\u3044\u3066\u3001\u30d0\u30b0\u306b\u3088\u308a\u4e88\u7d04\u3067\u304d\u305a\u672c\u6765\u306a\u3089\u30c6\u30b9\u30c8\u5931\u6557\u3068\u3059\u3079\u304d\u5834\u5408\u306b\u3001<br \/>\nAI\u304c\u81ea\u5f8b\u7684\u306b7\u67082\u65e5\u3067\u4e88\u7d04\u3092\u8a66\u884c\u3057\u3001\u30c6\u30b9\u30c8\u6210\u529f\u3068\u5224\u5b9a\u3057\u3066\u3057\u307e\u3046\u30b1\u30fc\u30b9\u3067\u3059\u3002<br \/>\n\u3053\u308c\u306f\u3001AI\u306e\u554f\u984c\u89e3\u6c7a\u5fd7\u5411\u3068\u3044\u3046\u7279\u6027\u306b\u8d77\u56e0\u3057\u307e\u3059\u304c\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30c6\u30b9\u30c8\u3067\u306f<br \/>\n\u300c\u4ed5\u69d8\u901a\u308a\u306b\u52d5\u4f5c\u3057\u306a\u3044=\u5931\u6557\u300d\u3068\u660e\u78ba\u306b\u5224\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u63a1\u7528\u3057\u305f\u6226\u7565\uff1aAI\u751f\u6210 + \u65e2\u5b58\u74b0\u5883\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9<\/strong><\/p>\n<p>\u3053\u308c\u3089\u306e\u691c\u8a3c\u7d50\u679c\u3092\u57fa\u306b\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u74b0\u5883\u306f\u65e2\u5b58\u306eSelenium + Cucumber +<br \/>\nCircleCI\u3092\u7dad\u6301\u3057\u3001\u305d\u3053\u3067\u5b9f\u884c\u3059\u308b\u81ea\u52d5\u30c6\u30b9\u30c8\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4f5c\u696d\u3092Cursor\u3067<br \/>\n\u5b9f\u65bd\u3059\u308b\u6226\u7565\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u5224\u65ad\u306b\u3088\u308a\u3001\u4ee5\u4e0b\u306e\u30e1\u30ea\u30c3\u30c8\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\uff1a<br \/>&#8211; \u65e2\u5b58\u74b0\u5883\u306e\u6d3b\u7528\u306b\u3088\u308bFlaky\u30c6\u30b9\u30c8\u3068\u507d\u967d\u6027\u306e\u30ea\u30b9\u30af\u6291\u5236<br \/>&#8211; AI\u304c\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u3082\u5f93\u6765\u3068\u540c\u3058\u54c1\u8cea\u57fa\u6e96\u3067\u5b9f\u884c\u30fb\u691c\u8a3c\u53ef\u80fd<br \/>&#8211; \u904b\u7528\u30c1\u30fc\u30e0\u306e\u5b66\u7fd2\u30b3\u30b9\u30c8\u30bc\u30ed\u3067\u5373\u5ea7\u306e\u672c\u683c\u904b\u7528\u958b\u59cb<br \/>&#8211; \u5c06\u6765\u7684\u306aAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6280\u8853\u3078\u306e\u79fb\u884c\u30d1\u30b9\u306e\u4fdd\u6301<\/p>\n<h4 id=\"\u5206\u65ad\u306e\u306a\u3044\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u8a2d\u8a08\">\u5206\u65ad\u306e\u306a\u3044\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u8a2d\u8a08<\/h4>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">\u4ed5\u69d8\u66f8(Confluence) \u2192 \u30c6\u30b9\u30c8\u30b1\u30fc\u30b9(GitHub) \u2192 \u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9(Cursor) \u2192 \u5b9f\u884c\u7d50\u679c(CircleCI)<\/pre>\n<p>\u3053\u306e\u4e00\u6c17\u901a\u8cab\u306e\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3053\u305d\u304c\u3001\u79c1\u305f\u3061\u306ePhase2\u30b7\u30b9\u30c6\u30e0\u306e\u91cd\u8981\u306a\u4fa1\u5024\u3067\u3059\u3002\u4eba\u9593\u306b\u3088\u308b\u521d\u671f\u6e96\u5099\uff08HTML\u30d5\u30a1\u30a4\u30eb\u3001\u64cd\u4f5c\u30ec\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u7b49\uff09\u306f\u5fc5\u8981\u3067\u3059\u304c\u3001\u305d\u306e\u5f8c\u306fAI\u304c\u9023\u7d9a\u7684\u306b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u9ad8\u54c1\u8cea\u306a\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u7d50\u679c\u3068\u3057\u3066\u3001\u4eba\u9593\u306f\u6226\u7565\u7684\u306a\u30ec\u30d3\u30e5\u30fc\u3068\u5224\u65ad\u306b\u96c6\u4e2d\u3067\u304d\u3001\u53cd\u5fa9\u7684\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4f5c\u696d\u304b\u3089\u5927\u5e45\u306b\u89e3\u653e\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"AI\u5316\u306b\u3088\u308b\u54c1\u8cea\u5411\u4e0a\u306e\u4ed5\u7d44\u307f\">AI\u5316\u306b\u3088\u308b\u54c1\u8cea\u5411\u4e0a\u306e\u4ed5\u7d44\u307f<\/h3>\n<p>AI\u304c\u751f\u6210\u3059\u308b\u30b3\u30fc\u30c9\u306e\u54c1\u8cea\u3092\u5b89\u5b9a\u3055\u305b\u308b\u306b\u306f\u3001\u5358\u306bAI\u3092\u5c0e\u5165\u3059\u308b\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002<br \/>\n\u79c1\u305f\u3061\u306fAI\u3092\u4e2d\u5fc3\u306b\u636e\u3048\u305f\u696d\u52d9\u30d5\u30ed\u30fc\u3092\u8a2d\u8a08\u3057\u3001\u305d\u306e\u4e2d\u306b3\u5c64\u306e\u54c1\u8cea\u4fdd\u8a3c\u30e1\u30ab\u30cb\u30ba\u30e0\u3092<br \/>\n\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u30b3\u30fc\u30c9\u54c1\u8cea\u306e\u5b89\u5b9a\u5316\u3092\u5b9f\u73fe\u3059\u308b\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u98df\u3079\u30ed\u30b0\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u306e\u7af6\u4e89\u512a\u4f4d\u6027\">\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\uff1a\u98df\u3079\u30ed\u30b0\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u306e\u7af6\u4e89\u512a\u4f4d\u6027<\/h4>\n<p>\u300c\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u300d\u3053\u305d\u304c\u3001\u79c1\u305f\u3061\u306e\u91cd\u8981\u306a\u7af6\u4e89\u512a\u4f4d\u6027\u3067\u3059\u3002\u3053\u308c\u306f\u5358\u306a\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u306f\u306a\u304f\u3001\u98df\u3079\u30ed\u30b0\u306eQA\u30c1\u30fc\u30e0\u304c\u9577\u5e74\u57f9\u3063\u3066\u304d\u305f\u77e5\u898b\u3092\u4f53\u7cfb\u5316\u3057\u305f\u300c\u77e5\u7684\u8cc7\u7523\u300d\u3067\u3059\u3002<\/p>\n<p>\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u306b\u306f\u3001\u6700\u9069\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3001\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u539f\u5247\u3001\u6210\u529f\u4e8b\u4f8b\u304b\u3089\u62bd\u51fa\u3057\u305f\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306a\u3069\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u77e5\u898b\u306f<strong>Cursor\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u3057\u3066\u6ce8\u5165<\/strong>\u3055\u308c\u3001\u307e\u308b\u3067\u7d4c\u9a13\u8c4a\u5bcc\u306a\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3044\u308b\u304b\u306e\u3088\u3046\u306a\u54c1\u8cea\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4ed6\u793e\u304c\u540c\u3058\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u3082\u3001\u3053\u306e\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u306a\u3057\u306b\u306f\u540c\u7b49\u306e\u7d50\u679c\u306f\u5f97\u3089\u308c\u307e\u305b\u3093\u3002\u3053\u308c\u304c\u79c1\u305f\u3061\u306e\u6280\u8853\u7684\u306a\u5dee\u5225\u5316\u8981\u56e0\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eba\u9593\u304c\u66f8\u304f\u5834\u5408\u306b\u5165\u308a\u304c\u3061\u306a\u300c\u539f\u5247\u306e\u7701\u7565\u300d\u300c\u898b\u843d\u3068\u3057\u300d\u3068\u3044\u3063\u305f\u8981\u56e0\u3092\u3001AI\u3068\u81ea\u52d5\u5316\u306b\u3088\u308a\u6392\u9664\u3059\u308b\u3053\u3068\u3067\u3001\u4e00\u8cab\u3057\u3066\u9ad8\u54c1\u8cea\u306a\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>Phase2\u306e\u6280\u8853\u7684\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u6b21\u7ae0\u3067\u5177\u4f53\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"\u4eba\u9593\u3068AI\u306e\u5354\u50cd\u30e2\u30c7\u30eb\u8a2d\u8a08\">\u4eba\u9593\u3068AI\u306e\u5354\u50cd\u30e2\u30c7\u30eb\u8a2d\u8a08<\/h3>\n<p>Phase2\u306e\u8a2d\u8a08\u306b\u304a\u3044\u3066\u3001\u79c1\u305f\u3061\u306f\u300c\u4eba\u9593\u3068AI\u306e\u6700\u9069\u306a\u5f79\u5272\u5206\u62c5\u300d\u3092\u6226\u7565\u7684\u306b\u8a2d\u8a08\u3057\u307e\u3057\u305f\u3002\u5358\u7d14\u306bAI\u306b\u30bf\u30b9\u30af\u3092\u7f6e\u304d\u63db\u3048\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u305d\u308c\u305e\u308c\u306e\u5f37\u307f\u3092\u6d3b\u304b\u3059\u5354\u50cd\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3057\u305f\u3002<\/p>\n<h4 id=\"\u5f79\u5272\u5206\u62c5\u306e\u8a2d\u8a08\u539f\u5247\">\u5f79\u5272\u5206\u62c5\u306e\u8a2d\u8a08\u539f\u5247<\/h4>\n<p><strong>AI\u304c\u62c5\u5f53\u3059\u308b\u9818\u57df\uff1a<\/strong><br \/>\n&#8211; \u53cd\u5fa9\u7684\u3067\u6b63\u78ba\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u5b9f\u88c5\u4f5c\u696d\uff08Page Object\u3001Step Definition\u751f\u6210\uff09<br \/>\n&#8211; \u30d1\u30bf\u30fc\u30f3\u5316\u53ef\u80fd\u306a\u30b3\u30fc\u30c9\u751f\u6210<br \/>\n&#8211; \u6a5f\u68b0\u7684\u306a\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\uff0812\u691c\u8a3c\u9805\u76ee\u306b\u3088\u308b\u81ea\u52d5\u691c\u8a3c\uff09<\/p>\n<p><strong>\u4eba\u9593\u304c\u62c5\u5f53\u3059\u308b\u9818\u57df\uff1a<\/strong><br \/>\n&#8211; \u6226\u7565\u7684\u306a\u5224\u65ad\u3068\u30ec\u30d3\u30e5\u30fc<br \/>\n&#8211; \u30c6\u30b9\u30c8\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u8a2d\u8a08<br \/>\n&#8211; \u8907\u96d1\u306a\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u306e\u54c1\u8cea\u5411\u4e0a<br \/>\n&#8211; \u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u306e\u6539\u5584<\/p>\n<h4 id=\"\u5354\u50cd\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u601d\u60f3\">\u5354\u50cd\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u601d\u60f3<\/h4>\n<p>\u3053\u306e\u5f79\u5272\u5206\u62c5\u306e\u80cc\u666f\u306b\u306f\u3001\u660e\u78ba\u306a\u8a2d\u8a08\u601d\u60f3\u304c\u3042\u308a\u307e\u3059\u3002AI\u306f\u4e00\u8cab\u6027\u3068\u6b63\u78ba\u6027\u306b\u512a\u308c\u3001\u4eba\u9593\u306f\u5275\u9020\u6027\u3068\u6226\u7565\u7684\u601d\u8003\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u7279\u6027\u3092\u6d3b\u304b\u3057\u3001AI\u306b\u306f\u300c\u5b9f\u88c5\u306e\u54c1\u8cea\u3068\u901f\u5ea6\u300d\u3092\u3001\u4eba\u9593\u306b\u306f\u300c\u8a2d\u8a08\u306e\u54c1\u8cea\u3068\u6226\u7565\u6027\u300d\u3092\u62c5\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u5168\u4f53\u6700\u9069\u3092\u56f3\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001\u4eba\u9593\u304c\u672c\u6765\u6301\u3064\u4fa1\u5024\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u3001\u5358\u8abf\u306a\u4f5c\u696d\u304b\u3089\u89e3\u653e\u3057\u3001\u3088\u308a\u9ad8\u6b21\u306e\u696d\u52d9\u306b\u96c6\u4e2d\u3067\u304d\u308b\u74b0\u5883\u3092\u610f\u56f3\u7684\u306b\u8a2d\u8a08\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Phase2\u3067\u306f\u3001\u3053\u306e\u5354\u50cd\u30e2\u30c7\u30eb\u8a2d\u8a08\u306b\u3088\u308a\u3001\u624b\u52d5\u30c6\u30b9\u30c8\u5b9f\u88c5\u304b\u3089\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u307e\u3067\u3092\u4e00\u6c17\u901a\u8cab\u3067\u7e4b\u3052\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u307e\u3057\u305f\u3002\u6b21\u7ae0\u3067\u306f\u3001\u3053\u306e\u8a2d\u8a08\u3092\u652f\u3048\u308b\u5177\u4f53\u7684\u306a\u6280\u8853\u5b9f\u88c5\u3068\u300197%\u8d85\u306e\u9ad8\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3059\u308b\u6280\u8853\u7684\u30e1\u30ab\u30cb\u30ba\u30e0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<hr\/>\n<h2 id=\"\u6280\u8853\u7684\u5b9f\u88c5\u306e\u8a73\u7d30\u3068\u30ce\u30a6\u30cf\u30a6\">\u6280\u8853\u7684\u5b9f\u88c5\u306e\u8a73\u7d30\u3068\u30ce\u30a6\u30cf\u30a6<\/h2>\n<p>\u524d\u7ae0\u3067\u7d39\u4ecb\u3057\u305fPhase2\u30b7\u30b9\u30c6\u30e0\u306e\u6982\u8981\u3092\u8e0f\u307e\u3048\u3001\u672c\u7ae0\u3067\u306f\u300c<strong>\u4eba\u9593\u306b\u3088\u308b\u4fee\u6b63\u306e\u5fc5\u8981\u6027\u3092\u6700\u5c0f\u5316<\/strong>\u300d\u3059\u308b\u305f\u3081\u306e\u5177\u4f53\u7684\u306a\u6280\u8853\u5b9f\u88c5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<p>\u79c1\u305f\u3061\u306f\u300cAI\u304c\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u3092\u3044\u304b\u306b\u4eba\u9593\u304c\u4fee\u6b63\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u305d\u306e\u307e\u307e\u4f7f\u3048\u308b\u30ec\u30d9\u30eb\u307e\u3067\u54c1\u8cea\u3092\u9ad8\u3081\u308b\u300d\u3053\u3068\u3092\u76ee\u6a19\u3068\u3057\u307e\u3057\u305f\u3002 \u305d\u306e\u305f\u3081\u306b\u4f5c\u6210\u3057\u305f\u306e\u304c\u3001<strong>\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9<\/strong>\u3068<strong>\u81ea\u52d5\u30c6\u30b9\u30c812\u691c\u8a3c\u9805\u76ee<\/strong>\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u9ad8\u3044\u7cbe\u5ea6\u306e\u81ea\u52d5\u30c6\u30b9\u30c8\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li><strong>Page Object\u751f\u6210\u7cbe\u5ea6: 97.26%<\/strong><\/li>\n<li><strong>Step Definition\u751f\u6210\u7cbe\u5ea6: 92.63%<\/strong><\/li>\n<\/ul>\n<h3 id=\"2\u6bb5\u968e\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\">2\u6bb5\u968e\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9<\/h3>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/t\/tabelog_tech_blog\/20251119\/20251119132735.jpg\" alt=\"\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0DataFlow\" width=\"5000\" height=\"2796\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>Phase2\u3067\u306f\u3001\u4e0a\u56f3\u306b\u793a\u30592\u6bb5\u968e\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u30b3\u30fc\u30c9\u751f\u6210\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u30b9\u30c6\u30c3\u30d71\uff1a\u30c6\u30b9\u30c8\u30b7\u30ca\u30ea\u30aa\u306e\u69cb\u9020\u5316<\/strong><\/p>\n<ul>\n<li>\u624b\u52d5\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9 + \u88dc\u52a9\u30d5\u30a1\u30a4\u30eb\uff08HTML + \u753b\u9762\u64cd\u4f5c\u9332\u753b\uff09\u3092\u30a4\u30f3\u30d7\u30c3\u30c8<\/li>\n<li><a target=\"_blank\" href=\"https:\/\/www.promptingguide.ai\/jp\/techniques\/fewshot\">Few-shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0<\/a>\u306b\u3088\u308bFeature\u30d5\u30a1\u30a4\u30eb\u751f\u6210<\/li>\n<li>\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u306e\u6b63\u78ba\u306a\u7406\u89e3\u3068\u69cb\u9020\u5316<\/li>\n<\/ul>\n<p><strong>\u30b9\u30c6\u30c3\u30d72\uff1a\u9ad8\u7cbe\u5ea6\u30b3\u30fc\u30c9\u751f\u6210<\/strong><\/p>\n<ul>\n<li>Feature\u30d5\u30a1\u30a4\u30eb\u3092\u57fa\u306b\u3057\u305f\u5b9f\u88c5\u30b3\u30fc\u30c9\u751f\u6210<\/li>\n<li>\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u306b\u3088\u308b\u54c1\u8cea\u62c5\u4fdd<\/li>\n<li>\u81ea\u52d5\u30c6\u30b9\u30c812\u691c\u8a3c\u9805\u76ee\u306b\u3088\u308b\u81ea\u5f8b\u7684\u54c1\u8cea\u30c1\u30a7\u30c3\u30af<\/li>\n<\/ul>\n<h3 id=\"3\u5c64\u54c1\u8cea\u4fdd\u8a3c\u30b7\u30b9\u30c6\u30e0AI\u30b3\u30fc\u30c9\u304c\u5b89\u5b9a\u3057\u305f\u54c1\u8cea\u3092\u5b9f\u73fe\u3059\u308b\u4ed5\u7d44\u307f\">3\u5c64\u54c1\u8cea\u4fdd\u8a3c\u30b7\u30b9\u30c6\u30e0\uff1aAI\u30b3\u30fc\u30c9\u304c\u5b89\u5b9a\u3057\u305f\u54c1\u8cea\u3092\u5b9f\u73fe\u3059\u308b\u4ed5\u7d44\u307f<\/h3>\n<p>Phase2\u3067\u6ce8\u76ee\u3059\u3079\u304d\u7d50\u679c\u306f\u3001AI\u304c\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u304c\u4e00\u5b9a\u306e\u54c1\u8cea\u57fa\u6e96\u3092\u5b89\u5b9a\u3057\u3066\u7dad\u6301\u3067\u304d\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3057\u305f\u3002\u7279\u306b\u3001\u4eba\u9593\u304c\u624b\u52d5\u3067\u5b9f\u88c5\u3059\u308b\u969b\u306b\u8d77\u3053\u308a\u304c\u3061\u306a\u898b\u843d\u3068\u3057\u3084\u4e0d\u6574\u5408\u3092\u3001\u30b7\u30b9\u30c6\u30de\u30c6\u30a3\u30c3\u30af\u306b\u56de\u907f\u3067\u304d\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u5076\u7136\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u79c1\u305f\u3061\u304c\u69cb\u7bc9\u3057\u305f3\u5c64\u306e\u54c1\u8cea\u4fdd\u8a3c\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u5b9f\u73fe\u3055\u308c\u305f\u3001\u8a08\u7b97\u3055\u308c\u305f\u7d50\u679c\u306a\u306e\u3067\u3059\u3002<\/p>\n<h4 id=\"\u7b2c1\u5c64\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u306b\u3088\u308b\u8a2d\u8a08\u54c1\u8cea\u306e\u62c5\u4fdd\">\u7b2c1\u5c64\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u306b\u3088\u308b\u8a2d\u8a08\u54c1\u8cea\u306e\u62c5\u4fdd<\/h4>\n<p>\u307e\u305a\u3001\u30b3\u30fc\u30c9\u751f\u6210\u306e\u6839\u672c\u7684\u306a\u54c1\u8cea\u306f<strong>\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9<\/strong>\u306b\u3088\u3063\u3066\u62c5\u4fdd\u3055\u308c\u307e\u3059\u3002\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u306f\u3001\u98df\u3079\u30ed\u30b0QA\u30c1\u30fc\u30e0\u304c\u9577\u5e74\u57f9\u3063\u3066\u304d\u305f\u6697\u9ed9\u77e5\u3092\u4f53\u7cfb\u5316\u3057\u305f\u300c\u77e5\u7684\u8cc7\u7523\u300d\u3067\u3001\u4ee5\u4e0b\u306e3\u3064\u306e\u8981\u7d20\u304b\u3089\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>1. \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30ca\u30ec\u30c3\u30b8\uff1a\u6700\u9069\u306a\u5b9f\u88c5\u624b\u9806\u306e\u81ea\u52d5\u9078\u629e<\/strong><\/p>\n<p>\u4eba\u9593\u304c\u5b9f\u88c5\u3059\u308b\u5834\u5408\u3001\u300c\u3069\u306e\u9806\u756a\u3067\u4f5c\u696d\u3059\u308b\u304b\u300d\u306f\u7d4c\u9a13\u306b\u4f9d\u5b58\u3057\u3001\u975e\u52b9\u7387\u306a\u624b\u9806\u3092\u9078\u3093\u3067\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u306b\u306f\u6700\u3082\u52b9\u7387\u7684\u306a\u5b9f\u88c5\u624b\u9806\u304c\u4f53\u7cfb\u5316\u3055\u308c\u3066\u304a\u308a\u3001AI\u306f\u5e38\u306b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u57fa\u3065\u3044\u3066\u6700\u9069\u306a\u30d7\u30e9\u30f3\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<br \/>\n\u4e0b\u8a18\u306f\u3001\u5b9f\u969b\u306bAI\u304c\u9078\u629e\u3057\u305f\u30d7\u30e9\u30f3\u306e\u4e00\u4f8b\u3067\u3059\u3002<\/p>\n<pre class=\"code lang-markdown\" data-lang=\"markdown\" data-unlink=\"\"><span class=\"synSpecial\">##<\/span> \u5b9f\u88c5\u9806\u5e8f\u306e\u6700\u9069\u5316\n<span class=\"synStatement\">1.<\/span> \u65e2\u5b58Step Definition\u8abf\u67fb \u2192 \u91cd\u8907\u56de\u907f\n<span class=\"synStatement\">2.<\/span> PageObject\u7d99\u627f\u95a2\u4fc2\u78ba\u8a8d \u2192 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u6574\u5408\u6027\n<span class=\"synStatement\">3.<\/span> Component\u8cac\u4efb\u5206\u96e2\u5206\u6790 \u2192 \u9069\u5207\u306a\u914d\u7f6e\u6c7a\u5b9a\n<span class=\"synStatement\">4.<\/span> \u30d1\u30e9\u30e1\u30fc\u30bf\u5316\u8a2d\u8a08 \u2192 \u518d\u5229\u7528\u6027\u78ba\u4fdd\n<span class=\"synStatement\">5.<\/span> \u578b\u5b89\u5168\u6027\u5b9f\u88c5 \u2192 \u54c1\u8cea\u62c5\u4fdd\n<\/pre>\n<p><strong>2. \u8a2d\u8a08\u30ca\u30ec\u30c3\u30b8\uff1a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u539f\u5247\u306e\u9069\u7528<\/strong><\/p>\n<p>PageObject\u30e2\u30c7\u30eb\u3001Component\u8cac\u4efb\u5206\u96e2\u3001\u7d99\u627f\u30c1\u30a7\u30fc\u30f3\u8a2d\u8a08\u306a\u3069\u3001\u8907\u96d1\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u539f\u5247\u3092\u4eba\u9593\u304c\u6bce\u56de\u5b8c\u74a7\u306b\u9069\u7528\u3059\u308b\u306e\u306f\u56f0\u96e3\u3067\u3059\u3002\u3057\u304b\u3057AI\u306f\u3001\u3053\u308c\u3089\u306e\u539f\u5247\u3092\u4f8b\u5916\u306a\u304f\u9069\u7528\u3057\u7d9a\u3051\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>PageObject\u8a2d\u8a08\u539f\u5247<\/strong>: \u753b\u9762\u64cd\u4f5c\u306e\u62bd\u8c61\u5316\u3068\u8cac\u4efb\u5206\u96e2<\/li>\n<li><strong>Component\u8cac\u4efb\u5206\u96e2<\/strong>: Modal\u3001Header\u3001SideColumn\u306e\u9069\u5207\u306a\u5f79\u5272\u5206\u62c5<\/li>\n<li><strong>\u7d99\u627f\u30c1\u30a7\u30fc\u30f3\u7ba1\u7406<\/strong>: \u57fa\u5e95\u30af\u30e9\u30b9\u3068\u306e\u91cd\u8907\u56de\u907f\u3068\u6a5f\u80fd\u62e1\u5f35<\/li>\n<\/ul>\n<p><strong>3. \u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\uff1a\u6210\u529f\u4e8b\u4f8b\u306e\u81ea\u52d5\u53cd\u6620<\/strong><\/p>\n<p>\u904e\u53bb\u306e\u6210\u529f\u4e8b\u4f8b\u304b\u3089\u62bd\u51fa\u3057\u305f\u5b9f\u88c5\u30d1\u30bf\u30fc\u30f3\u304c\u84c4\u7a4d\u3055\u308c\u3066\u304a\u308a\u3001AI\u306f\u5e38\u306b\u300c\u5b9f\u8a3c\u6e08\u307f\u306e\u6700\u826f\u306e\u65b9\u6cd5\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u65b0\u4eba\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3082\u30d9\u30c6\u30e9\u30f3\u30ec\u30d9\u30eb\u306e\u5b9f\u88c5\u54c1\u8cea\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4 id=\"\u7b2c2\u5c64\u81ea\u52d5\u30c6\u30b9\u30c812\u691c\u8a3c\u9805\u76ee\u306b\u3088\u308b\u5b9f\u88c5\u54c1\u8cea\u306e\u4fdd\u8a3c\">\u7b2c2\u5c64\uff1a\u81ea\u52d5\u30c6\u30b9\u30c812\u691c\u8a3c\u9805\u76ee\u306b\u3088\u308b\u5b9f\u88c5\u54c1\u8cea\u306e\u4fdd\u8a3c<\/h4>\n<p>\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u306f\u3001\u6b21\u306b<strong>\u81ea\u52d5\u30c6\u30b9\u30c812\u691c\u8a3c\u9805\u76ee<\/strong>\u306b\u3088\u3063\u3066\u81ea\u52d5\u30c1\u30a7\u30c3\u30af\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u4eba\u9593\u306e\u30ec\u30d3\u30e5\u30fc\u3067\u306f\u898b\u843d\u3068\u3057\u304c\u3061\u306a\u54c1\u8cea\u9805\u76ee\u3092\u6a5f\u68b0\u7684\u306b\u30c1\u30a7\u30c3\u30af\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n<p><strong>\u81ea\u52d5\u30c6\u30b9\u30c812\u691c\u8a3c\u9805\u76ee\u306e\u8a73\u7d30<\/strong><\/p>\n<ol>\n<li><strong>TypeScript\u30b3\u30f3\u30d1\u30a4\u30eb\u30a8\u30e9\u30fc\u691c\u8a3c<\/strong>: \u578b\u5b89\u5168\u6027\u306e\u5b8c\u5168\u78ba\u4fdd<\/li>\n<li><strong>\u30bb\u30ec\u30af\u30bf\u30fc\u5b58\u5728\u78ba\u8a8d<\/strong>: HTML\u30d5\u30a1\u30a4\u30eb\u3068\u306e\u6574\u5408\u6027\u30c1\u30a7\u30c3\u30af<\/li>\n<li><strong>\u65e2\u5b58\u30b3\u30fc\u30c9\u91cd\u8907\u30c1\u30a7\u30c3\u30af<\/strong>: DRY\u539f\u5247\u306e\u5fb9\u5e95<\/li>\n<li><strong>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u6574\u5408\u6027\u691c\u8a3c<\/strong>: PageObject\u30e2\u30c7\u30eb\u306e\u539f\u5247\u9075\u5b88<\/li>\n<li><strong>Component\u8cac\u4efb\u5206\u96e2\u78ba\u8a8d<\/strong>: \u9069\u5207\u306a\u5f79\u5272\u5206\u62c5\u306e\u691c\u8a3c<\/li>\n<li><strong>\u7d99\u627f\u30c1\u30a7\u30fc\u30f3\u6574\u5408\u6027<\/strong>: \u57fa\u5e95\u30af\u30e9\u30b9\u3068\u306e\u91cd\u8907\u56de\u907f<\/li>\n<li><strong>\u30d1\u30e9\u30e1\u30fc\u30bf\u5316\u9069\u5207\u6027<\/strong>: \u518d\u5229\u7528\u6027\u306e\u78ba\u4fdd<\/li>\n<li><strong>\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u5b8c\u5099<\/strong>: \u7570\u5e38\u7cfb\u306e\u9069\u5207\u306a\u51e6\u7406<\/li>\n<li><strong>\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u6574\u5408\u6027<\/strong>: SharedData\u306e\u9069\u5207\u306a\u5229\u7528<\/li>\n<li><strong>Modal\u521d\u671f\u5316\u51e6\u7406<\/strong>: \u52d5\u7684\u8981\u7d20\u306e\u78ba\u5b9f\u306a\u51e6\u7406<\/li>\n<li><strong>\u8a00\u8a9e\u5bfe\u5fdc\u9069\u5207\u6027<\/strong>: \u591a\u8a00\u8a9e\u74b0\u5883\u3067\u306e\u52d5\u4f5c\u4fdd\u8a3c<\/li>\n<li><strong>\u5b9f\u884c\u6642\u5b89\u5b9a\u6027<\/strong>: Flaky\u30c6\u30b9\u30c8\u8981\u56e0\u306e\u6392\u9664<\/li>\n<\/ol>\n<p><strong>\u5b9f\u969b\u306e\u691c\u8a3c\u30d7\u30ed\u30bb\u30b9<\/strong><\/p>\n<p>AI\u306f\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u306b\u5bfe\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u81ea\u5df1\u691c\u8a3c\u30eb\u30fc\u30d7\u3092\u5b9f\u884c\u3057\u307e\u3059\uff1a<\/p>\n<pre class=\"code lang-markdown\" data-lang=\"markdown\" data-unlink=\"\"><span class=\"synSpecial\">##<\/span> \ud83d\udd0d \u81ea\u52d5\u691c\u8a3c\u30d7\u30ed\u30bb\u30b9\n\n<span class=\"synSpecial\">###<\/span> Phase 1: \u9759\u7684\u89e3\u6790\n<span class=\"synStatement\">-<\/span> TypeScript\u30b3\u30f3\u30d1\u30a4\u30eb\u5b9f\u884c\n<span class=\"synStatement\">-<\/span> \u30bb\u30ec\u30af\u30bf\u30fc\u5b58\u5728\u78ba\u8a8d\uff08HTML\u30d5\u30a1\u30a4\u30eb\u53c2\u7167\uff09\n<span class=\"synStatement\">-<\/span> \u65e2\u5b58\u30b3\u30fc\u30c9\u91cd\u8907\u691c\u51fa\uff08codebase<span class=\"synError\">_<\/span>search\u6d3b\u7528\uff09\n\n<span class=\"synSpecial\">###<\/span> Phase 2: \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u691c\u8a3c\n<span class=\"synStatement\">-<\/span> PageObject\u7d99\u627f\u95a2\u4fc2\u30c1\u30a7\u30c3\u30af\n<span class=\"synStatement\">-<\/span> Component\u8cac\u4efb\u5206\u96e2\u78ba\u8a8d\n<span class=\"synStatement\">-<\/span> \u8a2d\u8a08\u539f\u5247\u9075\u5b88\u691c\u8a3c\n\n<span class=\"synSpecial\">###<\/span> Phase 3: \u54c1\u8cea\u4fdd\u8a3c\n<span class=\"synStatement\">-<\/span> \u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u5b8c\u5099\u78ba\u8a8d\n<span class=\"synStatement\">-<\/span> \u30d1\u30e9\u30e1\u30fc\u30bf\u5316\u9069\u5207\u6027\u691c\u8a3c\n<span class=\"synStatement\">-<\/span> \u5b9f\u884c\u6642\u5b89\u5b9a\u6027\u8a55\u4fa1\n\n<span class=\"synSpecial\">###<\/span> Phase 4: \u81ea\u52d5\u4fee\u6b63\n<span class=\"synStatement\">-<\/span> \u691c\u8a3c\u5931\u6557\u9805\u76ee\u306e\u81ea\u52d5\u4fee\u6b63\n<span class=\"synStatement\">-<\/span> \u518d\u691c\u8a3c\u5b9f\u884c\n<span class=\"synStatement\">-<\/span> \u5168\u9805\u76ee\u30af\u30ea\u30a2\u307e\u3067\u53cd\u5fa9\n<\/pre>\n<p>\u4eba\u9593\u304c\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u5834\u5408\u3001\u300c\u3053\u306e\u304f\u3089\u3044\u306a\u3089\u5927\u4e08\u592b\u3060\u308d\u3046\u300d\u3068\u3044\u3063\u305f\u4e3b\u89b3\u7684\u5224\u65ad\u304c\u5165\u308a\u304c\u3061\u3067\u3059\u3002\u3057\u304b\u3057AI\u306f\u3001\u611f\u60c5\u3084\u75b2\u52b4\u306b\u5de6\u53f3\u3055\u308c\u308b\u3053\u3068\u306a\u304f\u3001\u5e38\u306b\u540c\u3058\u57fa\u6e96\u3067\u53b3\u5bc6\u306b\u30c1\u30a7\u30c3\u30af\u3057\u7d9a\u3051\u307e\u3059\u3002<\/p>\n<h4 id=\"\u7b2c3\u5c64CircleCI\u7d71\u5408\u306b\u3088\u308b\u5b9f\u884c\u54c1\u8cea\u306e\u4fdd\u8a3c\">\u7b2c3\u5c64\uff1aCircleCI\u7d71\u5408\u306b\u3088\u308b\u5b9f\u884c\u54c1\u8cea\u306e\u4fdd\u8a3c<\/h4>\n<p>\u6700\u5f8c\u306b\u3001<strong>CircleCI\u3067\u306e\u5b9f\u884c\u30d5\u30ed\u30fc<\/strong>\u306b\u3088\u308a\u3001\u9577\u5e74\u57f9\u308f\u308c\u305f\u54c1\u8cea\u57fa\u6e96\u3092\u7d99\u627f\u3057\u307e\u3059\uff1a<\/p>\n<ul>\n<li><strong>AI\u5316\u4ee5\u524d\u3068\u540c\u3058\u5b9f\u884c\u74b0\u5883<\/strong>: \u65b0\u3057\u3044\u30ea\u30b9\u30af\u3092\u5c0e\u5165\u305b\u305a\u3001\u5b9f\u8a3c\u6e08\u307f\u306e\u5b89\u5b9a\u6027\u3092\u7dad\u6301<\/li>\n<li><strong>\u4e88\u7d04\u30fb\u30ad\u30e3\u30f3\u30bb\u30eb\u30fb\u8ab2\u91d1\u7b49\u306e\u91cd\u8981\u6a5f\u80fd<\/strong>: \u65e2\u5b58\u306e\u76e3\u8996\u30fb\u30a2\u30e9\u30fc\u30c8\u4f53\u5236\u3092\u305d\u306e\u307e\u307e\u6d3b\u7528<\/li>\n<li><strong>\u5f93\u6765\u3068\u540c\u3058\u54c1\u8cea\u57fa\u6e96<\/strong>: AI\u304c\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u3082\u3001\u4eba\u9593\u304c\u66f8\u3044\u305f\u30b3\u30fc\u30c9\u3068\u540c\u7b49\u306e\u57fa\u6e96\u3067\u8a55\u4fa1<\/li>\n<li><strong>\u904b\u7528\u30c1\u30fc\u30e0\u306e\u5b66\u7fd2\u30b3\u30b9\u30c8\u30bc\u30ed<\/strong>: \u65b0\u3057\u3044\u30c4\u30fc\u30eb\u306e\u7fd2\u5f97\u4e0d\u8981\u3067\u3001\u5373\u5ea7\u306b\u672c\u683c\u904b\u7528\u304c\u53ef\u80fd<\/li>\n<\/ul>\n<p>\u3053\u306e3\u5c64\u69cb\u9020\u306b\u3088\u308a\u3001\u300cAI\u304c\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u3067\u3042\u308a\u306a\u304c\u3089\u3001\u4eba\u9593\u304c\u66f8\u3044\u305f\u30b3\u30fc\u30c9\u3068\u540c\u7b49\u306e\u54c1\u8cea\u3068\u4fe1\u983c\u6027\u300d\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u91cd\u8981\u306a\u306e\u306f\u3001\u5404\u5c64\u304c\u72ec\u7acb\u3057\u3066\u6a5f\u80fd\u3057\u306a\u304c\u3089\u3082\u3001\u76f8\u4e92\u306b\u88dc\u5b8c\u3057\u5408\u3046\u8a2d\u8a08\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<h3 id=\"\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5b9f\u8df5\u6697\u9ed9\u77e5\u306e\u660e\u6587\u5316\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5b9f\u8df5\uff1a\u6697\u9ed9\u77e5\u306e\u660e\u6587\u5316<\/h3>\n<p>3\u5c64\u54c1\u8cea\u4fdd\u8a3c\u30b7\u30b9\u30c6\u30e0\u306e\u57fa\u76e4\u3068\u306a\u308b\u306e\u304c\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3067\u3059\u3002\u79c1\u305f\u3061\u304c\u76f4\u9762\u3057\u305f\u6700\u5927\u306e\u8ab2\u984c\u306f\u3001\u300cQA\u30c1\u30fc\u30e0\u306e\u6697\u9ed9\u77e5\u3092\u3069\u306e\u3088\u3046\u306bAI\u306b\u4f1d\u3048\u308b\u304b\u300d\u3067\u3057\u305f\u3002<\/p>\n<h4 id=\"\u5f37\u5236\u5b66\u7fd2\u30e1\u30ab\u30cb\u30ba\u30e0AI\u306e\u5618\u3092\u3064\u304f\u554f\u984c\u306e\u89e3\u6c7a\">\u5f37\u5236\u5b66\u7fd2\u30e1\u30ab\u30cb\u30ba\u30e0\uff1aAI\u306e\u300c\u5618\u3092\u3064\u304f\u300d\u554f\u984c\u306e\u89e3\u6c7a<\/h4>\n<p>AI\u306e\u300c\u5618\u3092\u3064\u304f\u300d\u50be\u5411\u3092\u9632\u3050\u305f\u3081\u3001\u7981\u6b62\u4e8b\u9805\u3092\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u3068\u3057\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u901a\u3057\u3066AI\u306b\u6e21\u3059\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002\u79c1\u305f\u3061\u306f\u3053\u308c\u3092\u5f37\u5236\u5b66\u7fd2\u30e1\u30ab\u30cb\u30ba\u30e0\u3068\u547c\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-markdown\" data-lang=\"markdown\" data-unlink=\"\"><span class=\"synSpecial\">##<\/span> \u26a0\ufe0f AI\u5b9f\u884c\u524d\u5fc5\u9808\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\n\n<span class=\"synSpecial\">###<\/span> \u2705 \u7d76\u5bfe\u7981\u6b62\u4e8b\u9805\u306e\u78ba\u8a8d - 100%\u9075\u5b88\u5fc5\u9808\n\n<span class=\"synStatement\">-<\/span> [ ] Step Definition\u5185\u3067seleniumAdapter\u3092\u76f4\u63a5\u4f7f\u7528\u3059\u308b\u3053\u3068\u306f\u7d76\u5bfe\u7981\u6b62\n<span class=\"synStatement\">-<\/span> [ ] \u65e2\u5b58\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u8abf\u67fb\u305b\u305a\u306b\u91cd\u8907\u4f5c\u6210\u3059\u308b\u3053\u3068\u306f\u7981\u6b62\n<span class=\"synStatement\">-<\/span> [ ] Component\u7d99\u627f\u95a2\u4fc2\u3092\u7121\u8996\u3057\u305f\u4e0d\u9069\u5207\u306a\u4f7f\u7528\u306f\u7d76\u5bfe\u7981\u6b62\n\n<span class=\"synSpecial\">###<\/span> \ud83d\udea8 \u5b9f\u884c\u524d\u6700\u7d42\u78ba\u8a8d\n\n\u4ee5\u4e0b\u306b\u3059\u3079\u3066\u300c\u306f\u3044\u300d\u3067\u7b54\u3048\u3089\u308c\u306a\u3044\u5834\u5408\u306f\u5b9f\u88c5\u3092\u958b\u59cb\u3057\u306a\u3044\uff1a\n<span class=\"synStatement\">-<\/span> \u65e2\u5b58\u306e\u985e\u4f3c\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092<span class=\"synSpecial\">`<\/span>codebase_search<span class=\"synSpecial\">`<\/span>\u3067\u8abf\u67fb\u6e08\u307f\u304b\uff1f \u2192 **\u306f\u3044\/\u3044\u3044\u3048**\n<span class=\"synStatement\">-<\/span> 12\u9805\u76ee\u691c\u8a3c\u3092\u3059\u3079\u3066\u5b9f\u884c\u3059\u308b\u5177\u4f53\u7684\u624b\u9806\u3092\u7406\u89e3\u3057\u305f\u304b\uff1f \u2192 **\u306f\u3044\/\u3044\u3044\u3048**\n<\/pre>\n<p>\u3053\u306e\u4ed5\u7d44\u307f\u306b\u3088\u308a\u3001AI\u306f\u4f5c\u696d\u958b\u59cb\u524d\u306b\u5fc5\u305a\u65e2\u5b58\u30b3\u30fc\u30c9\u3092\u8abf\u67fb\u3057\u3001\u91cd\u8907\u5b9f\u88c5\u3092\u56de\u907f\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"Few-shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306b\u3088\u308b\u7cbe\u5ea6\u5411\u4e0a\">Few-shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306b\u3088\u308b\u7cbe\u5ea6\u5411\u4e0a<\/h4>\n<p>\u30c6\u30b9\u30c8\u4ed5\u69d8\u304b\u3089Gherkin Feature \u30d5\u30a1\u30a4\u30eb\u3092\u751f\u6210\u3059\u308b\u969b\u3001\u79c1\u305f\u3061\u306f<strong>Few-shot\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0<\/strong>\u3092\u6d3b\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><strong>\u5165\u529b\u4f8b<\/strong><\/p>\n<p>\u30c6\u30b9\u30c8\u4ed5\u69d8JSON\uff1a<\/p>\n<pre class=\"code lang-json\" data-lang=\"json\" data-unlink=\"\"><span class=\"synSpecial\">{<\/span>\n  \"<span class=\"synStatement\">\u4e88\u7d04\u7d4c\u8def<\/span>\": \"<span class=\"synConstant\">No6<\/span>\",\n  \"<span class=\"synStatement\">\u89b3\u70b9<\/span>\": \"<span class=\"synConstant\">\u4e88\u7d04\u7d4c\u8def\uff1a\u30a4\u30f3\u30d0\u30a6\u30f3\u30c9\u4e88\u7d04\u767b\u9332<\/span>\",\n  \"<span class=\"synStatement\">\u30c6\u30b9\u30c8\u76ee\u7684<\/span>\": \"<span class=\"synConstant\">\u30e1\u30cb\u30e5\u30fc\u30fb\u30b3\u30fc\u30b9\u30ab\u30ec\u30f3\u30c0\u30fc\uff1a\u4e88\u7d04\u767b\u9332<\/span>\",\n  \"<span class=\"synStatement\">\u30c6\u30b9\u30c8\u624b\u9806<\/span>\": \"<span class=\"synConstant\">1.\u30c6\u30b9\u30c8\u5bfe\u8c61\u5e97\u8217\u306e\u30e1\u30c7\u30a3\u30a2TOP\u753b\u9762\u306b\u3066\u3001\u300cEnglish\u300d\u304b\u3089\u30a4\u30f3\u30d0\u30a6\u30f3\u30c9\u753b\u9762\u3092\u8868\u793a\u3059\u308b<\/span><span class=\"synSpecial\">\\n<\/span><span class=\"synConstant\">2. menu\u306e\u30bf\u30d6\u3092\u9078\u629e\u3059\u308b<\/span><span class=\"synSpecial\">\\n<\/span><span class=\"synConstant\">3. \u30b3\u30fc\u30b9\u306e\u300cReserve\u300d\u30dc\u30bf\u30f3\u3092\u62bc\u4e0b\u3059\u308b...<\/span>\"\n<span class=\"synSpecial\">}<\/span>\n<\/pre>\n<p>\u3053\u308c\u306b\u52a0\u3048\u3066\uff1a<br \/>&#8211; HTML\u30d5\u30a1\u30a4\u30eb\u7fa4\uff08\u753b\u9762\u9077\u79fb\u306e\u5404\u30b9\u30c6\u30c3\u30d7\uff09<br \/>&#8211; \u64cd\u4f5c\u306eRecording JSON<\/p>\n<p><strong>AI\u751f\u6210\u51fa\u529b<\/strong><\/p>\n<pre class=\"code gherkin\" data-lang=\"gherkin\" data-unlink=\"\">Feature: \u4e88\u7d04\u7d4c\u8def\uff1a\u30a4\u30f3\u30d0\u30a6\u30f3\u30c9\u4e88\u7d04\u767b\u9332\n\n  @pc @reservation-route-inbound @russian-blue @reservation-route-test @mailpit\n  Scenario Outline: No6-\u30a4\u30f3\u30d0\u30a6\u30f3\u30c9\u4e88\u7d04\u78ba\u8a8d-\u30e1\u30cb\u30e5\u30fc\u30fb\u30b3\u30fc\u30b9\u30ab\u30ec\u30f3\u30c0\u30fc-\u4e88\u7d04\u767b\u9332\n    Given \"PC\"\u5e97\u8217\u8a73\u7d30\"\u30c8\u30c3\u30d7\"\u30da\u30fc\u30b8'{ \"\u5e97\u8217\u540d\": \"<restaurant_name>\" }'\u306b\u79fb\u52d5\u3059\u308b\n    And restaurant\u30b7\u30b9\u30c6\u30e0\u3067\u30c7\u30d0\u30a4\u30b9\"PC\"\u3068\u8a00\u8a9e\"<language>\"\u3092\u8a2d\u5b9a\u3057\u30a4\u30f3\u30d0\u30a6\u30f3\u30c9\u5e97\u8217\u8a73\u7d30\u30c8\u30c3\u30d7\u306b\u79fb\u52d5\u3059\u308b\n    When restaurant\u30b7\u30b9\u30c6\u30e0\u306ePC\u30a4\u30f3\u30d0\u30a6\u30f3\u30c9\"\u5e97\u8217\u8a73\u7d30\u30c8\u30c3\u30d7\"\u30da\u30fc\u30b8\u3067\"Menu\"\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\n    And restaurant\u30b7\u30b9\u30c6\u30e0\u306ePC\u30a4\u30f3\u30d0\u30a6\u30f3\u30c9\"\u5e97\u8217\u8a73\u7d30\u30b3\u30fc\u30b9\"\u30da\u30fc\u30b8\u3067\"<course>\"\u3092\u4e88\u7d04\u3059\u308b\n    ...\n\n    Examples:\n      | language | countryCode | restaurant_name                        | course        | visitDate | childCount |\n      | English  | 1           | \u81ea\u52d5\u30c6\u30b9\u30c852_\u30ce\u30fc\u30c8_\u30a4\u30f3\u30d0\u30a6\u30f3\u30c9\u30ad\u30e3\u30f3\u30dd\u30ea\u6709 | \u30c6\u30b9\u30c8\u30b3\u30fc\u30b92 | 2         | 1          |<\/course><\/language><\/restaurant_name><\/pre>\n<h3 id=\"\u751f\u6210\u3055\u308c\u305fTypeScript\u30b3\u30fc\u30c9\u306e\u54c1\u8cea\u5206\u6790\">\u751f\u6210\u3055\u308c\u305fTypeScript\u30b3\u30fc\u30c9\u306e\u54c1\u8cea\u5206\u6790<\/h3>\n<p>\u5b9f\u969b\u306bAI\u304c\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u306e\u4e00\u4f8b\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\uff1a<\/p>\n<pre class=\"code lang-typescript\" data-lang=\"typescript\" data-unlink=\"\">\nWhenCustomWorld&gt;(\n  <span class=\"synConstant\">\"restaurant\u30b7\u30b9\u30c6\u30e0\u306ePC\u30a4\u30f3\u30d0\u30a6\u30f3\u30c9{string}\u30da\u30fc\u30b8\u3067{string}\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\"<\/span>,\n  <span class=\"synIdentifier\">{<\/span> <span class=\"synStatement\">timeout<\/span>: CUCUMBER_TIMEOUT * <span class=\"synConstant\">1000<\/span> <span class=\"synIdentifier\">}<\/span>,\n  <span class=\"synStatement\">async<\/span> <span class=\"synStatement\">function<\/span> (<span class=\"synPreProc\">pageType<\/span>:<span class=\"synPreProc\"> <\/span><span class=\"synType\">string<\/span><span class=\"synStatement\">,<\/span><span class=\"synPreProc\"> buttonText<\/span>:<span class=\"synPreProc\"> <\/span><span class=\"synType\">string<\/span>) <span class=\"synIdentifier\">{<\/span>\n    <span class=\"synIdentifier\">const<\/span> parsedPageType = z\n      .union(<span class=\"synIdentifier\">[<\/span>z.literal(<span class=\"synConstant\">\"\u5e97\u8217\u8a73\u7d30\u30c8\u30c3\u30d7\"<\/span>)<span class=\"synIdentifier\">]<\/span>)\n      .parse(pageType);\n\n    <span class=\"synStatement\">if<\/span> (parsedPageType === <span class=\"synConstant\">\"\u5e97\u8217\u8a73\u7d30\u30c8\u30c3\u30d7\"<\/span> &amp;&amp; buttonText === <span class=\"synConstant\">\"Menu\"<\/span>) <span class=\"synIdentifier\">{<\/span>\n      <span class=\"synIdentifier\">const<\/span> currentPage = <span class=\"synType\">this<\/span>.scenarioContext.currentPage;\n      \n      <span class=\"synStatement\">if<\/span> (currentPage?.displayName !== <span class=\"synConstant\">\"PC\u30a4\u30f3\u30d0\u30a6\u30f3\u30c9\u5e97\u8217\u8a73\u7d30\u30c8\u30c3\u30d7\"<\/span>) <span class=\"synIdentifier\">{<\/span>\n        <span class=\"synSpecial\">throw<\/span> <span class=\"synIdentifier\">new<\/span> <span class=\"synType\">Error<\/span>(<span class=\"synConstant\">`Expected PC\u30a4\u30f3\u30d0\u30a6\u30f3\u30c9\u5e97\u8217\u8a73\u7d30\u30c8\u30c3\u30d7, but got <\/span><span class=\"synStatement\">${<\/span>currentPage?.displayName<span class=\"synStatement\">}<\/span><span class=\"synConstant\">`<\/span>);\n      <span class=\"synIdentifier\">}<\/span>\n\n      <span class=\"synIdentifier\">const<\/span> inboundTopPage = currentPage <span class=\"synSpecial\">as<\/span> <span class=\"synIdentifier\">InstanceType<\/span>typeof <span class=\"synIdentifier\">pageList<\/span>)[<span class=\"synConstant\">\"PC\u30a4\u30f3\u30d0\u30a6\u30f3\u30c9\u5e97\u8217\u8a73\u7d30\u30c8\u30c3\u30d7\"<\/span>]&gt;;\n      <span class=\"synIdentifier\">const<\/span> coursePage = <span class=\"synStatement\">await<\/span> inboundTopPage.clickMenuButton();\n      <span class=\"synType\">this<\/span>.scenarioContext.currentPage = coursePage;\n    <span class=\"synIdentifier\">}<\/span>\n  <span class=\"synIdentifier\">}<\/span>,\n);\n\n\n<span class=\"synSpecial\">export<\/span> <span class=\"synStatement\">class<\/span> InboundRestaurantDetailCoursePageT <span class=\"synStatement\">extends<\/span> <span class=\"synIdentifier\">RestaurantSystemHelper<\/span>,\n  <span class=\"synIdentifier\">U<\/span> <span class=\"synStatement\">extends<\/span> <span class=\"synIdentifier\">LanguageSelection<\/span>,\n&gt; <span class=\"synStatement\">extends<\/span> PCBasePageT&gt; <span class=\"synIdentifier\">{<\/span>\n  <span class=\"synIdentifier\">#languageMode<\/span>: <span class=\"synIdentifier\">U<\/span>;\n  <span class=\"synStatement\">public<\/span> <span class=\"synIdentifier\">inboundReservationModalCalendar<\/span>: <span class=\"synIdentifier\">InboundReservationModalCalendar<\/span>typeof <span class=\"synIdentifier\">this<\/span>&gt; <span class=\"synStatement\">|<\/span> <span class=\"synType\">null<\/span> = <span class=\"synConstant\">null<\/span>;\n\n  <span class=\"synStatement\">public<\/span> <span class=\"synStatement\">async<\/span> <span class=\"synIdentifier\">reserveCourse<\/span>(<span class=\"synPreProc\">courseName<\/span>:<span class=\"synPreProc\"> <\/span><span class=\"synType\">string<\/span>): <span class=\"synIdentifier\">Promise<\/span>InboundReservationModalCalendartypeof <span class=\"synIdentifier\">this<\/span>&gt;&gt; <span class=\"synIdentifier\">{<\/span>\n    <span class=\"synIdentifier\">const<\/span> courseReserveButtonSelector = <span class=\"synIdentifier\">{<\/span>\n      <span class=\"synStatement\">by<\/span>: <span class=\"synConstant\">\"xpath\"<\/span>,\n      <span class=\"synStatement\">arg<\/span>: <span class=\"synConstant\">`\/\/div[contains(@class, \"rstdtl-course-info\")]\/\/h4[contains(text(), \"<\/span><span class=\"synStatement\">${<\/span>courseName<span class=\"synStatement\">}<\/span><span class=\"synConstant\">\")]\/parent::*\/\/a[contains(@class, \"js-booking\") or contains(text(), \"Reserve\")]`<\/span>,\n    <span class=\"synIdentifier\">}<\/span> <span class=\"synSpecial\">as<\/span> <span class=\"synIdentifier\">const<\/span>;\n\n    <span class=\"synStatement\">await<\/span> seleniumAdapter.clickBy(courseReserveButtonSelector);\n\n    <span class=\"synType\">this<\/span>.inboundReservationModalCalendar = <span class=\"synIdentifier\">new<\/span> InboundReservationModalCalendar(<span class=\"synType\">this<\/span>, <span class=\"synType\">this<\/span>.#languageMode);\n    <span class=\"synStatement\">await<\/span> <span class=\"synType\">this<\/span>.inboundReservationModalCalendar.prepare();\n\n    <span class=\"synStatement\">return<\/span> <span class=\"synType\">this<\/span>.inboundReservationModalCalendar;\n  <span class=\"synIdentifier\">}<\/span>\n<span class=\"synIdentifier\">}<\/span>\n<\/pre>\n<p><strong>\u54c1\u8cea\u5206\u6790\u306e\u30dd\u30a4\u30f3\u30c8<\/strong>\uff1a<\/p>\n<ol>\n<li><strong>\u578b\u5b89\u5168\u6027\u306e\u5fb9\u5e95<\/strong>: zod\u30b9\u30ad\u30fc\u30de\u306b\u3088\u308b\u5b9f\u884c\u6642\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u3068\u9759\u7684\u578b\u63a8\u8ad6<\/li>\n<li><strong>\u8cac\u4efb\u5206\u96e2\u306e\u9069\u5207\u306a\u5b9f\u88c5<\/strong>: Step Definition\u306f\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u3001PageObject\u306f\u753b\u9762\u64cd\u4f5c<\/li>\n<li><strong>\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u306e\u5b9f\u88c5<\/strong>: \u671f\u5f85\u3057\u306a\u3044\u30da\u30fc\u30b8\u72b6\u614b\u306e\u691c\u51fa\uff08\u30ea\u30c8\u30e9\u30a4\u6a5f\u69cb\u306a\u3069\u3082\u542b\u3080\uff09<\/li>\n<li><strong>\u518d\u5229\u7528\u6027\u306e\u78ba\u4fdd<\/strong>: \u8a00\u8a9e\u30e2\u30fc\u30c9\u306a\u3069\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u3088\u308b\u67d4\u8edf\u306a\u5bfe\u5fdc<\/li>\n<li><strong>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u539f\u5247\u306e\u9075\u5b88<\/strong>: \u7d99\u627f\u95a2\u4fc2\u3068Component\u8cac\u4efb\u5206\u96e2\u306e\u9069\u5207\u306a\u5b9f\u88c5<\/li>\n<\/ol>\n<p>\u4eba\u9593\u304c\u66f8\u3044\u305f\u5834\u5408\u306b\u3088\u304f\u3042\u308b\u554f\u984c\uff08\u578b\u306e\u4e0d\u6574\u5408\u3001\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u306e\u4e0d\u5099\u3001\u8cac\u4efb\u5206\u96e2\u306e\u66d6\u6627\u3055\uff09\u3092\u3001AI\u304c\u4e00\u5b9a\u30ec\u30d9\u30eb\u3067\u89e3\u6c7a\u3067\u304d\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u30a2\u30b5\u30fc\u30b7\u30e7\u30f3\u95a2\u6570\u306e\u6d3b\u7528\u3084\u3088\u308a\u9ad8\u5ea6\u306a\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\uff08\u30ea\u30c8\u30e9\u30a4\u6a5f\u69cb\u306a\u3069\uff09\u306b\u3064\u3044\u3066\u306f\u3001\u307e\u3060\u6539\u5584\u306e\u4f59\u5730\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"\u5b9f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306e\u691c\u8a3c\u3078\">\u5b9f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306e\u691c\u8a3c\u3078<\/h3>\n<p>\u3053\u308c\u3089\u306e\u6280\u8853\u5b9f\u88c5\u306b\u3088\u308a\u3001\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u306812\u691c\u8a3c\u9805\u76ee\u306b\u3088\u308b\u9ad8\u7cbe\u5ea6\u306a\u30b3\u30fc\u30c9\u751f\u6210\u30b7\u30b9\u30c6\u30e0\u304c\u5b8c\u6210\u3057\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u6280\u8853\u304c\u5b9f\u969b\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3069\u306e\u3088\u3046\u306a\u52b9\u679c\u3092\u767a\u63ee\u3059\u308b\u306e\u304b\u3001\u5177\u4f53\u7684\u306a\u691c\u8a3c\u304c\u5fc5\u8981\u3067\u3057\u305f\u3002<\/p>\n<p>\u6b21\u7ae0\u3067\u306f\u3001\u30e1\u30fc\u30eb\u53d6\u308a\u8fbc\u307f\u6a5f\u80fd\u306e\u5bfe\u8c61\u306bOMAKASE\u3092\u8ffd\u52a0\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff08\u4ee5\u4e0b\u3001OMAKASE\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff09\u3067\u306e\u5b9f\u969b\u306e\u9069\u7528\u4e8b\u4f8b\u3092\u901a\u3058\u3066\u300197%\u8d85\u306e\u751f\u6210\u7cbe\u5ea6\u304c\u3082\u305f\u3089\u3057\u305f\u5b9a\u91cf\u7684\u52b9\u679c\u3068\u73fe\u5834\u3067\u306e\u4f53\u9a13\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<hr\/>\n<h2 id=\"97\u306e\u6210\u679cOMAKASE\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u898b\u3048\u305f\u65b0\u3057\u3044\u73fe\u5b9f\">97%\u306e\u6210\u679c\uff1aOMAKASE\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u898b\u3048\u305f\u65b0\u3057\u3044\u73fe\u5b9f<\/h2>\n<p>\u4eca\u56de\u79c1\u305f\u3061\u306f\u3001\u30e1\u30fc\u30eb\u53d6\u308a\u8fbc\u307f\u6a5f\u80fd\u306e\u5bfe\u8c61\u306bOMAKASE\u3092\u8ffd\u52a0\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067Phase2\u3092\u9069\u7528\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001<a target=\"_blank\" href=\"https:\/\/owner-support.tabelog.com\/%E3%80%90%E9%A3%9F%E3%81%B9%E3%83%AD%E3%82%B0%E3%83%8E%E3%83%BC%E3%83%88%E3%80%91%E3%83%A1%E3%83%BC%E3%83%AB%E5%8F%96%E3%82%8A%E8%BE%BC%E3%81%BF%E6%A9%9F%E8%83%BD%E3%82%92%E8%A8%AD%E5%AE%9A%E3%81%99%E3%82%8B-64ce834ee3a7d7001c90f50a\">\u98df\u3079\u30ed\u30b0\u30ce\u30fc\u30c8\u306e\u30e1\u30fc\u30eb\u53d6\u308a\u8fbc\u307f\u6a5f\u80fd<\/a>\u3067\u300c\u53d6\u308a\u8fbc\u307f\u53ef\u80fd\u306a\u30b5\u30a4\u30c8\u30921\u3064\u8ffd\u52a0\u3059\u308b\u300d\u3068\u3044\u3046\u5c0f\u3055\u306a\u6a5f\u80fd\u8ffd\u52a0\u3067\u3059\u304c\u3001\u696d\u52d9\u306e\u5f71\u97ff\u7bc4\u56f2\u304c\u5927\u304d\u3044\u305f\u3081\u3001\u5178\u578b\u7684\u306a\u8efd\u5fae\u306a\u4fee\u6b63\u554f\u984c\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3057\u305f\u3002 \u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067Phase2\u3092\u9069\u7528\u3057\u3001AI\u304c\u751f\u6210\u3057\u305f\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9\u3092\u30e1\u30f3\u30d0\u30fc\u304c\u30ec\u30d3\u30e5\u30fc\u3057\u305f\u3068\u304d\u306e\u30b3\u30e1\u30f3\u30c8\u304c\u3053\u3061\u3089\u3067\u3059\u3002<\/p>\n<h3 id=\"\u3053\u308c\u672c\u5f53\u306bAI\u304c\u66f8\u3044\u305f\u306e\">\u300c\u3053\u308c\u3001\u672c\u5f53\u306bAI\u304c\u66f8\u3044\u305f\u306e\uff1f\u300d<\/h3>\n<p>\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u3092\u78ba\u8a8d\u3057\u306a\u304c\u3089\u3001\u79c1\u305f\u3061\u306f\u5370\u8c61\u7684\u306a\u5149\u666f\u3092\u76ee\u306e\u5f53\u305f\u308a\u306b\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p><strong>\u4e8b\u4f8b1: LanguageMode\u30d1\u30e9\u30e1\u30fc\u30bf\u30a8\u30e9\u30fc\u306e\u81ea\u52d5\u4fee\u6b63<\/strong><\/p>\n<pre class=\"code lang-typescript\" data-lang=\"typescript\" data-unlink=\"\">\n<span class=\"synType\">TypeError<\/span>: Cannot read properties of <span class=\"synConstant\">undefined<\/span> (reading <span class=\"synConstant\">'languageMode'<\/span>) \u30a8\u30e9\u30fc\u3092\u4fee\u6b63\u3057\u307e\u3057\u305f\u3002\n\n\ud83d\udd27 \u4fee\u6b63\u5185\u5bb9\n\n\u554f\u984c\u306e\u539f\u56e0:\n\u2022 Step Definition \u3067 getPage() \u547c\u3073\u51fa\u3057\u6642\u306b\u5fc5\u8981\u306a languageMode \u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u4e0d\u8db3\u3057\u3066\u3044\u305f\n\u2022 InboundRestaurantDetailTopPage \u306e\u30b3\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u3067 pageParams.languageMode \u304c <span class=\"synConstant\">undefined<\/span>\n\n\u4fee\u6b63\u3057\u305fStep Definition (<span class=\"synConstant\">5<\/span>\u500b):\n<span class=\"synConstant\">1<\/span>. Step <span class=\"synConstant\">3<\/span> - Menu\u30dc\u30bf\u30f3\u30af\u30ea\u30c3\u30af\n<span class=\"synConstant\">2<\/span>. Step <span class=\"synConstant\">4<\/span> - \u30b3\u30fc\u30b9\u4e88\u7d04\n<span class=\"synConstant\">3<\/span>. Step <span class=\"synConstant\">6<\/span> - \u8a73\u7d30\u60c5\u5831\u5165\u529b\n<span class=\"synConstant\">4<\/span>. Step <span class=\"synConstant\">7<\/span> - \u30e1\u30fc\u30eb\u9001\u4fe1\n<span class=\"synConstant\">5<\/span>. Step <span class=\"synConstant\">9<\/span> - \u30e1\u30fc\u30eb\u8a8d\u8a3cURL\uff08\u65e2\u5b58\u306elanguageSelection\u53d6\u5f97\u65b9\u6cd5\u3092\u7d71\u4e00\u5316\uff09\n\n\u4fee\u6b63\u30d1\u30bf\u30fc\u30f3:\n\n<span class=\"synIdentifier\">const<\/span> currentPage = <span class=\"synStatement\">await<\/span> <span class=\"synType\">this<\/span>.scenarioContext.restaurantSystemHelper.getPage(\n\n\nconst languageSelection = <span class=\"synType\">this<\/span>.scenarioContext.inboundLanguage;\nconst currentPage = <span class=\"synStatement\">await<\/span> <span class=\"synType\">this<\/span>.scenarioContext.restaurantSystemHelper.getPage(\n  languageMode: languageSelection,\n});\n\n\ud83c\udfaf \u6280\u8853\u7684\u8a73\u7d30\n\u2022 \u8a00\u8a9e\u53d6\u5f97: <span class=\"synType\">this<\/span>.scenarioContext.inboundLanguage \u3067\u7d71\u4e00\n\u2022 \u30d1\u30e9\u30e1\u30fc\u30bf: <span class=\"synIdentifier\">{<\/span> <span class=\"synStatement\">languageMode<\/span>: languageSelection <span class=\"synIdentifier\">}<\/span> \u3092\u5168Step Definition\u306b\u8ffd\u52a0\n\u2022 \u65e2\u5b58\u9023\u643a: Step <span class=\"synConstant\">2<\/span> \u306e\u8a00\u8a9e\u8a2d\u5b9a\uff08setInboundDeviceAndLanguage\uff09\u3068\u5b8c\u5168\u9023\u643a\n<\/pre>\n<p><strong>\u4e8b\u4f8b2: \u56fd\u969b\u5316\u5bfe\u5fdc\u306ekeyByType\u4fee\u6b63<\/strong><\/p>\n<blockquote>\n<p><strong>keyByType\u3068\u306f<\/strong>: PageObject\u306b\u304a\u3044\u3066\u3001\u30da\u30fc\u30b8\u306e\u8aad\u307f\u8fbc\u307f\u5b8c\u4e86\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\u306e\u30ad\u30fc\u8981\u7d20\u3067\u3059\u3002\u3053\u306e\u30bb\u30ec\u30af\u30bf\u30fc\u304c\u6b63\u5e38\u306b\u53d6\u5f97\u3067\u304d\u308b\u3053\u3068\u3067\u3001\u30da\u30fc\u30b8\u304c\u5b8c\u5168\u306b\u8868\u793a\u3055\u308c\u3001\u6b21\u306e\u64cd\u4f5c\u306b\u9032\u3081\u308b\u72b6\u614b\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n<\/blockquote>\n<pre class=\"code lang-typescript\" data-lang=\"typescript\" data-unlink=\"\">\n\n\ud83d\udd27 \u4fee\u6b63\u5185\u5bb9\n\n\u4fee\u6b63\u524d\u306e\u554f\u984c:\n\u2022 \u56fa\u5b9a\u306eXPath \n\u2022 \u56fd\u969b\u5316\u975e\u5bfe\u5fdc\uff08\u82f1\u8a9e\u306e\u307f\uff09\n\n\u4fee\u6b63\u5f8c\u306e\u6539\u5584:\nprotected get keyByType(): seleniumAdapter.ByType <span class=\"synIdentifier\">{<\/span>\n  <span class=\"synIdentifier\">const<\/span> tabNameMapper = <span class=\"synIdentifier\">{<\/span>\n    <span class=\"synStatement\">English<\/span>: <span class=\"synConstant\">\"Menu\"<\/span>,\n    <span class=\"synStatement\">\u7b80\u4f53\u4e2d\u6587<\/span>: <span class=\"synConstant\">\"\u83dc\u5355\"<\/span>,\n    <span class=\"synStatement\">\u7e41\u9ad4\u4e2d\u6587<\/span>: <span class=\"synConstant\">\"\u83dc\u55ae\"<\/span>, \n    <span class=\"synStatement\">\ud55c\uad6d\uc5b4<\/span>: <span class=\"synConstant\">\"\uba54\ub274\"<\/span>,\n  <span class=\"synIdentifier\">}<\/span> <span class=\"synSpecial\">as<\/span> <span class=\"synIdentifier\">const<\/span>;\n  \n  <span class=\"synIdentifier\">const<\/span> tabName = tabNameMapper[<span class=\"synType\">this<\/span>.#languageMode];\n  <span class=\"synStatement\">return<\/span> <span class=\"synIdentifier\">{<\/span>\n    <span class=\"synStatement\">by<\/span>: <span class=\"synConstant\">\"xpath\"<\/span>,\n    <span class=\"synStatement\">arg<\/span>: <span class=\"synConstant\">`\/\/*[contains(@class,\"rstdtl-navi__list-item is-selected\")]\/\/*[text()=\"<\/span><span class=\"synStatement\">${<\/span>tabName<span class=\"synStatement\">}<\/span><span class=\"synConstant\">\"]`<\/span>,\n  <span class=\"synIdentifier\">}<\/span>;\n<span class=\"synIdentifier\">}<\/span>\n<\/pre>\n<p><strong>\u4e8b\u4f8b3: XPath\u6700\u9069\u5316\u306b\u3088\u308b\u8981\u7d20\u7279\u5b9a\u306e\u6539\u5584<\/strong><\/p>\n<pre class=\"code lang-typescript\" data-lang=\"typescript\" data-unlink=\"\">\n\u2022 \u5b8c\u5168\u4e00\u81f4\u30de\u30c3\u30c1\u30f3\u30b0: <span class=\"synSpecial\">@class<\/span>=<span class=\"synConstant\">\"js-booking-modal-target\"<\/span> \u306f\u3001class\u5c5e\u6027\u306e\u5024\u304c\u5b8c\u5168\u306b\u4e00\u81f4\u3059\u308b\u5834\u5408\u306e\u307f\u30de\u30c3\u30c1\n\u2022 HTML\u69cb\u9020\u306e\u5b9f\u60c5: \u5b9f\u969b\u306eHTML\u8981\u7d20\u306f\u8907\u6570\u306eCSS\u30af\u30e9\u30b9\u3092\u6301\u3064\u3053\u3068\u304c\u4e00\u822c\u7684\uff08\u4f8b\uff1a<span class=\"synStatement\">class<\/span>=<span class=\"synConstant\">\"c-overlay js-overlay js-booking-modal-target\"<\/span>\uff09\n\u2022 \u30de\u30c3\u30c1\u30f3\u30b0\u5931\u6557: \u4ed6\u306e\u30af\u30e9\u30b9\u304c\u4f75\u8a18\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u5b8c\u5168\u4e00\u81f4\u3067\u306f\u8981\u7d20\u3092\u7279\u5b9a\u3067\u304d\u306a\u3044\n\n\u2705 \u4fee\u6b63\u5185\u5bb9\n\n\u4fee\u6b63\u5f8c\uff08\u6539\u5584\u3055\u308c\u305f\u914d\u6cd5\uff09:\n\n\n\n\u6539\u5584\u70b9:\n\u2022 \u90e8\u5206\u4e00\u81f4\u30de\u30c3\u30c1\u30f3\u30b0: contains(@<span class=\"synStatement\">class<\/span>, <span class=\"synConstant\">\"js-booking-modal-target\"<\/span>) \u306b\u3088\u308a\u3001\u5bfe\u8c61\u30af\u30e9\u30b9\u304c\u542b\u307e\u308c\u3066\u3044\u308c\u3070\u78ba\u5b9f\u306b\u30de\u30c3\u30c1\n\u2022 \u52d5\u7684\u30af\u30e9\u30b9\u5bfe\u5fdc: JavaScript\u306b\u3088\u308b\u52d5\u7684\u306a\u30af\u30e9\u30b9\u8ffd\u52a0\u30fb\u524a\u9664\u306b\u3082\u67d4\u8edf\u306b\u5bfe\u5fdc\n\u2022 \u5805\u7262\u6027\u5411\u4e0a: HTML\u69cb\u9020\u306e\u5fae\u7d30\u306a\u5909\u66f4\u306b\u5bfe\u3059\u308b\u8010\u6027\u3092\u7372\u5f97\n\n\ud83d\udd27 \u8ffd\u52a0\u306e\u5bfe\u7b56\n\nModal\u5185\u64cd\u4f5c\u306e\u7cbe\u5bc6\u5316\u306e\u305f\u3081\u3001\u4ee5\u4e0b\u306e\u8981\u7d20\u306b\u3064\u3044\u3066\u3082\u540c\u69d8\u306e\u4fee\u6b63\u3092\u5b9f\u65bd\uff1a\n\n<span class=\"synConstant\">1<\/span>. \u4eba\u6570\u9078\u629e: \n\n<span class=\"synConstant\">2<\/span>. \u6642\u9593\u9078\u629e: \n\n<span class=\"synConstant\">3<\/span>. \u4e88\u7d04\u30dc\u30bf\u30f3: \n\n\ud83d\udcca \u52b9\u679c\n\u2022 \u8981\u7d20\u7279\u5b9a\u6210\u529f\u7387: <span class=\"synConstant\">100<\/span>%\uff08\u5f93\u6765\u306e\u65ad\u7d9a\u7684\u306a\u5931\u6557\u304b\u3089\u5b89\u5b9a\u5316\uff09\n\u2022 \u5b9f\u884c\u6642\u9593\u77ed\u7e2e: \u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u30a8\u30e9\u30fc\uff08<span class=\"synConstant\">100<\/span>\u79d2\uff09\u306e\u5b8c\u5168\u89e3\u6d88\n\u2022 \u4fdd\u5b88\u6027\u5411\u4e0a: HTML\u69cb\u9020\u5909\u66f4\u3078\u306e\u5bfe\u5fdc\u529b\u5f37\u5316\n<\/pre>\n<p>\u4ee5\u4e0a\u306f\u3001OMAKASE\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306e\u5b9f\u969b\u306eAI\u81ea\u5df1\u4fee\u6b63\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002AI\u304c\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u3092\u30c6\u30b9\u30c8\u5b9f\u884c\u3057\u305f\u969b\u306b\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u304c\u3001AI\u304c\u30a8\u30e9\u30fc\u30ed\u30b0\u3092\u5206\u6790\u3057\u3001\u81ea\u52d5\u7684\u306b\u9069\u5207\u306a\u4fee\u6b63\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u6ce8\u76ee\u3059\u3079\u304d\u70b9\u3068\u3057\u3066\u3001\u4fee\u6b63\u3055\u308c\u305f\u5185\u5bb9\u306f\u30da\u30fc\u30b8\u306expath\u30ec\u30d9\u30eb\u306e\u5fae\u7d30\u306a\u8abf\u6574\u306e\u307f\u3067\u3001\u30b3\u30fc\u30c9\u306e\u6839\u672c\u7684\u306a\u69cb\u9020\u306b\u306f\u554f\u984c\u304c\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p>\u306a\u304a\u3001\u79c1\u305f\u3061\u306f\u6700\u7d42\u7684\u306a\u54c1\u8cea\u78ba\u8a8d\u3068\u3057\u3066\u4eba\u9593\u306b\u3088\u308b\u6226\u7565\u7684\u30ec\u30d3\u30e5\u30fc\u3082\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u306e\u4e8b\u4f8b\u3067\u306f\u4eba\u9593\u306e\u4ecb\u5165\u306f\u4e0d\u8981\u3067\u3057\u305f\u3002AI\u306e12\u691c\u8a3c\u9805\u76ee\u306b\u3088\u308b\u81ea\u5df1\u30c1\u30a7\u30c3\u30af\u3068\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u6642\u306e\u81ea\u52d5\u4fee\u6b63\u306b\u3088\u308a\u3001\u9ad8\u54c1\u8cea\u306a\u30b3\u30fc\u30c9\u304c\u5b8c\u6210\u3057\u305f\u306e\u3067\u3059\u3002<\/p>\n<p><strong>\u300c\u3053\u308c\u3001\u672c\u5f53\u306bAI\u304c\u66f8\u3044\u305f\u30b3\u30fc\u30c9\u306a\u306e\uff1f\u300d<\/strong><\/p>\n<p>\u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u304b\u3089\u601d\u308f\u305a\u6f0f\u308c\u305f\u3053\u306e\u8a00\u8449\u304c\u3001\u79c1\u305f\u3061\u306e\u5b9f\u611f\u3092\u7aef\u7684\u306b\u8868\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u5f93\u6765\u306a\u30890\u304b\u3089\u5168\u30661\u884c1\u884c\u3092\u624b\u52d5\u5165\u529b\u3057\u3066\u3044\u305f\u30b3\u30fc\u30c9\u304c\u3001\u4eca\u3067\u306f\u81ea\u52d5\u7684\u306b\u751f\u6210\u3055\u308c\u3001\u3057\u304b\u3082\u305d\u306e\u54c1\u8cea\u306f\u5b89\u5b9a\u3057\u3066\u9ad8\u3044\u30ec\u30d9\u30eb\u3092\u7dad\u6301\u3057\u3066\u3044\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u4f53\u611f\u3067\u304d\u308b\u5927\u304d\u306a\u5909\u5316\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u5f93\u6765\u306f1\u9031\u9593\u306715\u4ef6\u306e\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u81ea\u52d5\u5316\u304c\u7cbe\u4e00\u676f\u3067\u3057\u305f\u304c\u3001\u73fe\u5728\u3067\u306f37\u4ef6\u3082\u306e\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3092\u81ea\u52d5\u5316\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u306e\u3067\u3059\u30022.5\u500d\u3068\u3044\u3046\u6570\u5b57\u4ee5\u4e0a\u306b\u3001\u300c\u6bce\u65e5\u304c\u9055\u3046\u300d\u3068\u3044\u3046\u5b9f\u611f\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u6570\u5b57\u4ee5\u4e0a\u306b\u6ce8\u76ee\u3059\u3079\u304d\u306f\u3001\u300c\u4fee\u6b63\u304c\u307b\u307c\u4e0d\u8981\u300d\u3068\u3044\u3046\u73fe\u5b9f\u3067\u3057\u305f\u3002<\/p>\n<h3 id=\"\u6570\u5b57\u304c\u8a9e\u308b\u5909\u5316\u306e\u5b9f\u614b\">\u6570\u5b57\u304c\u8a9e\u308b\u5909\u5316\u306e\u5b9f\u614b<\/h3>\n<p>\u611f\u60c5\u7684\u306a\u9a5a\u304d\u3092\u5ba2\u89b3\u7684\u306a\u6570\u5b57\u3067\u691c\u8a3c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002OMAKASE\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001\u65e2\u5b58\u306e\u30e1\u30fc\u30eb\u53d6\u308a\u8fbc\u307f\u4e88\u7d04\u7d4c\u8def\u306b\u65b0\u3057\u3044\u7d4c\u8def\u3092\u8ffd\u52a0\u3059\u308b\u6848\u4ef6\u3067\u3001\u79c1\u305f\u3061\u306e\u6280\u8853\u5b9f\u88c5\u3092\u672c\u683c\u6295\u5165\u3057\u305f\u6700\u521d\u306e\u5b9f\u8a3c\u5b9f\u9a13\u3067\u3057\u305f\u3002<\/p>\n<p><strong>\u6e2c\u5b9a\u53ef\u80fd\u306a\u6210\u679c<\/strong>\uff1a<\/p>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th> \u9805\u76ee <\/th>\n<th> \u5f93\u6765 <\/th>\n<th> AI\u5316\u5f8c <\/th>\n<th> \u6539\u5584\u52b9\u679c <\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td> \u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570 <\/td>\n<td> 0.9\u4eba\u6708 <\/td>\n<td> 0.43\u4eba\u6708 <\/td>\n<td> <strong>52%\u524a\u6e1b<\/strong> <\/td>\n<\/tr>\n<tr>\n<td> \u81ea\u52d5\u5316\u7387 <\/td>\n<td> 24% <\/td>\n<td> 64%\uff08703\u4ef6\/1,102\u4ef6\uff09 <\/td>\n<td> <strong>40%\u5897\u52a0<\/strong> <\/td>\n<\/tr>\n<tr>\n<td> \u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u5de5\u6570 <\/td>\n<td> 1.7\u4eba\u6708 <\/td>\n<td> 0.7\u4eba\u6708 <\/td>\n<td> <strong>58.8%\u524a\u6e1b<\/strong> <\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p><strong>AI\u751f\u6210\u7cbe\u5ea6\u306e\u5b9f\u6e2c\u5024<\/strong>\uff1a<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">\u751f\u6210\u7cbe\u5ea6 = AI\u304c\u751f\u6210\u3057\u81ea\u5df1\u4fee\u6b63\u3057\u305f\u30b3\u30fc\u30c9\u884c\u6570 \/ (AI\u304c\u751f\u6210\u3057\u81ea\u5df1\u4fee\u6b63\u3057\u305f\u30b3\u30fc\u30c9\u884c\u6570 + \u4eba\u9593\u304c\u4fee\u6b63\u3057\u305f\u30b3\u30fc\u30c9\u884c\u6570)<\/pre>\n<p>\u3053\u306e\u8a08\u7b97\u5f0f\u3067\u6e2c\u5b9a\u3057\u305f\u7d50\u679c\uff1a<br \/>&#8211; <strong>Page Object\uff1a97.26%<\/strong>\uff08\u4eba\u9593\u306b\u3088\u308b\u4fee\u6b63\uff1a2.74%\uff09<br \/>&#8211; <strong>Step Definition\uff1a92.63%<\/strong>\uff08\u4eba\u9593\u306b\u3088\u308b\u4fee\u6b63\uff1a7.37%\uff09<\/p>\n<p>\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u5206\u5b50\u306b\u306f\u3001<strong>AI\u306e\u521d\u56de\u751f\u6210\u304b\u3089\u81ea\u5df1\u691c\u8a3c\u30fb\u81ea\u52d5\u4fee\u6b63\u307e\u3067\u306e\u5168\u30d7\u30ed\u30bb\u30b9\u304c\u542b\u307e\u308c\u3066\u3044\u308b<\/strong>\u3053\u3068\u3067\u3059\u3002\u3064\u307e\u308a\u3001AI\u304c\u521d\u56de\u751f\u6210\u2192\u81ea\u5df1\u691c\u8a3c\u2192\u81ea\u52d5\u4fee\u6b63\u3092\u7d4c\u3066\u3001\u6700\u7d42\u7684\u306b\u3069\u3046\u3057\u3066\u3082\u4fee\u6b63\u3067\u304d\u306a\u304b\u3063\u305f\u90e8\u5206\u306e\u307f\u3092\u4eba\u9593\u304c\u4fee\u6b63\u3057\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>AI\u306e\u81ea\u5df1\u4fee\u6b63\u80fd\u529b\u306b\u3088\u308a\u3001\u4eba\u9593\u306b\u3088\u308b\u4fee\u6b63\u306f\u5168\u4f53\u306e3\u301c7%\u7a0b\u5ea6\u306b\u6291\u3048\u3089\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u6570\u5b57\u306f\u3001\u5b9f\u969b\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u6e2c\u5b9a\u3055\u308c\u305f\u3001\u30ea\u30a2\u30eb\u306a\u6210\u679c\u3067\u3059\u3002<\/p>\n<p>\u3067\u306f\u3001\u306a\u305c\u3053\u308c\u307b\u3069\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3067\u304d\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u305d\u306e\u8981\u56e0\u306f\u3001\u79c1\u305f\u3061\u304c\u958b\u767a\u3057\u305f\u300c\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u300d\u3068\u300c12\u306e\u691c\u8a3c\u9805\u76ee\u300d\u306b\u3088\u308b\u591a\u5c64\u7684\u306a\u54c1\u8cea\u4fdd\u8a3c\u30b7\u30b9\u30c6\u30e0\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"\u8a2d\u8a08\u30ac\u30a4\u30c9\u304c\u751f\u304d\u305f\u77ac\u9593\">\u8a2d\u8a08\u30ac\u30a4\u30c9\u304c\u751f\u304d\u305f\u77ac\u9593<\/h3>\n<p>3-4\u7ae0\u3067\u8aac\u660e\u3057\u305f\u6280\u8853\u304c\u5b9f\u969b\u306b\u3069\u3046\u6a5f\u80fd\u3057\u305f\u306e\u304b\u3001\u5177\u4f53\u7684\u306a\u4e8b\u4f8b\u3067\u691c\u8a3c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<h4 id=\"\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u306e\u5b9f\u969b\u306e\u52b9\u679c\">\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u306e\u5b9f\u969b\u306e\u52b9\u679c<\/h4>\n<p><strong>PageObject\u3068ComponentObject\u306e\u81ea\u52d5\u5206\u96e2<\/strong><\/p>\n<p>\u3042\u308bPageObject\u5185\u306bModal\u3001Frame\u7b49\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u8981\u7d20\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u3001\u4fdd\u5b88\u6027\u3092\u62c5\u4fdd\u3059\u308b\u305f\u3081\u3001\u3053\u308c\u3089\u306e\u8981\u7d20\u3068\u64cd\u4f5c\u306fComponent Object\u306b\u5206\u96e2\u3059\u3079\u304d\u3067\u3059\u3002\u5f93\u6765\u306f\u4eba\u9593\u304c\u624b\u52d5\u3067\u8cac\u4efb\u5206\u96e2\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u7d4c\u9a13\u4e0d\u8db3\u306b\u3088\u308a\u9069\u5207\u306a\u5206\u96e2\u304c\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u81ea\u52d5\u30c6\u30b9\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9\u306b\u3088\u308a\u3001AI\u304cPageObject\u3068ComponentObject\u306e\u5f79\u5272\u3092\u9069\u5207\u306b\u7406\u89e3\u3057\u3001\u6b63\u3057\u304f\u5206\u96e2\u3057\u3066\u5b9f\u88c5\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u5b9f\u969b\u306b\u3001\u8907\u96d1\u306aModal\u69cb\u9020\u3092\u6301\u3064\u4e88\u7d04\u753b\u9762\u3067\u3082\u3001AI\u306f\u9069\u5207\u306a\u8cac\u4efb\u5206\u96e2\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"\u81ea\u52d5\u30c6\u30b9\u30c812\u691c\u8a3c\u9805\u76ee\u306e\u5a01\u529b\">\u81ea\u52d5\u30c6\u30b9\u30c812\u691c\u8a3c\u9805\u76ee\u306e\u5a01\u529b<\/h4>\n<p>12\u306e\u691c\u8a3c\u9805\u76ee\u304c\u5b9f\u969b\u306b\u3069\u306e\u3088\u3046\u306a\u52b9\u679c\u3092\u767a\u63ee\u3057\u305f\u306e\u304b\u3001\u5177\u4f53\u7684\u306a\u4e8b\u4f8b\u3067\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u300c\u65e2\u5b58Step\u91cd\u8907\u30c1\u30a7\u30c3\u30af\u3092\u5fc5\u305a\u5b9f\u884c\u3059\u308b\u300d\u3068\u3044\u3046\u9805\u76ee\u3067\u306f\u3001\u65e2\u5b58\u306e\u985e\u4f3c\u5b9f\u88c5\u3092\u81ea\u52d5\u691c\u51fa\u3057\u3001\u91cd\u8907\u3092\u52b9\u679c\u7684\u306b\u56de\u907f\u3067\u304d\u307e\u3057\u305f\u3002DRY\u539f\u5247\u306e\u5fb9\u5e95\u306b\u3088\u308a\u3001\u4fdd\u5b88\u6027\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u300cModal Component\u6761\u4ef6\u521d\u671f\u5316\u78ba\u8a8d\u3092\u5fc5\u305a\u5b9f\u884c\u3059\u308b\u300d\u3068\u3044\u3046\u9805\u76ee\u3067\u306f\u3001\u52d5\u7684\u306b\u8868\u793a\u3055\u308c\u308bModal\u306e\u521d\u671f\u5316\u51e6\u7406\u3092\u78ba\u5b9f\u306b\u5b9f\u88c5\u3057\u3001Flaky\u30c6\u30b9\u30c8\u306e\u539f\u56e0\u3068\u306a\u308b\u8981\u7d20\u3092\u4e8b\u524d\u306b\u6392\u9664\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u3055\u3089\u306b\u5370\u8c61\u7684\u3060\u3063\u305f\u306e\u306f\u3001AI\u306e\u81ea\u52d5\u4fee\u6b63\u80fd\u529b\u3067\u3059\u3002\u30c6\u30b9\u30c8\u5b9f\u884c\u6642\u306b\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u305f\u969b\u3001AI\u306f\u30a8\u30e9\u30fc\u30ed\u30b0\u3092\u5206\u6790\u3057\u3001\u5373\u5ea7\u306b\u9069\u5207\u306a\u4fee\u6b63\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u4fee\u6b63\u5185\u5bb9\u306fxpath\u30ec\u30d9\u30eb\u306e\u7cbe\u5bc6\u306a\u8abf\u6574\u3067\u3001\u30b3\u30fc\u30c9\u306e\u8a2d\u8a08\u601d\u60f3\u306f\u6700\u521d\u304b\u3089\u6b63\u78ba\u306b\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u898b\u3048\u3066\u304d\u305f\u65b0\u3057\u3044\u5730\u5e73\">\u898b\u3048\u3066\u304d\u305f\u65b0\u3057\u3044\u5730\u5e73<\/h3>\n<p>OMAKASE\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u901a\u3058\u3066\u3001\u79c1\u305f\u3061\u306f\u4e00\u5b9a\u306e\u6210\u679c\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u657052%\u524a\u6e1b\u3068\u3044\u3046\u660e\u78ba\u306a\u6570\u5024\u3092\u9054\u6210\u3057\u3001\u54c1\u8cea\u3092\u4fdd\u3061\u306a\u304c\u3089\u306e\u52b9\u7387\u5316\u3092\u5b9f\u73fe\u3067\u304d\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u5e8f\u76e4\u3067\u8a2d\u5b9a\u3057\u305f2\u3064\u306e\u76ee\u6a19\u306b\u3064\u3044\u3066\u3001\u9054\u6210\u72b6\u6cc1\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><strong>\u76ee\u6a191\uff1a\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u309278%\u524a\u6e1b\u3059\u308b\uff082.3\u4eba\u6708 \u2192 0.5\u4eba\u6708\uff09<\/strong><\/p>\n<p>OMAKASE\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f52%\u306e\u524a\u6e1b\u3092\u9054\u6210\u3067\u304d\u307e\u3057\u305f\u3002AI\u3068\u81ea\u52d5\u30c6\u30b9\u30c8\u306b\u3088\u308a0.5\u4eba\u6708\u306e\u624b\u52d5\u5de5\u6570\u3092\u524a\u6e1b\u3057\u3001\u305d\u306e\u524a\u6e1b\u3057\u305f\u5de5\u6570\u3092\u4f7f\u3063\u3066\u81ea\u52d5\u30c6\u30b9\u30c8\u8cc7\u7523\u3092\u69cb\u7bc9\u3067\u304d\u305f\u3053\u3068\u304c\u91cd\u8981\u3067\u3057\u305f\u3002\u76ee\u6a19\u306e78%\u524a\u6e1b\u306b\u5bfe\u3057\u3066\u3001\u73fe\u6642\u70b9\u3067\u306e\u9032\u6357\u306f67%\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u53d6\u308a\u7d44\u307f\u3092\u30e2\u30c7\u30eb\u30b1\u30fc\u30b9\u3068\u3057\u3066\u3001\u4eca\u5f8c\u3082\u30c6\u30b9\u30c8\u5b9f\u884c\u3068\u8cc7\u7523\u69cb\u7bc9\u3092\u4e21\u7acb\u3057\u7d9a\u3051\u308b\u3053\u3068\u3067\u3001\u81ea\u52d5\u30c6\u30b9\u30c8\u306e\u5272\u5408\u304c\u5411\u4e0a\u3057\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u306e\u3055\u3089\u306a\u308b\u524a\u6e1b\u304c\u898b\u8fbc\u3081\u307e\u3059\u3002\u76ee\u6a19\u306f12\u6708\u306b\u9054\u6210\u898b\u8fbc\u307f\u3067\u3059\u3002<\/p>\n<p><strong>\u76ee\u6a192\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u8cc7\u7523\u69cb\u7bc9\u306b\u3088\u308b\u958b\u767aQA\u5de5\u6570\u6bd4\u7387\u306e\u9069\u6b63\u5316<\/strong><\/p>\n<p>OMAKASE\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u300164%\u306e\u81ea\u52d5\u5316\u7387\u3092\u9054\u6210\u3057\u3001\u81ea\u52d5\u30c6\u30b9\u30c8\u8cc7\u7523\u306e\u84c4\u7a4d\u304c\u78ba\u5b9f\u306b\u9032\u884c\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u5b9f\u8a3c\u3067\u304d\u307e\u3057\u305f\u3002\u4eca\u56de\u306e\u7d50\u679c\u304b\u3089\u3001\u81ea\u52d5\u5316\u7387\u309290-95%\u307e\u3067\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3067\u958b\u767a\u3068QA\u306e\u5de5\u6570\u6bd4\u7387\u30921:1\u3078\u3068\u9069\u6b63\u5316\u3067\u304d\u308b\u3053\u3068\u304c\u5224\u660e\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u6c34\u6e96\u3078\u306e\u5230\u9054\u306f\u3001\u3042\u30684-5\u6848\u4ef6\u306e\u7d99\u7d9a\u7684\u306a\u8cc7\u7523\u69cb\u7bc9\u306b\u3088\u308a12\u6708\u672b\u307e\u3067\u306b\u9054\u6210\u53ef\u80fd\u306a\u898b\u8fbc\u307f\u3067\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u8efd\u5fae\u306a\u4fee\u6b63\u554f\u984c\u3068\u3044\u3046\u696d\u754c\u306e\u69cb\u9020\u7684\u8ab2\u984c\u306b\u5bfe\u3059\u308b\u6839\u672c\u7684\u306a\u89e3\u6c7a\u7b56\u3092\u78ba\u7acb\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<hr\/>\n<h2 id=\"\u624b\u52d5QA\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5909\u5316\u3068\u7d44\u7e54\u5c55\u958b\">\u624b\u52d5QA\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5909\u5316\u3068\u7d44\u7e54\u5c55\u958b<\/h2>\n<h3 id=\"\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30ea\u30fc\u30c0\u30fc\u3068\u3057\u3066\u8a8d\u8b58\u3057\u305f\u8ab2\u984c\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30ea\u30fc\u30c0\u30fc\u3068\u3057\u3066\u8a8d\u8b58\u3057\u305f\u8ab2\u984c<\/h3>\n<p>AI4QA Phase2\u306e\u6280\u8853\u7684\u306a\u6210\u529f\u306e\u4e00\u65b9\u3067\u3001\u79c1\u306f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30ea\u30fc\u30c0\u30fc\u3068\u3057\u3066\u5b9f\u88c5\u4e0a\u306e\u8ab2\u984c\u3092\u8a8d\u8b58\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u65b0\u3057\u3044\u6280\u8853\u5c0e\u5165\u6642\u306e\u81ea\u7136\u306a\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u3078\u306e\u5bfe\u5fdc\u304c\u5fc5\u8981\u3060\u3063\u305f\u306e\u3067\u3059\u3002<br \/>\n\u624b\u52d5QA\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u591a\u304f\u306f\u958b\u767a\u7d4c\u9a13\u304c\u5c11\u306a\u304f\u3001Cucumber + Selenium\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u7406\u89e3\u306b\u5b66\u7fd2\u671f\u9593\u3092\u8981\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u753b\u9762HTML\u30d5\u30a1\u30a4\u30eb\u3068\u64cd\u4f5cRecording\u306e\u6e96\u5099\u306b\u3064\u3044\u3066\u3082\u3001\u6280\u8853\u7684\u306a\u7fd2\u5f97\u30d7\u30ed\u30bb\u30b9\u304c\u5fc5\u8981\u3067\u3057\u305f\u3002<br \/>\n\u6280\u8853\u7684\u306a\u89e3\u6c7a\u7b56\u304c\u3044\u304f\u3089\u512a\u308c\u3066\u3044\u3066\u3082\u3001\u30e1\u30f3\u30d0\u30fc\u306e\u30b9\u30ad\u30eb\u30ec\u30d9\u30eb\u306b\u5fdc\u3058\u305f\u52b9\u679c\u7684\u306a\u5b66\u7fd2\u652f\u63f4\u304c\u306a\u3051\u308c\u3070\u3001\u771f\u306e\u6210\u679c\u306f\u5f97\u3089\u308c\u307e\u305b\u3093\u3002\u79c1\u305f\u3061\u30ea\u30fc\u30c0\u30fc\u9663\u306f\u3001\u6280\u8853\u5c0e\u5165\u3068\u4eba\u6750\u80b2\u6210\u3092\u4e21\u7acb\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u30e1\u30f3\u30d0\u30fc\u306e\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u3092\u652f\u63f4\u3057\u305f\u6bb5\u968e\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\">\u30e1\u30f3\u30d0\u30fc\u306e\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u3092\u652f\u63f4\u3057\u305f\u6bb5\u968e\u7684\u30a2\u30d7\u30ed\u30fc\u30c1<\/h3>\n<p>\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u3001\u79c1\u305f\u3061\u306f\u52b9\u679c\u7684\u306a\u5b66\u7fd2\u652f\u63f4\u7b56\u3092\u8a2d\u8a08\u3057\u3001\u6bb5\u968e\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305a\u3001\u30b9\u30e2\u30fc\u30eb\u30b9\u30bf\u30fc\u30c8\u6226\u7565\u306b\u3088\u308b\u5b66\u7fd2\u52b9\u7387\u5316\u3067\u3059\u3002\u30e1\u30f3\u30d0\u30fc\u306e\u5b66\u7fd2\u8ca0\u8377\u3092\u8003\u616e\u3057\u3001\u3044\u304d\u306a\u308a\u8907\u96d1\u306a\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u304b\u3089\u59cb\u3081\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u65e2\u5b58\u30b7\u30ca\u30ea\u30aa\u3078\u306estep\u8ffd\u52a0\u306a\u3069\u3001\u7406\u89e3\u3057\u3084\u3059\u3044\u7bc4\u56f2\u304b\u3089\u30b9\u30bf\u30fc\u30c8\u3059\u308b\u6226\u7565\u3092\u8a2d\u8a08\u3057\u307e\u3057\u305f\u3002\u6210\u529f\u4f53\u9a13\u3092\u901a\u3058\u305f\u81ea\u7136\u306a\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u3092\u4fc3\u9032\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u6b21\u306b\u3001\u30e2\u30d6\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u3088\u308b\u77e5\u8b58\u4f1d\u64ad\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u7d4c\u9a13\u8c4a\u5bcc\u306a\u30e1\u30f3\u30d0\u30fc\u3068\u306e\u5354\u50cd\u306b\u3088\u308b\u52b9\u7387\u7684\u306a\u5b66\u7fd2\u6a5f\u4f1a\u3092\u5275\u51fa\u3057\u3001HTML\u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u3063\u3066\u65e2\u5b58feature\u30d5\u30a1\u30a4\u30eb\u306b\u65b0\u3057\u3044step\u3092\u8ffd\u52a0\u3059\u308b\u5b9f\u8df5\u3092\u901a\u3058\u3066\u3001\u30c1\u30fc\u30e0\u5168\u4f53\u3067\u306e\u77e5\u8b58\u5171\u6709\u6587\u5316\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001\u5b66\u7fd2\u8ca0\u8377\u8efd\u6e1b\u306e\u5b9f\u8a3c\u3068\u5171\u6709\u3082\u91cd\u8981\u3067\u3057\u305f\u3002\u753b\u9762\u64cd\u4f5cRecording\u4e0d\u8981\u3067\u9032\u3081\u3089\u308c\u308b\u30b1\u30fc\u30b9\u3092\u691c\u8a3c\u3057\u3001\u5b66\u7fd2\u30cf\u30fc\u30c9\u30eb\u3092\u4f4e\u6e1b\u3059\u308b\u65b9\u6cd5\u3092\u5b9f\u8a3c\u3057\u307e\u3057\u305f\u3002\u300c\u6bb5\u968e\u7684\u306b\u7fd2\u5f97\u3067\u304d\u308b\u300d\u3068\u3044\u3046\u7d50\u679c\u3092\u30e1\u30f3\u30d0\u30fc\u306b\u5171\u6709\u3059\u308b\u3053\u3068\u3067\u3001AI\u6d3b\u7528\u306b\u304a\u3051\u308b\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u3092\u6700\u9069\u5316\u3067\u304d\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u73fe\u5728\u9032\u884c\u4e2d\u30fb\u5c06\u6765\u306b\u5411\u3051\u305f\u53d6\u308a\u7d44\u307f\u3082\u4e26\u884c\u3057\u3066\u9032\u3081\u3066\u3044\u307e\u3059\u3002<br \/>\nGherkin\u30d9\u30fc\u30b9\u79fb\u884c\u306b\u3088\u308b\u5b66\u7fd2\u52b9\u7387\u5411\u4e0a\u3067\u306f\u3001\u73fe\u5728\u3001\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3092Gherkin\u5f62\u5f0f\u306b\u79fb\u884c\u3059\u308b\u53d6\u308a\u7d44\u307f\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001AI\u3068\u306e\u9023\u643a\u3092\u3088\u308a\u76f4\u611f\u7684\u306b\u3057\u3001\u30e1\u30f3\u30d0\u30fc\u306e\u7406\u89e3\u5ea6\u5411\u4e0a\u3092\u56f3\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"\u30e1\u30f3\u30d0\u30fc\u306e\u6210\u9577\u3092\u5b9f\u611f\u3057\u305f\u77ac\u9593\u90e8\u306e\u5168\u4f53\u4f1a\u8b70\u30c7\u30e2\">\u30e1\u30f3\u30d0\u30fc\u306e\u6210\u9577\u3092\u5b9f\u611f\u3057\u305f\u77ac\u9593\uff1a\u90e8\u306e\u5168\u4f53\u4f1a\u8b70\u30c7\u30e2<\/h3>\n<p>\u305d\u3057\u3066\u3001\u79c1\u304c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30ea\u30fc\u30c0\u30fc\u3068\u3057\u3066\u6700\u3082\u624b\u5fdc\u3048\u3092\u611f\u3058\u305f\u77ac\u9593\u304c\u8a2a\u308c\u307e\u3057\u305f\u3002<br \/>\n\u90e8\u306e\u5168\u4f53\u4f1a\u8b70\u3067\u3001\u624b\u52d5QA\u30a8\u30f3\u30b8\u30cb\u30a2\u51fa\u8eab\u306e\u30e1\u30f3\u30d0\u30fc\u304c\u81ea\u8eab\u306e\u5b66\u7fd2\u6210\u679c\u3092\u30c7\u30e2\u3057\u3066\u304f\u308c\u305f\u306e\u3067\u3059\u3002\u6570\u30f6\u6708\u524d\u307e\u3067\u300cAI\u306a\u3093\u3066\u4f7f\u3048\u308b\u306e\u304b\u306a\uff1f\u300d\u3068\u4e0d\u5b89\u305d\u3046\u306b\u3057\u3066\u3044\u305f\u5f7c\u304c\u3001\u4eca\u3067\u306f\u5802\u3005\u3068\u6210\u679c\u3092\u767a\u8868\u3057\u3066\u3044\u308b\u3002\u305d\u306e\u59ff\u3092\u76ee\u306e\u5f53\u305f\u308a\u306b\u3057\u305f\u6642\u3001\u9069\u5207\u306a\u5b66\u7fd2\u652f\u63f4\u306b\u3088\u308a\u6280\u8853\u7684\u306a\u8ab2\u984c\u3092\u4e57\u308a\u8d8a\u3048\u3089\u308c\u308b\u624b\u5fdc\u3048\u3092\u611f\u3058\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"6\u4eba\u65e5\u304c06\u4eba\u65e5\u306b\u306a\u308a\u307e\u3057\u305f--\u6570\u5b57\u304c\u8a9e\u308b\u6210\u9577\">\u300c6\u4eba\u65e5\u304c0.6\u4eba\u65e5\u306b\u306a\u308a\u307e\u3057\u305f\u300d- \u6570\u5b57\u304c\u8a9e\u308b\u6210\u9577<\/h4>\n<p>\u767a\u8868\u306e\u5192\u982d\u3001\u30e1\u30f3\u30d0\u30fc\u304c\u5831\u544a\u3057\u305f\u6210\u679c\u306b\u4f1a\u5834\u304c\u3056\u308f\u3081\u304d\u307e\u3057\u305f\u3002\u300cAI\uff08Cursor\uff09\u3092\u5341\u5206\u306b\u4f7f\u7528\u3067\u304d\u3066\u3044\u306a\u304b\u3063\u305f\u9803\u3068\u6bd4\u8f03\u3057\u3066\u3001Merge\u3059\u308b\u307e\u3067\u306e\u5b9f\u88c5\u5de5\u6570\u304c\u304a\u304a\u3088\u305d5.4\u4eba\u65e5\u524a\u6e1b\u3067\u304d\u307e\u3057\u305f\u300d\u3068\u5f7c\u306f\u8aac\u660e\u3057\u307e\u3057\u305f\u3002\u5177\u4f53\u7684\u306a\u6570\u5b57\u304c\u793a\u3059\u30a4\u30f3\u30d1\u30af\u30c8\u306f\u5727\u5012\u7684\u3067\u3057\u305f\u3002\u5f93\u6765\u306a\u30896\u4eba\u65e5\u4ee5\u4e0a\u304b\u304b\u3063\u3066\u3044\u305f\u4f5c\u696d\u304c\u3001\u308f\u305a\u304b0.625\u4eba\u65e5\u3067\u5b8c\u4e86\u3057\u305f\u306e\u3067\u3059\u3002\u7d0410\u500d\u306e\u52b9\u7387\u5316\u3068\u3044\u3046\u6570\u5b57\u4ee5\u4e0a\u306b\u3001\u30e1\u30f3\u30d0\u30fc\u81ea\u8eab\u304c\u81ea\u4fe1\u3092\u6301\u3063\u3066\u3053\u306e\u6210\u679c\u3092\u8a9e\u308b\u59ff\u306b\u3001\u79c1\u306f\u6df1\u3044\u611f\u52d5\u3092\u899a\u3048\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"\u5b66\u7fd2\u306e\u8ecc\u8de1\u4e0d\u5b89\u304b\u3089\u81ea\u4fe1\u3078\">\u5b66\u7fd2\u306e\u8ecc\u8de1\uff1a\u4e0d\u5b89\u304b\u3089\u81ea\u4fe1\u3078<\/h4>\n<p>\u7d9a\u3044\u3066\u3001\u30e1\u30f3\u30d0\u30fc\u306f\u81ea\u5206\u306e\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u3092\u632f\u308a\u8fd4\u308a\u307e\u3057\u305f\u3002\u300c\u6700\u521d\u306f\u62c5\u5f53\u6848\u4ef6\u306e\u8907\u96d1\u306a\u696d\u52d9\u30ed\u30b8\u30c3\u30af\u306e\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306a\u3093\u3066\u3001\u3069\u3053\u304b\u3089\u624b\u3092\u3064\u3051\u3066\u3044\u3044\u304b\u308f\u304b\u3089\u306a\u304b\u3063\u305f\u300d\u3068\u6b63\u76f4\u306b\u8a9e\u308a\u307e\u3059\u3002\u300c\u3067\u3082\u3001\u6bb5\u968e\u7684\u306b\u30a2\u30d7\u30ed\u30fc\u30c1\u3057\u3066\u3044\u3051\u3070\u3001\u4e88\u7d04\u8a73\u7d30\u753b\u9762\u304b\u3089\u793e\u5185\u7ba1\u7406\u753b\u9762\u307e\u3067\u3001\u4e00\u3064\u305a\u3064\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002AI\u3068\u306e\u5bfe\u8a71\u3082\u3001\u6700\u521d\u306f\u4f55\u3092\u805e\u3051\u3070\u3044\u3044\u304b\u308f\u304b\u3089\u306a\u304b\u3063\u305f\u3051\u3069\u3001\u4eca\u3067\u306f\u81ea\u7136\u306b\u76f8\u8ac7\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u300d\u5f7c\u306e\u8aac\u660e\u3092\u805e\u3044\u3066\u3044\u308b\u3068\u3001\u3082\u306f\u3084\u300c\u5b66\u7fd2\u8005\u300d\u3067\u306f\u306a\u304f\u300c\u5b9f\u8df5\u8005\u300d\u3068\u3057\u3066\u8a71\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"AI\u3068\u306e\u5354\u50cd\u3067\u898b\u3064\u3051\u305f\u65b0\u3057\u3044\u50cd\u304d\u65b9\">AI\u3068\u306e\u5354\u50cd\u3067\u898b\u3064\u3051\u305f\u65b0\u3057\u3044\u50cd\u304d\u65b9<\/h4>\n<p>\u7279\u306b\u5370\u8c61\u7684\u3060\u3063\u305f\u306e\u306f\u3001\u5177\u4f53\u7684\u306a\u30c8\u30e9\u30d6\u30eb\u89e3\u6c7a\u306e\u4f53\u9a13\u8ac7\u3067\u3057\u305f\u3002\u300c\u540c\u3058Step\u3092\u5171\u6709\u3057\u3066\u3044\u308b\uff12\u3064\u306e\u7570\u306a\u308b\u6a5f\u80fd\u3067\u91cd\u8907\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u3066\u3001\u6700\u521d\u306f\u30d1\u30cb\u30c3\u30af\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3067\u3082\u3001AI\u306b\u72b6\u6cc1\u3092\u8aac\u660e\u3057\u3066\u4e00\u7dd2\u306b\u5206\u6790\u3057\u3066\u3044\u304f\u3046\u3061\u306b\u3001\u9069\u5207\u306a\u6761\u4ef6\u5206\u5c90\u3067\u89e3\u6c7a\u3067\u304d\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3093\u3067\u3059\u300d\u3068\u5f7c\u306f\u632f\u308a\u8fd4\u308a\u307e\u3059\u3002\u300cAI\u3063\u3066\u3001\u601d\u3063\u3066\u3044\u305f\u3088\u308a\u8a71\u3057\u3084\u3059\u304f\u3066\u3001\u4e00\u7dd2\u306b\u554f\u984c\u3092\u89e3\u6c7a\u3057\u3066\u304f\u308c\u308b\u611f\u3058\u306a\u3093\u3067\u3059\u300d\u3068\u3044\u3046\u5f7c\u306e\u8a00\u8449\u304b\u3089\u3001\u5358\u306a\u308b\u300c\u30c4\u30fc\u30eb\u4f7f\u7528\u300d\u3092\u8d85\u3048\u305f\u3001AI\u3068\u306e\u52b9\u679c\u7684\u306a\u5354\u50cd\u95a2\u4fc2\u304c\u751f\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"\u3088\u304b\u3063\u305f\u3053\u3068\u306b\u8fbc\u3081\u3089\u308c\u305f\u6210\u9577\u306e\u5b9f\u611f\">\u300c\u3088\u304b\u3063\u305f\u3053\u3068\u300d\u306b\u8fbc\u3081\u3089\u308c\u305f\u6210\u9577\u306e\u5b9f\u611f<\/h4>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/t\/tabelog_tech_blog\/20251119\/20251119210252.jpg\" alt=\"\u30c7\u30e2\u767a\u8868\u306e\u69d8\u5b50\" width=\"5000\" height=\"2813\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u767a\u8868\u306e\u7d42\u76e4\u3001\u30e1\u30f3\u30d0\u30fc\u304c\u632f\u308a\u8fd4\u3063\u305f\u300c\u3088\u304b\u3063\u305f\u3053\u3068\u300d\u304c\u5370\u8c61\u7684\u3067\u3057\u305f\u3002\u300c\u6bb5\u968e\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u9032\u3081\u3089\u308c\u305f\u3053\u3068\u3001HTML\u30d5\u30a1\u30a4\u30eb\u3092\u3046\u307e\u304f\u6d3b\u7528\u3067\u304d\u305f\u3053\u3068\u3001AI\u306e\u5206\u6790\u7d50\u679c\u306e\u9593\u9055\u3044\u306b\u6c17\u3065\u3051\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3053\u3068\u3001\u305d\u3057\u3066\u30a8\u30e9\u30fc\u5206\u6790\u304b\u3089\u4fee\u6b63\u307e\u3067\u5168\u90e8AI\u306b\u4efb\u305b\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3053\u3068\u300d\u5f7c\u304c\u6319\u3052\u305f\u3053\u308c\u3089\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u5358\u306a\u308b\u6280\u8853\u7684\u306a\u5b66\u7fd2\u6210\u679c\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u554f\u984c\u89e3\u6c7a\u80fd\u529b\u3001\u6279\u5224\u7684\u601d\u8003\u529b\u3001\u305d\u3057\u3066AI\u3068\u306e\u52b9\u679c\u7684\u306a\u5354\u50cd\u30b9\u30ad\u30eb\u306e\u7fd2\u5f97\u3092\u793a\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u597d\u304d\u306b\u306a\u308a\u307e\u3057\u305f\">\u300c\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u597d\u304d\u306b\u306a\u308a\u307e\u3057\u305f\u300d<\/h4>\n<p>\u8cea\u7591\u5fdc\u7b54\u306e\u6642\u9593\u3067\u3001\u53c2\u52a0\u8005\u304b\u3089\u300c\u65e2\u5b58\u306e\u30ed\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\u3068AI4QA\u3001\u3069\u3061\u3089\u304c\u597d\u304d\u3067\u3059\u304b\uff1f\u300d\u3068\u3044\u3046\u8cea\u554f\u304c\u51fa\u307e\u3057\u305f\u3002\u5f7c\u306e\u7b54\u3048\u306f\u5373\u5ea7\u3067\u3057\u305f\u3002\u300c\u81ea\u5206\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u597d\u304d\u306b\u306a\u3063\u305f\u306e\u3067\u3001AI4QA\u306e\u65b9\u304c\u597d\u304d\u3067\u3059\u300d\u6570\u30f6\u6708\u524d\u307e\u3067\u300c\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306f\u96e3\u3057\u305d\u3046\u300d\u3068\u8a00\u3063\u3066\u3044\u305f\u5f7c\u304c\u3001\u4eca\u3067\u306f\u300c\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u597d\u304d\u300d\u3068\u8a00\u3063\u3066\u3044\u308b\u3002\u3053\u306e\u5909\u5316\u3053\u305d\u304c\u3001\u79c1\u305f\u3061\u306e\u53d6\u308a\u7d44\u307f\u306e\u91cd\u8981\u306a\u6210\u679c\u3067\u3057\u305f\u3002\u5358\u306a\u308b\u30c4\u30fc\u30eb\u64cd\u4f5c\u3067\u306f\u306a\u304f\u3001\u5b9f\u969b\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u901a\u3058\u305f\u5b66\u7fd2\u306b\u4fa1\u5024\u3092\u611f\u3058\u3001\u81ea\u5206\u81ea\u8eab\u306e\u53ef\u80fd\u6027\u3092\u767a\u898b\u3067\u304d\u305f\u306e\u3067\u3059\u3002<\/p>\n<h3 id=\"\u7d44\u7e54\u5c55\u958b\u3078\u306e\u78ba\u4fe1\u3068\u9053\u7b4b\">\u7d44\u7e54\u5c55\u958b\u3078\u306e\u78ba\u4fe1\u3068\u9053\u7b4b<\/h3>\n<p>\u30e1\u30f3\u30d0\u30fc\u306e\u6210\u9577\u3092\u76ee\u306e\u5f53\u305f\u308a\u306b\u3057\u305f\u3053\u3068\u3067\u3001\u79c1\u306f\u7d44\u7e54\u5168\u4f53\u3078\u306e\u5c55\u958b\u53ef\u80fd\u6027\u3092\u78ba\u4fe1\u3057\u307e\u3057\u305f\u3002\u52b9\u679c\u7684\u306a\u5b66\u7fd2\u652f\u63f4\u30d7\u30ed\u30bb\u30b9\u304c\u4f53\u7cfb\u5316\u3067\u304d\u305f\u3053\u3068\u3067\u3001\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u306e\u57fa\u76e4\u304c\u6574\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>10\u6708\u4ee5\u964d\u3001\u6708\u5e73\u57474\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3078\u306e\u5c55\u958b\u3092\u8a08\u753b\u3057\u3001AI\u30cd\u30a4\u30c6\u30a3\u30d6\u5316\u30ec\u30d9\u30eb2\u306e\u5b89\u5b9a\u904b\u7528\u306b\u5411\u3051\u305f\u5b66\u7fd2\u652f\u63f4\u4f53\u5236\u306e\u69cb\u7bc9\u3092\u672c\u683c\u5316\u3055\u305b\u3066\u3044\u307e\u3059\u3002\uff08<a target=\"_blank\" href=\"https:\/\/tech-blog.tabelog.com\/entry\/advent-calendar-20241225\">\u30ab\u30ab\u30af\u30b3\u30e0\u793e\u306eAI\u30cd\u30a4\u30c6\u30a3\u30d6\u5316\u3078\u306e\u9053\u306b\u3064\u3044\u3066\u306e\u8a18\u4e8b\u306f\u3053\u3061\u3089<\/a>\uff09<\/p>\n<p>\u6280\u8853\u5c0e\u5165\u3068\u4eba\u6750\u80b2\u6210\u3092\u4e21\u8f2a\u3067\u9032\u3081\u308b\u3053\u3068\u306e\u91cd\u8981\u6027\u3092\u5b9f\u611f\u3057\u307e\u3057\u305f\u3002\u30e1\u30f3\u30d0\u30fc\u306e\u5b66\u7fd2\u652f\u63f4\u304c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u6210\u529f\u306e\u9375\u3067\u3042\u308a\u3001\u500b\u4eba\u306e\u6210\u9577\u304c\u7d44\u7e54\u5168\u4f53\u306e\u5909\u9769\u306b\u3064\u306a\u304c\u308b\u3002\u3053\u308c\u3053\u305d\u304c\u3001AI4QA Phase2\u306e\u771f\u306e\u4fa1\u5024\u3060\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<hr\/>\n<h2 id=\"\u696d\u754c\u5909\u9769\u3078\u306e\u5b9f\u8df5\u7684\u63d0\u8a00\">\u696d\u754c\u5909\u9769\u3078\u306e\u5b9f\u8df5\u7684\u63d0\u8a00<\/h2>\n<h3 id=\"\u5b9f\u8a3c\u3055\u308c\u305f\u89e3\u6c7a\u7b56\">\u5b9f\u8a3c\u3055\u308c\u305f\u89e3\u6c7a\u7b56<\/h3>\n<p>\u79c1\u305f\u3061\u304c\u53d6\u308a\u7d44\u3093\u3067\u304d\u305f\u300c\u8efd\u5fae\u306a\u4fee\u6b63\u554f\u984c\u300d\u306f\u3001QA\u696d\u754c\u5168\u4f53\u304c\u76f4\u9762\u3057\u3066\u3044\u308b\u69cb\u9020\u7684\u306a\u8ab2\u984c\u3067\u3059\u3002\u6a5f\u80fd\u8ffd\u52a0\u3084\u6539\u4fee\u306e\u305f\u3073\u306b\u767a\u751f\u3059\u308b\u56de\u5e30\u30c6\u30b9\u30c8\u5de5\u6570\u306e\u5897\u5927\u3001\u54c1\u8cea\u8981\u6c42\u306e\u9ad8\u5ea6\u5316\u3068\u4eba\u624b\u4e0d\u8db3\u306e\u677f\u631f\u307f\u3002\u5f93\u6765\u306e\u624b\u4f5c\u696d\u306b\u3088\u308b\u54c1\u8cea\u78ba\u4fdd\u624b\u6cd5\u3067\u306f\u3001\u3082\u306f\u3084\u6301\u7d9a\u53ef\u80fd\u6027\u306b\u9650\u754c\u304c\u898b\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001AI4QA Phase2\u306e\u6210\u679c\u306f\u3001\u3053\u306e\u69cb\u9020\u7684\u8ab2\u984c\u306b\u5bfe\u3059\u308b\u73fe\u5b9f\u7684\u306a\u89e3\u6c7a\u7b56\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u657052%\u524a\u6e1b\u306897%\u306e\u81ea\u52d5\u30b3\u30fc\u30c9\u751f\u6210\u7cbe\u5ea6\u306f\u3001\u5358\u306a\u308b\u52b9\u7387\u5316\u4ee5\u4e0a\u306e\u610f\u5473\u3092\u6301\u3061\u307e\u3059\u3002\u305d\u308c\u306f\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u3068\u8cc7\u7523\u69cb\u7bc9\u3092\u4e21\u7acb\u3057\u7d9a\u3051\u308b\u3053\u3068\u3067\u3001\u8efd\u5fae\u306a\u4fee\u6b63\u554f\u984c\u3092\u89e3\u6c7a\u3067\u304d\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002<br \/>\n\u307e\u305f\u3001QA\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6642\u9593\u3092\u300c\u30c6\u30b9\u30c8\u5b9f\u884c\u300d\u304b\u3089\u300c\u54c1\u8cea\u6226\u7565\u306e\u7acb\u6848\u300d\u3078\u3068\u89e3\u653e\u3059\u308b\u53ef\u80fd\u6027\u3092\u5b9f\u8a3c\u3057\u307e\u3057\u305f\u3002\u79c1\u305f\u3061\u304c\u9078\u629e\u3057\u305fAI4QA\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u65e2\u5b58\u306e\u81ea\u52d5\u5316\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308b\u30011.\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3088\u308b\u76f4\u63a5\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30012.\u30ce\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\u306b\u3088\u308b\u81ea\u52d5\u5316\u306b\u5bfe\u3059\u308b\u300c\u7b2c\u4e09\u306e\u9053\u300d\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u79c1\u305f\u3061\u306e\u6210\u529f\u8981\u56e0\u306f\u3001\u4ed6\u306e\u7d44\u7e54\u3067\u3082\u518d\u73fe\u53ef\u80fd\u306a\u6226\u7565\u7684\u5224\u65ad\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002\u696d\u754c\u6a19\u6e96\u3067\u3042\u308bGherkin\u3084PageObject\u306e\u6d3b\u7528\u3001HTML\u30d5\u30a1\u30a4\u30eb\u3084\u64cd\u4f5cRecording \u306b\u3088\u308b\u6697\u9ed9\u77e5\u306e\u660e\u793a\u5316\u3001\u6bb5\u968e\u7684\u5c0e\u5165\u306b\u3088\u308b\u7d44\u7e54\u53d7\u5bb9\u6027\u306e\u5411\u4e0a\u3002\u3053\u308c\u3089\u306e\u8981\u56e0\u306f\u3001\u7d44\u7e54\u898f\u6a21\u3084\u6280\u8853\u30b9\u30bf\u30c3\u30af\u306b\u95a2\u308f\u3089\u305a\u9069\u7528\u53ef\u80fd\u3067\u3042\u308a\u3001\u30b9\u30ad\u30eb\u683c\u5dee\u554f\u984c\u306e\u89e3\u6c7a\u3001\u5c5e\u4eba\u5316\u30ea\u30b9\u30af\u306e\u8efd\u6e1b\u3001\u5de5\u6570\u4e88\u6e2c\u7cbe\u5ea6\u306e\u5411\u4e0a\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"QA\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4fa1\u5024\u9032\u5316\">QA\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4fa1\u5024\u9032\u5316<\/h3>\n<p>\u6211\u3005\u306eAI4QA\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001QA\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4fa1\u5024\u305d\u306e\u3082\u306e\u3092\u518d\u5b9a\u7fa9\u3057\u5411\u4e0a\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u5f93\u6765\u306e\u300c\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u4eba\u300d\u3084\u300c\u30c6\u30b9\u30c8\u5b9f\u884c\u624b\u9806\u3092\u30ce\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\u306b\u6559\u3048\u308b\u4eba\u300d\u304b\u3089\u300c\u54c1\u8cea\u6226\u7565\u3092\u8a2d\u8a08\u3059\u308b\u4eba\u300d\u3078\u306e\u8ee2\u63db\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002AI\u304c\u5f97\u610f\u306a\u30eb\u30fc\u30c1\u30f3\u30ef\u30fc\u30af\u306f\u4efb\u305b\u3001\u4eba\u9593\u306f\u5275\u9020\u6027\u3092\u8981\u3059\u308b\u6226\u7565\u7684\u601d\u8003\u306b\u96c6\u4e2d\u3059\u308b\u3002\u3053\u306e\u5206\u696d\u306b\u3088\u308a\u3001\u4e21\u8005\u306e\u4fa1\u5024\u304c\u6700\u5927\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u300c\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u597d\u304d\u306b\u306a\u308a\u307e\u3057\u305f\u300d\u3068\u3044\u3046\u30e1\u30f3\u30d0\u30fc\u306e\u8a00\u8449\u304c\u8c61\u5fb4\u3059\u308b\u3088\u3046\u306b\u3001AI\u5354\u50cd\u306b\u3088\u308b\u65b0\u3057\u3044\u50cd\u304d\u65b9\u306f\u500b\u4eba\u306e\u53ef\u80fd\u6027\u3092\u5927\u304d\u304f\u62e1\u5f35\u3057\u307e\u3059\u3002\u5f93\u6765\u306e\u54c1\u8cea\u4fdd\u8a3c\u30b9\u30ad\u30eb\u306b\u52a0\u3048\u3066\u3001AI\u6d3b\u7528\u30b9\u30ad\u30eb\u3068\u6226\u7565\u7684\u601d\u8003\u529b\u3092\u4e21\u7acb\u3067\u304d\u308b\u4eba\u6750\u304c\u3001\u4eca\u5f8c\u306eQA\u696d\u754c\u3092\u727d\u5f15\u3057\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002\u6280\u8853\u30b9\u30da\u30b7\u30e3\u30ea\u30b9\u30c8\u3001\u54c1\u8cea\u6226\u7565\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u3001AI\u6d3b\u7528\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u306a\u3069\u3001\u591a\u69d8\u306a\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9\u304c\u898b\u3048\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u672a\u6765\u3078\u306e\u884c\u52d5\">\u672a\u6765\u3078\u306e\u884c\u52d5<\/h3>\n<p>\u3053\u306e\u5909\u9769\u3092\u4e00\u793e\u3060\u3051\u3067\u9032\u3081\u308b\u3053\u3068\u306b\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002\u696d\u754c\u5168\u4f53\u3067\u306e\u53d6\u308a\u7d44\u307f\u304c\u5fc5\u8981\u3067\u3059\u3002\u79c1\u305f\u3061\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u54c1\u8cea\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u3067\u306e\u8ad6\u6587\u767a\u8868\u3092\u8a08\u753b\u3057\u3066\u304a\u308a\u3001\u30aa\u30fc\u30d7\u30f3\u306a\u60c5\u5831\u4ea4\u63db\u306b\u3088\u308a\u696d\u754c\u5168\u4f53\u306e\u767a\u5c55\u306b\u8ca2\u732e\u3057\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002AI\u6d3b\u7528QA\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u696d\u754c\u6a19\u6e96\u3068\u3057\u3066\u78ba\u7acb\u3057\u3001\u540c\u3058\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u7d44\u7e54\u540c\u58eb\u304c\u9023\u643a\u3067\u304d\u308b\u74b0\u5883\u3092\u4f5c\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u54c1\u8cea\u4fdd\u8a3c\u306e\u672a\u6765\u306f\u3001\u79c1\u305f\u3061\u4e00\u4eba\u3072\u3068\u308a\u306e\u624b\u3067\u5275\u3089\u308c\u307e\u3059\u3002\u65b0\u3057\u3044\u6280\u8853\u3092\u6050\u308c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u7a4d\u6975\u7684\u306b\u6d3b\u7528\u3057\u3001\u3088\u308a\u826f\u3044\u50cd\u304d\u65b9\u3092\u6a21\u7d22\u3057\u3066\u3044\u304f\u3002AI\u30cd\u30a4\u30c6\u30a3\u30d6\u5316\u30ec\u30d9\u30eb3\u306e\u5b9f\u73fe\u306b\u3088\u308a\u3001\u54c1\u8cea\u4fdd\u8a3c\u306e\u53ef\u80fd\u6027\u306f\u3055\u3089\u306b\u62e1\u5f35\u3055\u308c\u308b\u3067\u3057\u3087\u3046\u3002\u98df\u3079\u30ed\u30b0QA\u30c1\u30fc\u30e0\u3067\u306f\u3001\u3053\u306e\u5909\u9769\u306e\u6700\u524d\u7dda\u3067\u50cd\u304f\u4ef2\u9593\u3092\u52df\u96c6\u3057\u3066\u3044\u307e\u3059\u3002\u65b0\u3057\u3044\u50cd\u304d\u65b9\u3078\u306e\u6311\u6226\u610f\u6b32\u3001\u30c1\u30fc\u30e0\u3067\u306e\u5b66\u3073\u5408\u3044\u3092\u5927\u5207\u306b\u3059\u308b\u59ff\u52e2\u3001\u305d\u3057\u3066\u696d\u754c\u306e\u672a\u6765\u3092\u4e00\u7dd2\u306b\u5275\u3063\u3066\u3044\u304f\u610f\u6b32\u3092\u6301\u3063\u305f\u65b9\u3005\u3068\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u54c1\u8cea\u4fdd\u8a3c\u306e\u672a\u6765\u3092\u5171\u306b\u5275\u3063\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<hr\/>\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\/ai-for-qa-automation-test\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u306f\u3058\u3081\u306b\uff1aAI4QA Phase1\u304b\u3089Phase2\u3078\u306e\u9032\u5316 \u3053\u3093\u306b\u3061\u306f\u3002\u98df\u3079\u30ed\u30b0\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067AI4QA\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30ea\u30fc\u30c0\u30fc\u3092\u52d9\u3081\u308b\u9ece\u3067\u3059\u3002 \u98df\u3079\u30ed\u30b0\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067\u306f\u30012025\u5e747\u6708\u306b\u300cAI4QA Phas [&hellip;]","protected":false},"author":1,"featured_media":25128,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[2],"tags":[],"class_list":["post-25127","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hatena-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI\u306b\u3088\u308b\u624b\u52d5QA\u306e\u81ea\u52d5\u5316\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u3067\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u309252%\u524a\u6e1b - Tabelog Tech Blog - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/tech-blog.tabelog.com\/entry\/ai-for-qa-automation-test\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI\u306b\u3088\u308b\u624b\u52d5QA\u306e\u81ea\u52d5\u5316\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u3067\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u309252%\u524a\u6e1b - Tabelog Tech Blog - \u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"og:description\" content=\"\u306f\u3058\u3081\u306b\uff1aAI4QA Phase1\u304b\u3089Phase2\u3078\u306e\u9032\u5316 \u3053\u3093\u306b\u3061\u306f\u3002\u98df\u3079\u30ed\u30b0\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067AI4QA\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30ea\u30fc\u30c0\u30fc\u3092\u52d9\u3081\u308b\u9ece\u3067\u3059\u3002 \u98df\u3079\u30ed\u30b0\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067\u306f\u30012025\u5e747\u6708\u306b\u300cAI4QA Phas [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/tech-blog.tabelog.com\/entry\/ai-for-qa-automation-test\" \/>\n<meta property=\"og:site_name\" content=\"\u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"article:published_time\" content=\"2025-11-25T08:55:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/pokecon.jp\/job\/wp-content\/uploads\/2025\/11\/https3A2F2Fcdn-ak.f.st-hatena.com2Fimages2Ffotolife2Ft2Ftabelog_tech_blog2F202511212F202511.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1300\" \/>\n\t<meta property=\"og:image:height\" content=\"728\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"info@pokecon.jp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"info@pokecon.jp\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"3\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/tech-blog.tabelog.com\\\/entry\\\/ai-for-qa-automation-test#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/25127\\\/\"},\"author\":{\"name\":\"info@pokecon.jp\",\"@id\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/#\\\/schema\\\/person\\\/16c9f07b1ba984d165d9aee259bda997\"},\"headline\":\"AI\u306b\u3088\u308b\u624b\u52d5QA\u306e\u81ea\u52d5\u5316\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u3067\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u309252%\u524a\u6e1b &#8211; Tabelog Tech Blog\",\"datePublished\":\"2025-11-25T08:55:31+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/25127\\\/\"},\"wordCount\":352,\"image\":{\"@id\":\"https:\\\/\\\/tech-blog.tabelog.com\\\/entry\\\/ai-for-qa-automation-test#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/https3A2F2Fcdn-ak.f.st-hatena.com2Fimages2Ffotolife2Ft2Ftabelog_tech_blog2F202511212F202511.png\",\"articleSection\":[\"\u306f\u3066\u306a\u30d6\u30ed\u30b0\"],\"inLanguage\":\"ja\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/25127\\\/\",\"url\":\"https:\\\/\\\/tech-blog.tabelog.com\\\/entry\\\/ai-for-qa-automation-test\",\"name\":\"AI\u306b\u3088\u308b\u624b\u52d5QA\u306e\u81ea\u52d5\u5316\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u3067\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u309252%\u524a\u6e1b - Tabelog Tech Blog - \u30dd\u30b1\u30b3\u30f3\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/tech-blog.tabelog.com\\\/entry\\\/ai-for-qa-automation-test#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/tech-blog.tabelog.com\\\/entry\\\/ai-for-qa-automation-test#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/https3A2F2Fcdn-ak.f.st-hatena.com2Fimages2Ffotolife2Ft2Ftabelog_tech_blog2F202511212F202511.png\",\"datePublished\":\"2025-11-25T08:55:31+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/#\\\/schema\\\/person\\\/16c9f07b1ba984d165d9aee259bda997\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/tech-blog.tabelog.com\\\/entry\\\/ai-for-qa-automation-test#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/tech-blog.tabelog.com\\\/entry\\\/ai-for-qa-automation-test\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\\\/\\\/tech-blog.tabelog.com\\\/entry\\\/ai-for-qa-automation-test#primaryimage\",\"url\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/https3A2F2Fcdn-ak.f.st-hatena.com2Fimages2Ffotolife2Ft2Ftabelog_tech_blog2F202511212F202511.png\",\"contentUrl\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/https3A2F2Fcdn-ak.f.st-hatena.com2Fimages2Ffotolife2Ft2Ftabelog_tech_blog2F202511212F202511.png\",\"width\":1300,\"height\":728},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/tech-blog.tabelog.com\\\/entry\\\/ai-for-qa-automation-test#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u30db\u30fc\u30e0\",\"item\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI\u306b\u3088\u308b\u624b\u52d5QA\u306e\u81ea\u52d5\u5316\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u3067\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u309252%\u524a\u6e1b &#8211; Tabelog Tech Blog\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/#website\",\"url\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/\",\"name\":\"\u30dd\u30b1\u30b3\u30f3\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ja\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/#\\\/schema\\\/person\\\/16c9f07b1ba984d165d9aee259bda997\",\"name\":\"info@pokecon.jp\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2b0549cd9f7907c092ca5fbb283baf72337f235726e4b46fa39ec0b701ac2fe2?s=96&d=wavatar&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2b0549cd9f7907c092ca5fbb283baf72337f235726e4b46fa39ec0b701ac2fe2?s=96&d=wavatar&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2b0549cd9f7907c092ca5fbb283baf72337f235726e4b46fa39ec0b701ac2fe2?s=96&d=wavatar&r=g\",\"caption\":\"info@pokecon.jp\"},\"url\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/author\\\/infopokecon-jp\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI\u306b\u3088\u308b\u624b\u52d5QA\u306e\u81ea\u52d5\u5316\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u3067\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u309252%\u524a\u6e1b - Tabelog Tech Blog - \u30dd\u30b1\u30b3\u30f3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/tech-blog.tabelog.com\/entry\/ai-for-qa-automation-test","og_locale":"ja_JP","og_type":"article","og_title":"AI\u306b\u3088\u308b\u624b\u52d5QA\u306e\u81ea\u52d5\u5316\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u3067\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u309252%\u524a\u6e1b - Tabelog Tech Blog - \u30dd\u30b1\u30b3\u30f3","og_description":"\u306f\u3058\u3081\u306b\uff1aAI4QA Phase1\u304b\u3089Phase2\u3078\u306e\u9032\u5316 \u3053\u3093\u306b\u3061\u306f\u3002\u98df\u3079\u30ed\u30b0\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067AI4QA\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30ea\u30fc\u30c0\u30fc\u3092\u52d9\u3081\u308b\u9ece\u3067\u3059\u3002 \u98df\u3079\u30ed\u30b0\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067\u306f\u30012025\u5e747\u6708\u306b\u300cAI4QA Phas [&hellip;]","og_url":"https:\/\/tech-blog.tabelog.com\/entry\/ai-for-qa-automation-test","og_site_name":"\u30dd\u30b1\u30b3\u30f3","article_published_time":"2025-11-25T08:55:31+00:00","og_image":[{"width":1300,"height":728,"url":"https:\/\/pokecon.jp\/job\/wp-content\/uploads\/2025\/11\/https3A2F2Fcdn-ak.f.st-hatena.com2Fimages2Ffotolife2Ft2Ftabelog_tech_blog2F202511212F202511.png","type":"image\/png"}],"author":"info@pokecon.jp","twitter_card":"summary_large_image","twitter_misc":{"\u57f7\u7b46\u8005":"info@pokecon.jp","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"3\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/tech-blog.tabelog.com\/entry\/ai-for-qa-automation-test#article","isPartOf":{"@id":"https:\/\/pokecon.jp\/job\/25127\/"},"author":{"name":"info@pokecon.jp","@id":"https:\/\/pokecon.jp\/job\/#\/schema\/person\/16c9f07b1ba984d165d9aee259bda997"},"headline":"AI\u306b\u3088\u308b\u624b\u52d5QA\u306e\u81ea\u52d5\u5316\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u3067\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u309252%\u524a\u6e1b &#8211; Tabelog Tech Blog","datePublished":"2025-11-25T08:55:31+00:00","mainEntityOfPage":{"@id":"https:\/\/pokecon.jp\/job\/25127\/"},"wordCount":352,"image":{"@id":"https:\/\/tech-blog.tabelog.com\/entry\/ai-for-qa-automation-test#primaryimage"},"thumbnailUrl":"https:\/\/pokecon.jp\/job\/wp-content\/uploads\/2025\/11\/https3A2F2Fcdn-ak.f.st-hatena.com2Fimages2Ffotolife2Ft2Ftabelog_tech_blog2F202511212F202511.png","articleSection":["\u306f\u3066\u306a\u30d6\u30ed\u30b0"],"inLanguage":"ja"},{"@type":"WebPage","@id":"https:\/\/pokecon.jp\/job\/25127\/","url":"https:\/\/tech-blog.tabelog.com\/entry\/ai-for-qa-automation-test","name":"AI\u306b\u3088\u308b\u624b\u52d5QA\u306e\u81ea\u52d5\u5316\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u3067\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u309252%\u524a\u6e1b - Tabelog Tech Blog - \u30dd\u30b1\u30b3\u30f3","isPartOf":{"@id":"https:\/\/pokecon.jp\/job\/#website"},"primaryImageOfPage":{"@id":"https:\/\/tech-blog.tabelog.com\/entry\/ai-for-qa-automation-test#primaryimage"},"image":{"@id":"https:\/\/tech-blog.tabelog.com\/entry\/ai-for-qa-automation-test#primaryimage"},"thumbnailUrl":"https:\/\/pokecon.jp\/job\/wp-content\/uploads\/2025\/11\/https3A2F2Fcdn-ak.f.st-hatena.com2Fimages2Ffotolife2Ft2Ftabelog_tech_blog2F202511212F202511.png","datePublished":"2025-11-25T08:55:31+00:00","author":{"@id":"https:\/\/pokecon.jp\/job\/#\/schema\/person\/16c9f07b1ba984d165d9aee259bda997"},"breadcrumb":{"@id":"https:\/\/tech-blog.tabelog.com\/entry\/ai-for-qa-automation-test#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/tech-blog.tabelog.com\/entry\/ai-for-qa-automation-test"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/tech-blog.tabelog.com\/entry\/ai-for-qa-automation-test#primaryimage","url":"https:\/\/pokecon.jp\/job\/wp-content\/uploads\/2025\/11\/https3A2F2Fcdn-ak.f.st-hatena.com2Fimages2Ffotolife2Ft2Ftabelog_tech_blog2F202511212F202511.png","contentUrl":"https:\/\/pokecon.jp\/job\/wp-content\/uploads\/2025\/11\/https3A2F2Fcdn-ak.f.st-hatena.com2Fimages2Ffotolife2Ft2Ftabelog_tech_blog2F202511212F202511.png","width":1300,"height":728},{"@type":"BreadcrumbList","@id":"https:\/\/tech-blog.tabelog.com\/entry\/ai-for-qa-automation-test#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u30db\u30fc\u30e0","item":"https:\/\/pokecon.jp\/job\/"},{"@type":"ListItem","position":2,"name":"AI\u306b\u3088\u308b\u624b\u52d5QA\u306e\u81ea\u52d5\u5316\uff1a\u81ea\u52d5\u30c6\u30b9\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306eAI\u5316\u3067\u30c6\u30b9\u30c8\u5b9f\u884c\u5de5\u6570\u309252%\u524a\u6e1b &#8211; Tabelog Tech Blog"}]},{"@type":"WebSite","@id":"https:\/\/pokecon.jp\/job\/#website","url":"https:\/\/pokecon.jp\/job\/","name":"\u30dd\u30b1\u30b3\u30f3","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/pokecon.jp\/job\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":"Person","@id":"https:\/\/pokecon.jp\/job\/#\/schema\/person\/16c9f07b1ba984d165d9aee259bda997","name":"info@pokecon.jp","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/secure.gravatar.com\/avatar\/2b0549cd9f7907c092ca5fbb283baf72337f235726e4b46fa39ec0b701ac2fe2?s=96&d=wavatar&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/2b0549cd9f7907c092ca5fbb283baf72337f235726e4b46fa39ec0b701ac2fe2?s=96&d=wavatar&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/2b0549cd9f7907c092ca5fbb283baf72337f235726e4b46fa39ec0b701ac2fe2?s=96&d=wavatar&r=g","caption":"info@pokecon.jp"},"url":"https:\/\/pokecon.jp\/job\/author\/infopokecon-jp\/"}]}},"_links":{"self":[{"href":"https:\/\/pokecon.jp\/job\/wp-json\/wp\/v2\/posts\/25127","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pokecon.jp\/job\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pokecon.jp\/job\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pokecon.jp\/job\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/pokecon.jp\/job\/wp-json\/wp\/v2\/comments?post=25127"}],"version-history":[{"count":1,"href":"https:\/\/pokecon.jp\/job\/wp-json\/wp\/v2\/posts\/25127\/revisions"}],"predecessor-version":[{"id":25129,"href":"https:\/\/pokecon.jp\/job\/wp-json\/wp\/v2\/posts\/25127\/revisions\/25129"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pokecon.jp\/job\/wp-json\/wp\/v2\/media\/25128"}],"wp:attachment":[{"href":"https:\/\/pokecon.jp\/job\/wp-json\/wp\/v2\/media?parent=25127"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pokecon.jp\/job\/wp-json\/wp\/v2\/categories?post=25127"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pokecon.jp\/job\/wp-json\/wp\/v2\/tags?post=25127"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}