{"id":8109,"date":"2026-01-27T05:28:00","date_gmt":"2026-01-26T20:28:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8109"},"modified":"2026-01-18T14:34:04","modified_gmt":"2026-01-18T05:34:04","slug":"the-agents-first-day-benchmarking-learning-exploration-and-scheduling-in-the-workplace-scenarios","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8109","title":{"rendered":"The Agent&#8217;s First Day: Benchmarking Learning, Exploration, and Scheduling in the Workplace Scenarios\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The Agent&#8217;s First Day: Benchmarking Learning, Exploration, and Scheduling in the Workplace Scenarios\u00a0<\/strong>[34.3]<br>\u672c\u7a3f\u3067\u306f,\u65b0\u3057\u3044\u74b0\u5883\u3092\u7d99\u7d9a\u7684\u306b\u63a2\u7d22\u3059\u308b\u300c\u8a13\u7df4\u300d\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u52d5\u7684\u8a55\u4fa1\u74b0\u5883\u3067\u3042\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3059\u308b\u3002 \u5f93\u6765\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u306f\u9055\u3063\u3066,(1)\u512a\u5148\u5ea6\u306e\u7570\u306a\u308b\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30bf\u30b9\u30af\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a2\u30a6\u30a7\u30a2\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0,(2)\u80fd\u52d5\u7684\u63a2\u7d22\u306b\u3088\u308b\u5e7b\u899a\u306e\u4f4e\u6e1b\u306e\u305f\u3081\u306e\u5de7\u5999\u306a\u60c5\u5831\u53d6\u5f97,(3)\u898f\u5247\u306b\u57fa\u3065\u304f\u52d5\u7684\u751f\u6210\u30bf\u30b9\u30af\u304b\u3089\u4e00\u822c\u5316\u6226\u7565\u3092\u62bd\u51fa\u3057\u305f\u7d99\u7d9a\u7684\u9032\u5316,\u306e3\u3064\u306e\u5074\u9762\u306b\u6cbf\u3063\u3066\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u8a55\u4fa1\u3059\u308b\u3002 \u79c1\u305f\u3061\u306e\u7814\u7a76\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4fe1\u983c\u6027\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u78ba\u7acb\u3057\u3001\u9759\u7684\u30c6\u30b9\u30c8\u304b\u3089\u73fe\u5b9f\u7684\u306a\u5b9f\u904b\u7528\u6307\u5411\u306e\u30b7\u30ca\u30ea\u30aa\u306b\u8a55\u4fa1\u3092\u30b7\u30d5\u30c8\u3057\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.08173v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.08173v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 13 Jan 2026 03:09:18 GMT)<\/li>\n\n\n\n<li>\u300cWe introduce Trainee-Bench, a benchmark designed to bridge the gap between static setups and dynamic and uncertain workplace scenarios. Constructed via a bottom-up strategy that links atomic skills to holistic workflows, Trainee-Bench orchestrates rule-based meta-task templates into complex, time-constrained scenarios, supported by an auto- mated verification mechanism for rigorous assessment.\u300d\u3068\u3044\u3046\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002\u3053\u306e\u624b\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u304c\u4e00\u5b9a\u6210\u7acb\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u9032\u5316\u304c\u3059\u3054\u3044\u3068\u601d\u3044\u3064\u3064\u3001\u516c\u958b\u30e2\u30c7\u30eb\u306f\u304b\u306a\u308a\u82e6\u52b4\u3057\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/KnowledgeXLab\/EvoEnv\">GitHub &#8211; KnowledgeXLab\/EvoEnv<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[517,622],"class_list":["post-8109","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-517","tag-622"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=8109"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8109\/revisions"}],"predecessor-version":[{"id":8110,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8109\/revisions\/8110"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}