{"id":9796,"date":"2026-06-30T04:15:10","date_gmt":"2026-06-29T20:15:10","guid":{"rendered":"https:\/\/infernews.com\/blog\/open-ended-long-horizon-text-game-generation-for-test-time-continual-learning-ag\/"},"modified":"2026-06-30T04:19:36","modified_gmt":"2026-06-29T20:19:36","slug":"open-ended-long-horizon-text-game-generation-for-test-time-continual-learning-ag","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/open-ended-long-horizon-text-game-generation-for-test-time-continual-learning-ag\/","title":{"rendered":"AgentOdyssey\uff1a\u7528\u6587\u5b57\u904a\u6232\u6e2c\u8a66 AI Agent"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"cac8c5\" data-has-transparency=\"false\" style=\"--dominant-color: #cac8c5;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"588\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/image-3.png\" alt=\"\" class=\"wp-image-9799 not-transparent\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/image-3.png 1024w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/image-3-300x172.png 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/image-3-768x441.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">AgentOdyssey \u662f\u4e00\u500b\u7528\u4f86\u751f\u6210\u6587\u5b57\u904a\u6232\u4e26\u8a55\u6e2c agent \u7684\u958b\u6e90\u6846\u67b6\u3002\u5b83\u4e3b\u8981\u7528\u4f86\u6aa2\u67e5 test-time continual learning agents \u80fd\u5426\u5728\u4e92\u52d5\u904e\u7a0b\u4e2d\u4e00\u908a\u63a8\u7406\u3001\u4e00\u908a\u5b78\u65b0\u77e5\u8b58\uff0c\u800c\u4e0d\u53ea\u662f\u505a\u4e00\u6b21\u6027\u7b54\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u4e0d\u5c11\u8a55\u6e2c\u4ecd\u6cbf\u7528\u300c\u6e2c\u8a66\u6642\u4e0d\u5b78\u7fd2\u300d\u9019\u7a2e\u56fa\u5b9a\u7bc4\u5f0f\uff0c\u4efb\u52d9\u77ed\u3001\u56de\u5408\u5c11\uff0c\u8f03\u96e3\u770b\u51fa agent \u6703\u5426\u5fd8\u8a18\u4e8b\u60c5\u3001\u6703\u5426\u7d2f\u7a4d\u4e16\u754c\u77e5\u8b58\uff0c\u6216\u8005\u80fd\u5426\u8655\u7406\u9577\u6b65\u6578\u76ee\u6a19\u3002AgentOdyssey \u7684\u505a\u6cd5\u662f\u7a0b\u5e8f\u5316\u7522\u751f open-ended long-horizon text games\uff0c\u628a\u63a2\u7d22\u3001episodic memory\u3001world knowledge acquisition\u3001skill learning \u8207 long-horizon planning \u653e\u9032\u540c\u4e00\u500b\u9023\u7e8c\u74b0\u5883\u5167\u4e00\u8d77\u89c0\u5bdf\u3002<\/p>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/agentodyssey.github.io\\\/video\\\/teaser_video.mp4&quot;,&quot;repeat&quot;:true,&quot;autoplay&quot;:true,&quot;muted&quot;:true,&quot;align&quot;:&quot;&quot;,&quot;poster&quot;:&quot;&quot;,&quot;controls&quot;:{&quot;play-large&quot;:true,&quot;restart&quot;:false,&quot;rewind&quot;:true,&quot;play&quot;:true,&quot;fast-forward&quot;:true,&quot;progress&quot;:true,&quot;current-time&quot;:true,&quot;duration&quot;:false,&quot;mute&quot;:true,&quot;volume&quot;:true,&quot;pip&quot;:false,&quot;airplay&quot;:false,&quot;settings&quot;:true,&quot;download&quot;:false,&quot;fullscreen&quot;:true},&quot;width&quot;:&quot;100%&quot;,&quot;radius&quot;:&quot;0px&quot;,&quot;resetOnEnd&quot;:false,&quot;autoHideControl&quot;:true,&quot;isSetup&quot;:false}'\n><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u90e8\u7f72\u7406\u89e3\u4e0a\uff0c\u9019\u500b\u9805\u76ee\u5df2\u63d0\u4f9b PyPI package\u3001\u6587\u4ef6\u8207\u4e92\u52d5\u793a\u7bc4\uff0c\u4e5f\u53ef\u7528 HumanAgent \u76f4\u63a5\u9032\u5165\u904a\u6232\uff0c\u518d\u63db\u6210\u4e0d\u540c LLM-based agents \u505a\u6bd4\u8f03\u3002\u5b83\u7684 unified agent interface \u4f9d\u8cf4\u7e7c\u627f\u5f0f\u985e\u5225\u4f86\u5171\u4eab prompt \u7d50\u69cb\uff0c\u65b0\u589e agent \u7684\u9580\u6abb\u76f8\u5c0d\u4f4e\uff0c\u5c0d\u7814\u7a76\u5718\u968a\u505a\u516c\u5e73\u5c0d\u7167\u5c24\u5176\u91cd\u8981\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ef\u7a0b\u5e8f\u5316\u751f\u6210\u5168\u65b0\u4e16\u754c\u3001\u89d2\u8272\u8207\u5287\u60c5\uff0c\u5514\u4fc2\u53ea\u8dd1\u56fa\u5b9a\u984c\u5eab<\/li>\n\n\n\n<li>\u8a55\u5206\u4e0d\u53ea\u770b\u904a\u6232\u9032\u5ea6\uff0c\u4ea6\u6703\u62c6\u958b\u89c0\u5bdf\u8a18\u61b6\u3001\u63a2\u7d22\u3001\u884c\u52d5\u591a\u6a23\u6027\u8207\u6210\u672c<\/li>\n\n\n\n<li>\u652f\u63f4\u591a\u7a2e agent paradigms\uff0c\u6bd4\u8f03\u6642\u8f03\u5bb9\u6613\u63a7\u5236\u63d0\u793a\u683c\u5f0f\u5dee\u7570<\/li>\n\n\n\n<li>\u7d50\u679c\u91cd\u9ede\u5f88\u6e05\u695a\uff1a\u66f4\u5f37 base models \u901a\u5e38\u66f4\u597d\uff0c\u4f46\u9802\u5c16 agent \u4ecd\u660e\u986f\u843d\u5f8c\u4eba\u985e<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u8f03\u9069\u5408\u505a agent \u7814\u7a76\u3001benchmark \u5efa\u7acb\u3001\u8a18\u61b6\u6a21\u7d44\u6e2c\u8a66\uff0c\u6216\u8005\u9577\u6d41\u7a0b\u4efb\u52d9\u8a2d\u8a08\uff1b\u4e00\u822c\u5167\u5bb9\u751f\u6210\u6216\u804a\u5929\u6a5f\u68b0\u4eba\u5718\u968a\u672a\u5fc5\u6703\u76f4\u63a5\u53d7\u60e0\u3002\u5df2\u516c\u958b\u7684\u91cd\u9ede\u7d50\u679c\u4ea6\u6307\u51fa short-term memory \u5c0d\u591a\u7a2e agent paradigms \u90fd\u6709\u5e6b\u52a9\uff0c\u53cd\u6620\u9019\u500b\u6846\u67b6\u4e0d\u53ea\u662f\u51fa\u5206\u5de5\u5177\uff0c\u4e5f\u80fd\u7528\u4f86\u627e\u51fa agent \u5931\u6548\u7684\u4f4d\u7f6e\u8207\u6539\u826f\u65b9\u5411\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/agentodyssey.github.io\/\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/agentodyssey\/agentodyssey\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2606.24893\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AgentOdyssey \u628a\u6587\u5b57\u5192\u96aa\u904a\u6232\u8b8a\u6210 AI agent \u6e2c\u8a66\u5834\u3002\u91cd\u9ede\u4e0d\u53ea\u770b\u904e\u95dc\uff0c\u4ea6\u6703\u62c6\u958b\u8a18\u61b6\u3001\u63a2\u7d22\u8207\u9577\u7a0b\u898f\u5283\u80fd\u529b\u3002<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,116,201],"tags":[],"class_list":["post-9796","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-skill-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9796","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=9796"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9796\/revisions"}],"predecessor-version":[{"id":9800,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9796\/revisions\/9800"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9796"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9796"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9796"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}