{"id":30088,"date":"2025-12-13T23:00:45","date_gmt":"2025-12-13T14:00:45","guid":{"rendered":"https:\/\/www.skyarch.net\/blog\/?p=30088"},"modified":"2025-12-24T15:41:12","modified_gmt":"2025-12-24T06:41:12","slug":"amazon-nova-act%e3%82%92%e5%88%a9%e7%94%a8%e3%81%97%e3%81%9f-web%e3%82%b3%e3%83%b3%e3%83%86%e3%83%b3%e3%83%84%e8%a7%a3%e6%9e%90-builders-session%e3%81%ab%e5%8f%82%e5%8a%a0%e3%81%97%e3%81%be%e3%81%97","status":"publish","type":"post","link":"https:\/\/www.skyarch.net\/blog\/amazon-nova-act%e3%82%92%e5%88%a9%e7%94%a8%e3%81%97%e3%81%9f-web%e3%82%b3%e3%83%b3%e3%83%86%e3%83%b3%e3%83%84%e8%a7%a3%e6%9e%90-builders-session%e3%81%ab%e5%8f%82%e5%8a%a0%e3%81%97%e3%81%be%e3%81%97\/","title":{"rendered":"Amazon Nova Act\u3092\u5229\u7528\u3057\u305f Web\u30b3\u30f3\u30c6\u30f3\u30c4\u89e3\u6790 Builders Session\u306b\u53c2\u52a0\u3057\u307e\u3057\u305f"},"content":{"rendered":"<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u672c\u8a18\u4e8b\u306f<a href=\"https:\/\/qiita.com\/advent-calendar\/2025\/japan-aws-ambassador\" title=\"Japan AWS Ambassador Advent Calendar 2025\">Japan AWS Ambassador Advent Calendar 2025<\/a>\u306e14\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n<p>\u53ca\u3073\u3001<a href=\"https:\/\/qiita.com\/advent-calendar\/2025\/aws-discovery-camp\">AWS DISCOVERY CAMP\/AWS BUILDERS GUILD\/\u3086\u308b\u3075\u308f\u30b9\u30bf\u30c7\u30a3 Advent Calendar 2025<\/a>\u306e25\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n<p>\u30e9\u30b9\u30d9\u30ac\u30b9\u3067\u306f\u71b1\u6c17\u306b\u3042\u3075\u308c\u5145\u5b9f\u3057\u305f\u65e5\u3005\u3092\u9001\u308a\u307e\u3057\u305f\u304c\u3001\u53cd\u52d5\u304b\u3089\u304b\u5e30\u56fd\u65e5\u306b\u4f53\u8abf\u3092\u5d29\u3057\u5e30\u56fd\u5f8c2-3\u65e5\u306e\u8a18\u61b6\u304c\u3042\u308a\u307e\u305b\u3093\ud83d\ude05 \u7686\u69d8\u3082\u4f53\u8abf\u7ba1\u7406\u304a\u6c17\u3092\u3064\u3051\u4e0b\u3055\u3044\uff01<\/p>\n<p>\u3055\u3066\u3001<a href=\"https:\/\/www.skyarch.net\/blog\/strands-agents%e3%82%92%e5%88%a9%e7%94%a8%e3%81%97%e3%81%9faws-backup%e3%81%ae%e6%9c%80%e9%81%a9%e5%8c%96-builders-session%e3%81%ab%e5%8f%82%e5%8a%a0%e3%81%97%e3%81%be%e3%81%97%e3%81%9f\/\" title=\"\u524d\u56de\u8a18\u4e8b\">\u524d\u56de\u8a18\u4e8b<\/a>\u306b\u5f15\u304d\u7d9a\u304d\u53c2\u52a0\u30ec\u30dd\u30fc\u30c8\u3068\u306a\u308a\u307e\u3059\u3002<br \/>\nAWS re:Invent2025\u3067\u958b\u50ac\u3055\u308c\u305fBuilders Session<br \/>\nAutomate Review Analysis with Nova Act and Generative AI [NTA301] \u306b\u53c2\u52a0\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u203b\u73fe\u6642\u70b9\u3067\u306f\u3001Nova Act\u30b5\u30fc\u30d3\u30b9\u306f\u7c73\u56fd\u6771\u90e8\uff08\u30d0\u30fc\u30b8\u30cb\u30a2\u5317\u90e8\uff09\u30ea\u30fc\u30b8\u30e7\u30f3\u3067\u306e\u307f\u63d0\u4f9b\u3055\u308c\u3066\u304a\u308a\u3001\u6771\u4eac\u30ea\u30fc\u30b8\u30e7\u30f3\u304b\u3089\u306f\u5229\u7528\u3067\u304d\u307e\u305b\u3093\u3002\uff08\u4e00\u90e8\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u30b5\u30fc\u30d3\u30b9\u3078\u3082\u3001\u65e5\u672c\u304b\u3089\u306f\u30a2\u30af\u30bb\u30b9\u3067\u304d\u307e\u305b\u3093\uff09<\/p>\n<p>\u307e\u305f\u3001API\u30ad\u30fc\u767a\u884c\u7b49\u306b\u306f Amazon.com \u30a2\u30ab\u30a6\u30f3\u30c8\uff08.co.jp\u3067\u306f\u7121\u3044\uff09\u3082\u5fc5\u8981\u3068\u3044\u3046\u4e8b\u3084\u898f\u7d04\u30fb\u30e9\u30a4\u30bb\u30f3\u30b9\u7b49\u3067\u3001\u3059\u3050\u306b\u6d3b\u7528\u3059\u308b\u4e8b\u306f\u73fe\u6642\u70b9\u3067\u306f\u96e3\u3057\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u306e\u3067\u3001\u3053\u3093\u306a\u30b3\u30fc\u30c9\u3067\u3053\u306e\u3088\u3046\u306b\u52d5\u4f5c\u3059\u308b\u306e\u306d\u7a0b\u5ea6\u306b\u3054\u89a7\u9802\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2>\u76ee\u6b21<\/h2>\n<ul>\n<li><a href=\"#overview\">\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u6982\u8981<\/a><\/li>\n<li><a href=\"#aboutnovaact\">NovaAct\u3068\u306f<\/a><\/li>\n<li><a href=\"#results\">\u5b9f\u969b\u306b\u5229\u7528\u3057\u3066\u307f\u308b<\/a><\/li>\n<li><a href=\"#roundup\">\u307e\u3068\u3081<\/a><\/li>\n<\/ul>\n<h2>\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u6982\u8981 <a id=overview><\/a><\/h2>\n<h3>\u53c2\u52a0\u3057\u305f\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u306f\u4e0b\u8a18\u306e\u3088\u3046\u306a\u4e8b\u3092\u89e3\u8aac\u9802\u304d\u30fb\u5b9f\u65bd\u3057\u307e\u3057\u305f<\/h3>\n<ul>\n<li>Nova Act\u3092\u4f7f\u7528\u3057\u305fWeb\u81ea\u52d5\u64cd\u4f5c<br \/>\n\u81ea\u7136\u8a00\u8a9e\u6307\u793a\u3067\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3068\u5bfe\u8a71\u3067\u304d\u308bAmazon\u306e\u6700\u65b0AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4f7f\u7528\u65b9\u6cd5<\/li>\n<li>\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u51e6\u7406<br \/>\n\u30a6\u30a7\u30d6\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u6574\u7406\u3055\u308c\u305f\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u5909\u63db<\/li>\n<li>\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf\u62bd\u51fa<br \/>\n\u30da\u30fc\u30b8\u30cd\u30fc\u30b7\u30e7\u30f3\u3001\u518d\u8a66\u884c\u3001\u30a8\u30e9\u30fc\u51e6\u7406\u306a\u3069\u306e\u5b9f\u4e16\u754c\u306e\u8ab2\u984c\u306b\u5bfe\u5fdc<\/li>\n<li>\u5b9f\u8df5\u7684\u306a\u5fdc\u7528<br \/>\n\u3053\u308c\u3089\u306e\u30b9\u30ad\u30eb\u3092\u4efb\u610f\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u9069\u7528<\/li>\n<\/ul>\n<h4>\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7<\/h4>\n<ul>\n<li>\u63d0\u793a\u3055\u308c\u305f\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\uff08Web\u30b3\u30f3\u30c6\u30f3\u30c4\u304b\u3089\u60c5\u5831\u53ce\u96c6\uff09<\/li>\n<li>\u63d0\u793a\u3055\u308c\u305f\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\uff08\u53ce\u96c6\u3057\u305f\u60c5\u5831\u89e3\u6790 \uff09<\/li>\n<\/ul>\n<p>\u63d0\u793a\u3055\u308c\u305f\u30b3\u30fc\u30c9\u3092\u5229\u7528\u3059\u308b\u3068\u3001\u3042\u308bWeb\u30b5\u30a4\u30c8\u304b\u3089\u30e6\u30fc\u30b6\u30ec\u30d3\u30e5\u30fc\u3092\u53ce\u96c6\u30fb\u69cb\u9020\u5316\u3001\u304a\u3088\u3073\u5206\u6790\u3059\u308b\u4e8b\u304c\u3067\u304d\u307e\u3057\u305f\u3002<br \/>\n\u305d\u306e\u3088\u3046\u306a\u77e5\u898b\u3092\u3001\u7af6\u5408\u8abf\u67fb\u3001\u5e02\u5834\u5206\u6790\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u96c6\u7d04\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306a\u3069\u3001\u591a\u69d8\u306a\u30b7\u30ca\u30ea\u30aa\u306b\u9069\u7528\u3057\u3066\u3044\u304f\u4e8b\u304c\u53ef\u80fd\u3068\u306a\u308b\u3001\u3068\u3044\u3063\u305f\u5185\u5bb9\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2>Nova Act\u3068\u306f\u3000<a id=aboutnovaact><\/a><\/h2>\n<h3>\u6982\u8981<\/h3>\n<p>Nova 2 Lite\u30e2\u30c7\u30eb\u3092\u30d9\u30fc\u30b9\u306b\u69cb\u7bc9\u3055\u308c\u3001Amazon Nova\u30e2\u30c7\u30eb\u30d5\u30a1\u30df\u30ea\u30fc\u306e\u4e00\u90e8\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u3066\u3044\u308bAmazon Nova Act\u306f\u3001\u30d6\u30e9\u30a6\u30b6UI\u306e\u81ea\u52d5\u5316\u3068\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5b9f\u884c\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9\u3068\u306a\u308a\u307e\u3059\u3002<br \/>\n\u5358\u306a\u308b\u30e2\u30c7\u30eb\u3067\u306f\u306a\u304f\u3001\u30e2\u30c7\u30eb+\u5b9f\u884c\u74b0\u5883+SDK\u306e\u7d71\u5408\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u65e5\u672c\u304b\u3089\u3067\u3082\u78ba\u8a8d\u3067\u304d\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/h3>\n<h4>Nova Act\u6982\u8981<\/h4>\n<p><a href=\"https:\/\/aws.amazon.com\/jp\/nova\/act\/\">https:\/\/aws.amazon.com\/jp\/nova\/act\/<\/a><\/p>\n<h4>\u8cbb\u7528<\/h4>\n<p><a href=\"https:\/\/aws.amazon.com\/jp\/nova\/pricing\/\">https:\/\/aws.amazon.com\/jp\/nova\/pricing\/<\/a><\/p>\n<h4>\u30e6\u30fc\u30b6\u30ac\u30a4\u30c9<\/h4>\n<p><a href=\"https:\/\/docs.aws.amazon.com\/nova-act\/latest\/userguide\/what-is-nova-act.html\">https:\/\/docs.aws.amazon.com\/nova-act\/latest\/userguide\/what-is-nova-act.html<\/a><\/p>\n<h4>\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/h4>\n<p><a href=\"https:\/\/github.com\/amazon-agi-labs\/nova-act-samples\">https:\/\/github.com\/amazon-agi-labs\/nova-act-samples<\/a><\/p>\n<h4>\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/h4>\n<p>Amazon Nova Act \u30d8\u30c3\u30c9\u30ec\u30b9\u30e2\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u81ea\u52d5\u30b9\u30e2\u30fc\u30af\u30c6\u30b9\u30c8\u3092\u5b9f\u88c5\u3059\u308b<br \/>\n<a href=\"https:\/\/aws.amazon.com\/jp\/blogs\/machine-learning\/implement-automated-smoke-testing-using-amazon-nova-act-headless-mode\/\">https:\/\/aws.amazon.com\/jp\/blogs\/machine-learning\/implement-automated-smoke-testing-using-amazon-nova-act-headless-mode\/<\/a><\/p>\n<h3>Dr. Swami Keynote - Nova Act GA\u767a\u8868\u90e8\u5206 \u516c\u5f0fYouTube\u3088\u308a<\/h3>\n<p><iframe loading=\"lazy\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/prVdCIHlipg?si=OBO18aWQnzEVkjZ1&amp;start=4523\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<h2>\u5b9f\u969b\u306b\u5229\u7528\u3057\u3066\u307f\u308b <a id=results><\/a><\/h2>\n<p>\u5f0a\u793e\u306e\u30d6\u30ed\u30b0\u30da\u30fc\u30b8\u3078\u30a2\u30af\u30bb\u30b9\u3057\u6700\u65b0\u8a18\u4e8b\u3078\u30a2\u30af\u30bb\u30b9\u3001\u6700\u4e0b\u6bb5\u8fd1\u304f\u306e\u57f7\u7b46\u8005\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u30b3\u30fc\u30c9\u3068\u306a\u308a\u307e\u3059\u3002<br \/>\n\u516c\u5f0f\u306b\u306f\u65e5\u672c\u8a9e\u5bfe\u5fdc\u3055\u308c\u3066\u3044\u306a\u3044\u30cf\u30ba\u3067\u3059\u304c\u3001.act \u6307\u793a\u51fa\u3057\u3067\u3059\u3093\u306a\u308a\u52d5\u4f5c\u3057\u3066\u3057\u307e\u3063\u305f\u306e\u3067\u9a5a\u304d\u307e\u3057\u305f\ud83d\ude05<\/p>\n<p>\u8a66\u3059\u4e2d\u3067\u7279\u306b\u30cf\u30de\u308b\u70b9\u306f\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u8981\u7d20\u3092\u63a2\u3059\u969b\u306b\u52dd\u624b\u306b\u30b9\u30af\u30ed\u30fc\u30eb\u30c0\u30a6\u30f3\u3057\u3066\u3044\u3063\u3066\u304f\u308c\u308b\u306e\u3067\u3059\u304c<br \/>\n\u8981\u7d20\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u5834\u5408\u3001\u30d5\u30c3\u30bf\u30fc\u306b\u542b\u307e\u308c\u308b\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u904e\u53bb\u8a18\u4e8b\u3092\u5ef6\u3005\u3068\u898b\u7d9a\u3051\u3066\u3057\u307e\u3046\u7b49<br \/>\n\u8a66\u884c\u56de\u6570\u3092\u5236\u9650\u3057\u3066\u3042\u3052\u308b\u5fc5\u8981\u304c\u3042\u308b\u4e8b\u3084\u3001\u660e\u78ba\u306a\u6307\u793a\u51fa\u3057\u3092\u3057\u305f\u3064\u3082\u308a\u3067\u3082\u3046\u307e\u304f\u884c\u304b\u306a\u3044\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u3046\u3044\u3063\u305f\u70b9\u306f\u3001Playwright API\u3068\u306e\u4f75\u7528\u3084\u6307\u793a\u306e\u51fa\u3057\u65b9\u3092\u5909\u3048\u308b\u7b49\u304c\u5fc5\u8981\u3068\u611f\u3058\u307e\u3057\u305f\u3002<br \/>\n\u307e\u305f\u3001\u5b9f\u969b\u306b\u30d0\u30c3\u30c1\u306e\u3088\u3046\u306a\u5f62\u3067\u3001\u547c\u3073\u51fa\u3059\u969b\u306b\u306f\u5b9f\u884c\u6642\u9593\u304c\u5897\u3048\u308b\u4e8b\u3067\u8cbb\u7528\u306b\u3082\u8df3\u306d\u308b\u305f\u3081\u3069\u3053\u3067\u7d42\u3048\u308b\u304b\u3001\u3069\u306e\u90e8\u5206\u3092\u7e70\u308a\u8fd4\u3057\u5b9f\u884c\u3055\u305b\u308b\u304b\u3082\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u611f\u3058\u307e\u3057\u305f\u3002<\/p>\n<p>\u203b\u5b9f\u969b\u306b\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u3067\u63d0\u793a\u3055\u308c\u305f\u30b3\u30fc\u30c9\u3067\u306f\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u5236\u5fa1\uff08X\u56de\u8a66\u884c\u3057\u3066\u8ae6\u3081\u308b\u3001\u30c7\u30fc\u30bf\u69cb\u9020\u5316\u3001Playwright API\u3068\u306e\u4f75\u7528\uff09\u3092\u5b9f\u65bd\u3055\u308c\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u4ee5\u4e0b\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u307f\u3067\u52d5\u4f5c\u78ba\u8a8d\u51fa\u6765\u305f\u7bc4\u56f2\u306e\u8d85\u7c21\u6613\u30c7\u30e2\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3>\u5b9f\u884c\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0<\/h3>\n<p>\u5b9f\u8cea\u66f8\u3044\u305f\u5185\u5bb9\u306f\u3001Web\u30da\u30fc\u30b8\u306eURL\u3068 .act \u5185\u306e\u6307\u793a\u6587\u7ae0\u3060\u3051\u3067\u52d5\u4f5c\u3057\u3061\u3083\u3044\u307e\u3059...\u51c4\u3044<\/p>\n<pre>\nimport time\nimport logging\nfrom nova_act import NovaAct\n\n# Set up logging\nlogging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')\nlogger = logging.getLogger(__name__)\n\ndef main():\n    \"\"\"Main extraction function.\"\"\"\n    logger.info(\"Starting\")\n\n    # Initialize Nova Act\n    nova = NovaAct(\n        starting_page=\"https:\/\/www.skyarch.net\/blog\/\", \n        headless=False\n    )\n\n    try:\n        nova.start()\n        logger.info(\"Browser started successfully\")\n\n        # \u6307\u793a\u7121\u3057\u3067\u3082\u3001Popup\u304c\u51fa\u308b\u3068\u6d88\u3059\u51e6\u7406\u3092\u81ea\u52d5\u7684\u306b\u5b9f\u65bd\u3057\u3066\u304f\u308c\u308b\u4e8b\u304c\u3042\u3063\u305f\u306e\u3067\u3059\u304c\u78ba\u5b9f\u6027\u3092\u9ad8\u3081\u308b\u305f\u3081\u8a18\u8f09\n        result = nova.act(\"Cookie\u30dd\u30ea\u30b7\u30fc\u304c\u8868\u793a\u3055\u308c\u305f\u3089Popup\u3092\u6d88\u3059\u3002\u65e5\u4ed8\u8a18\u8f09\u306e\u3042\u308b\u4e00\u756a\u6700\u521d\u306e\u8a18\u4e8b\u3092\u958b\u304f\")\n        print(result)\n        result = nova.act(\"\u8a18\u4e8b\u3092\u30b9\u30af\u30ed\u30fc\u30eb\u3057\u3001ABOUT \u3053\u306e\u8a18\u4e8b\u3092\u304b\u3044\u305f\u4eba \u306e\u540d\u524d\u3092\u30c6\u30ad\u30b9\u30c8\u5316\u3057\u7d42\u4e86\")\n        print(result)\n\n    except Exception as e:\n            logger.error(f\"Extraction process failed: {e}\")\n            raise\n\n    finally:\n        # Clean up\n        try:\n            nova.stop()\n            logger.info(\"Browser session closed\")\n        except:\n            pass\n\nif __name__ == \"__main__\":\n    main()\n<\/pre>\n<h3>\u52d5\u4f5c\u6642\u306e\u30b9\u30af\u30b7\u30e7\uff08\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3 \u7d044\u500d\u901f)<\/h3>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2025\/12\/NovaActConverted.gif\"><img decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2025\/12\/NovaActConverted.gif\" alt=\"\" \/><\/a>\n<h3>\u51fa\u529b\u3055\u308c\u305f\u30ed\u30b0\uff08\u629c\u7c8b\uff09<\/h3>\n<p>\u4ee5\u4e0b\u629c\u7c8b\u30ed\u30b0\u3068\u306a\u308a\u307e\u3059\u304c\u3001headless \u3092 False\u3068\u3057\u3066\u30d6\u30e9\u30a6\u30b6\u64cd\u4f5c\u304c\u898b\u3048\u308b\u72b6\u614b\u3067\u52d5\u304b\u3059\u3068<br \/>\n\u4f55\u3092\u76ee\u7684\u306b\u3001\u3069\u306e\u3088\u3046\u306b\u73fe\u72b6\u5224\u65ad\u304c\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u898b\u308b\u3053\u3068\u304c\u51fa\u6765\u30c7\u30d0\u30c3\u30af\u3057\u3084\u3059\u304b\u3063\u305f\u3067\u3059\u3002<\/p>\n<h4>\u30d7\u30ed\u30b0\u30e9\u30e0\u8d77\u52d5\u301c\u6307\u793a1\u306e\u5b9f\u884c&amp;\u5b8c\u4e86<\/h4>\n<pre>\n$ python3 nova-act.py\n07:25:00,605 - INFO - Starting\nstart session xxx on https:\/\/www.skyarch.net\/blog\/ logs dir xxx \n07:25:10,888 - INFO - Browser started successfully\n\n4021> act(\"Cookie\u30dd\u30ea\u30b7\u30fc\u304c\u8868\u793a\u3055\u308c\u305f\u3089Popup\u3092\u6d88\u3059\u3002\u65e5\u4ed8\u8a18\u8f09\u306e\u3042\u308b\u4e00\u756a\u6700\u521d\u306e\u8a18\u4e8b\u3092\u958b\u304f\")\n4021> think(\"I am on the Skyarch Broadcasting website. I see a cookie policy popup. I should complete my task by closing the popup and opening the first article with a date. The popup is still open, which is not what I need. I should click on the \"Accept\" button to close the popup.\");\n4021> agentClick(\" <box>709,1077,752,1231<\/box> \");\n4021> think(\"The popup is now closed, which means my prior action was successful. The page is now showing the articles, but the first article is not open yet. I should click on the first article to open it.\");\n4021> agentClick(\"  <box>675,257,744,576<\/box> \");\n4021> think(\"The first article is now open, which means my prior action of clicking on the first article was successful. The page is now showing the article, which is what I need. My task is complete, and no return information was asked of me. I should empty return.\");\n4021> return;\nActResultWithoutResponse(\n    response = None\n    parsed_response = None\n    valid_json = None\n    matches_schema = None\n    metadata = ActMetadata(\n        session_id = 402144f3-c057-4da5-828a-a0fe54bad047\n        act_id = 31b3a1fa-e12f-4e33-af4a-91e9e936b0cc\n        num_steps_executed = 3\n        start_time = 07:25:10.888244 JST\n        end_time = 07:25:34.645124 JST\n        step_server_times_s = ['6.176', '5.146', '4.417']\n        prompt = 'Cookie\u30dd\u30ea\u30b7\u30fc\u304c\u8868\u793a\u3055\u308c\u305f\u3089Popup\u3092\u6d88\u3059\u3002\u65e5\u4ed8\u8a18\u8f09\u306e\u3042\u308b\u4e00\u756a\u6700\u521d\u306e\u8a18\u4e8b\u3092\u958b\u304f'\n    )\n)\n<\/pre>\n<h4>\u6307\u793a2\u306e\u5b9f\u884c&amp;\u5b8c\u4e86<\/h4>\n<pre>\n4021> act(\"\u8a18\u4e8b\u3092\u30b9\u30af\u30ed\u30fc\u30eb\u3057\u3001ABOUT \u3053\u306e\u8a18\u4e8b\u3092\u304b\u3044\u305f\u4eba \u306e\u540d\u524d\u3092\u30c6\u30ad\u30b9\u30c8\u5316\u3057\u7d42\u4e86\")\n4021> ...\n4021> think(\"I am on the Skyarch Broadcasting page. I see a section with the title 'PowerShell\u3068CloudWatch\u30ed\u30b0\u306e\u63a5\u7d9a\u3068\u8a2d\u5b9a\u3068\u306e\u30b3\u30c4\u306e\u3064\u3044\u3066'. I should complete my task by scrolling down the article to find the 'ABOUT\u3053\u306e\u8a18\u4e8b\u3092\u304b\u3044\u305f\u4eba' section and returning the name of the author. I am now on the 'PowerShell\u3068CloudWatch\u30ed\u30b0\u306e\u63a5\u7d9a\u3068\u8a2d\u5b9a\u3068\u306e\u30b3\u30c4\u306e\u3064\u3044\u3066' section, but the 'ABOUT\u3053\u306e\u8a18\u4e8b\u3092\u304b\u3044\u305f\u4eba' section is not visible. I should scroll down to find the 'ABOUT\u3053\u306e\u8a18\u4e8b\u3092\u304b\u3044\u305f\u4eba' section.\");\n4021> agentScroll(\"down\", \" <box>0,0,812,1594<\/box> \");\n\n...\u6307\u793a\u306e \u300cABOUT\u3053\u306e\u8a18\u4e8b\u3092\u304b\u3044\u305f\u4eba\u300d \u306b\u305f\u3069\u308a\u7740\u304f\u307e\u3067 scroll down \u304c\u4f55\u56de\u304b\u8a66\u884c\u3055\u308c\u6700\u7d42\u7684\u306b\u898b\u3064\u304b\u308b...\n\n4021> think(\"The page now shows the 'ABOUT\u3053\u306e\u8a18\u4e8b\u3092\u304b\u3044\u305f\u4eba' section. My prior action of scrolling down was successful. The 'ABOUT\u3053\u306e\u8a18\u4e8b\u3092\u304b\u3044\u305f\u4eba' section is now visible, and the name of the author is 'YoshiSaaana'. My task is complete, and I should return the name of the author, 'YoshiSaaana'.\");\n\n4021> return \"YoshiSaaana\";\n\n4021> ** View your act run here: \/var\/folders\/cz\/g92pw5vd46d9ckwn_23wfcvw0000gn\/T\/tmpg9_colly_nova_act_logs\/402144f3-c057-4da5-828a-a0fe54bad047\/act_d760fc40-1f3f-453b-9b56-88b7c1637433_\u8a18\u4e8b\u3092\u30b9\u30af\u30ed\u30fc\u30eb\u3057\u3001ABOUT_\u3053\u306e\u8a18\u4e8b\u3092\u304b\u3044\u305f\u4eba_\u306e\u540d\u524d\u3092.html\n\nActResultWithoutResponse(\n    response = YoshiSaaana\n    parsed_response = None\n    valid_json = None\n    matches_schema = None\n    metadata = ActMetadata(\n        session_id = 402144f3-c057-4da5-828a-a0fe54bad047\n        act_id = d760fc40-1f3f-453b-9b56-88b7c1637433\n        num_steps_executed = 10\n        start_time = 07:25:35.004921 JST\n        end_time = 07:27:06.870382 JST\n        step_server_times_s = ['8.567', '5.829', '7.228', '5.606', '6.615', '6.306', '8.947', '6.820', '7.750', '7.115']\n        prompt = '\u8a18\u4e8b\u3092\u30b9\u30af\u30ed\u30fc\u30eb\u3057\u3001ABOUT \u3053\u306e\u8a18\u4e8b\u3092\u304b\u3044\u305f\u4eba \u306e\u540d\u524d\u3092\u30c6\u30ad\u30b9\u30c8\u5316\u3057\u7d42\u4e86'\n    )\n)\n07:27:07,680 - INFO - Browser session closed\n<\/pre>\n<p>\u6700\u7d42\u7684\u306b\u3001response = YoshiSaaana \u304c response \u306b\u5165\u3063\u3066\u8fd4\u5374\u3055\u308c\u307e\u3057\u305f\uff01<br \/>\n\u672c\u5f53\u306f\u3001YoshiSaaaan \u306a\u306e\u3067\u3059\u304c\u3001\u73fe\u6642\u70b9\u3067\u306f\u3054\u611b\u5b0c\u3068\u3044\u3046\u4e8b\u3067\u3068\u601d\u3044\u307e\u3059\uff08\u6b63\u5e38\u306b\u8fd4\u3055\u308c\u308b\u8a18\u4e8b\u3082\u3042\u308b\u306e\u3067\u3001\u753b\u50cf\u89e3\u6790\u306e\u7cbe\u5ea6\u7b49\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u304c\u8a73\u7d30\u4e0d\u660e\uff09<\/p>\n<h2>\u307e\u3068\u3081 <a id=roundup><\/a><\/h2>\n<p>Nova Act\u3092\u5229\u7528\u3059\u308b\u4e8b\u3067\u3001\u5f93\u6765\u306fPlaywright\u3084Selenium\u306a\u3069\u3067\u8907\u96d1\u306a\u30bb\u30ec\u30af\u30bf\u6307\u5b9a\u3084DOM\u64cd\u4f5c\u304c\u5fc5\u8981\u3060\u3063\u305fWeb\u81ea\u52d5\u5316\u304c\u3001\u81ea\u7136\u8a00\u8a9e\u306e\u6307\u793a\u3060\u3051\u3067\u5b9f\u73fe\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\n\u7279\u306b\u3001\u52d5\u7684\u306b\u5909\u5316\u3059\u308bWeb\u30b5\u30a4\u30c8\u3084\u69cb\u9020\u304c\u8907\u96d1\u306a\u30da\u30fc\u30b8\u3067\u3082\u3001AI(Agent)\u304c\u81ea\u5f8b\u7684\u306b\u8981\u7d20\u3092\u63a2\u7d22\u3057\u64cd\u4f5c\u3057\u3066\u304f\u308c\u308b\u70b9\u304c\u5927\u304d\u306a\u5229\u70b9\u3067\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001\u73fe\u6642\u70b9\u3067\u306f\u7c73\u56fd\u6771\u90e8\u30ea\u30fc\u30b8\u30e7\u30f3\u3067\u306e\u307f\u63d0\u4f9b\u3055\u308c\u3066\u304a\u308a\u3001\u65e5\u672c\u304b\u3089\u3001\u6771\u4eac\u30ea\u30fc\u30b8\u30e7\u30f3\u304b\u3089\u516c\u5f0f\u5229\u7528\u51fa\u6765\u308b\u65e5\u3092\u5f85\u3061\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u4eca\u56de\u306eKeynote\u3067\u306f Agent AI\u3068\u3057\u3066\u3001Nova Act\u3001\u4ed6\u767a\u8868\u3055\u308c\u305f\u30b5\u30fc\u30d3\u30b9\u306f\u59cb\u307e\u308a\u306b\u904e\u304e\u306a\u3044\u3068\u3044\u3046\u8a71\u3082\u3042\u3063\u305f\u305f\u3081\u3001\u3053\u306e\u5148\u3055\u3089\u306b\u3069\u306e\u3088\u3046\u306a\u30b5\u30fc\u30d3\u30b9\u304c\u51fa\u3066\u304f\u308b\u304b\u3001\u6211\u3005\u81ea\u8eab\u3082\u4f5c\u3063\u3066\u3044\u304f\u4e8b\u304c\u51fa\u6765\u308b\u304b\u3068\u3066\u3082\u697d\u3057\u307f\u3068\u306a\u308a\u307e\u3057\u305f\u3002\ud83d\ude00<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u672c\u8a18\u4e8b\u306fJapan AWS Ambassador Advent Calendar 2025\u306e14\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002 \u53ca\u3073\u3001AWS DISCOVERY CAMP\/AWS BUILDERS GUILD\/\u3086\u308b\u3075\u308f\u30b9\u30bf\u30c7&#8230;<\/p>\n","protected":false},"author":2,"featured_media":30008,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_locale":"ja","_original_post":"https:\/\/www.skyarch.net\/blog\/?p=30088","footnotes":""},"categories":[1332],"tags":[],"class_list":{"0":"post-30088","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-aws-reinvent-2025","8":"ja"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/30088","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/comments?post=30088"}],"version-history":[{"count":30,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/30088\/revisions"}],"predecessor-version":[{"id":30470,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/30088\/revisions\/30470"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/media\/30008"}],"wp:attachment":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/media?parent=30088"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/categories?post=30088"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/tags?post=30088"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}