{"id":9625,"date":"2026-06-26T00:22:01","date_gmt":"2026-06-25T16:22:01","guid":{"rendered":"https:\/\/infernews.com\/blog\/language-world-models-for-general-agents\/"},"modified":"2026-06-26T00:41:24","modified_gmt":"2026-06-25T16:41:24","slug":"qwen-agentworld","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/qwen-agentworld\/","title":{"rendered":"Qwen-AgentWorld\uff1a\u7528\u8a9e\u8a00\u6a21\u578b\u6a21\u64ec\u4e03\u5927\u4ee3\u7406\u74b0\u5883\u7684\u4e16\u754c\u6a21\u578b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/group_capybaras_flat.jpg\" alt=\"logo\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Qwen-AgentWorld<\/strong> \u662f\u963f\u91cc Qwen \u5718\u968a\u958b\u6e90\u7684\u8a9e\u8a00\u4e16\u754c\u6a21\u578b\uff08Language World Model\uff09\uff0c\u5c6c\u65bc\u6a21\u578b\u8207\u8a13\u7df4\u6846\u67b6\u985e\u9805\u76ee\uff0c\u6838\u5fc3\u4efb\u52d9\u662f\u900f\u904e\u9577\u93c8\u601d\u7dad\u63a8\u7406\u6a21\u64ec\u4ee3\u7406\uff08agent\uff09\u5728\u4e03\u5927\u9818\u57df\u7684\u74b0\u5883\u52d5\u614b\uff0c\u4e26\u70ba\u4ee3\u7406\u5f37\u5316\u5b78\u7fd2\u63d0\u4f9b\u53ef\u64f4\u5c55\u3001\u53ef\u63a7\u7684\u6a21\u64ec\u74b0\u5883\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u505a\u6cd5\u666e\u904d\u628a\u4e16\u754c\u6a21\u578b\u8996\u70ba\u4ee3\u7406\u8a13\u7df4\u5b8c\u6210\u5f8c\u7684\u300c\u5f8c\u52a0\u914d\u4ef6\u300d\uff08post-hoc add-on\uff09\uff0c\u50c5\u5728\u9700\u8981\u6642\u624d\u5f15\u5165\u74b0\u5883\u6a21\u64ec\u80fd\u529b\uff0c\u9019\u7a2e\u7bc4\u5f0f\u9650\u5236\u4e86\u6a21\u64ec\u54c1\u8cea\u8207\u9077\u79fb\u6548\u679c\u3002Qwen-AgentWorld \u7684\u5dee\u7570\u5728\u65bc\u5f9e CPT \u968e\u6bb5\u8d77\u5c31\u628a\u74b0\u5883\u5efa\u6a21\u4f5c\u70ba\u8a13\u7df4\u76ee\u6a19\uff0c\u900f\u904e CPT \u6ce8\u5165\u74b0\u5883\u77e5\u8b58\u3001SFT \u555f\u52d5\u4e0b\u4e00\u72c0\u614b\u9810\u6e2c\u63a8\u7406\u3001RL \u4ee5\u6df7\u5408\u734e\u52f5\u6a5f\u5236\u92b3\u5316\u6a21\u64ec\u4fdd\u771f\u5ea6\uff0c\u6700\u7d42\u5728\u8d85\u904e 1000 \u842c\u689d\u771f\u5be6\u4e92\u52d5\u8ecc\u8de1\u4e0a\u5b8c\u6210\u8a13\u7df4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u540c\u6642\u91cb\u51fa <strong>Qwen-AgentWorld-35B-A3B<\/strong>\uff08MoE \u67b6\u69cb\uff0c\u7e3d\u53c3\u6578 350 \u5104\u3001\u6fc0\u6d3b 30 \u5104\u3001256K \u4e0a\u4e0b\u6587\uff09\u4ee5\u53ca <strong>AgentWorldBench<\/strong> \u8a55\u6e2c\u57fa\u6e96\uff0c\u5f8c\u8005\u6db5\u84cb Tool Decathlon\u3001Terminal-Bench 1.0\/2.0\u3001OSWorld-Verified \u7b49\u4e5d\u500b\u57fa\u6e96\uff0c\u5f9e\u4e94\u500b\u7dad\u5ea6\u4ee5\u771f\u5be6\u6a19\u7c64\u8a55\u5206\u4e16\u754c\u6a21\u578b\u54c1\u8cea\u3002\u5718\u968a\u4ea6\u63d0\u51fa\u5169\u7a2e\u4e92\u88dc\u61c9\u7528\u7bc4\u5f0f\uff1a\u4f5c\u70ba\u89e3\u8026\u7684\u74b0\u5883\u6a21\u64ec\u5668\u652f\u63f4\u5927\u898f\u6a21\u4ee3\u7406 RL\uff0c\u6216\u4f5c\u70ba\u7d71\u4e00\u4ee3\u7406\u57fa\u790e\u6a21\u578b\uff0c\u4ee5\u4e16\u754c\u6a21\u578b\u9810\u8a13\u7df4\u4f5c\u70ba\u4e0b\u6e38\u4ee3\u7406\u4efb\u52d9\u7684\u6696\u8eab\u6b65\u9a5f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91cd\u9ede\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e03\u5927\u7d71\u4e00\u9818\u57df<\/strong>\uff1aMCP\u3001Search\u3001Terminal\u3001SWE\u3001Android\u3001Web\u3001OS\uff0c\u9996\u6b21\u7531\u55ae\u4e00\u8a9e\u8a00\u6a21\u578b\u8986\u84cb\u3002<\/li>\n\n\n\n<li><strong>\u539f\u751f\u4e16\u754c\u6a21\u578b<\/strong>\uff1a\u74b0\u5883\u5efa\u6a21\u5f9e CPT \u968e\u6bb5\u5373\u70ba\u8a13\u7df4\u76ee\u6a19\uff0c\u975e\u5f8c\u52a0\u9069\u914d\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u6cdb\u5316\u6a21\u64ec\u5668<\/strong>\uff1a\u652f\u63f4\u96f6\u6a23\u672c\u9077\u79fb\u5230\u5206\u5e03\u5916\u74b0\u5883\uff08\u5982 Claw Agent\uff09\uff0c\u4e26\u5141\u8a31\u53ef\u63a7\u64fe\u52d5\u8207\u865b\u69cb\u4e16\u754c\u69cb\u5efa\u3002<\/li>\n\n\n\n<li><strong>\u4ee3\u7406\u57fa\u790e\u6a21\u578b<\/strong>\uff1a\u55ae\u8f2a\u975e\u4ee3\u7406\u8ecc\u8de1\u4e0a\u7684 LWM RL \u6696\u8eab\uff0c\u53ef\u9077\u79fb\u81f3\u591a\u8f2a\u5de5\u5177\u8abf\u7528\u4ee3\u7406\u4efb\u52d9\u3002<\/li>\n\n\n\n<li><strong>\u958b\u6e90\u6b0a\u91cd\u8207\u57fa\u6e96<\/strong>\uff1a\u6a21\u578b\u6b0a\u91cd\u8207 AgentWorldBench \u5747\u65bc Hugging Face \u8207 ModelScope \u91cb\u51fa\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u90e8\u7f72\u65b9\u9762\uff0c\u6a21\u578b\u53ef\u900f\u904e Hugging Face \u6a21\u578b ID \u76f4\u63a5\u4e0b\u8f09\uff0c\u6216\u5728\u7121\u6cd5\u5b58\u53d6 HF Hub \u7684\u74b0\u5883\u4e0b\u900f\u904e ModelScope \u914d\u5408 SGLang\u3001vLLM \u7b49\u6846\u67b6\u8f09\u5165\u3002\u5c0d\u65bc\u9700\u8981\u5927\u91cf\u4ee3\u7406 RL \u8a13\u7df4\u6578\u64da\u7684\u5718\u968a\uff0c\u9019\u500b\u9805\u76ee\u63d0\u4f9b\u4e86\u4e00\u689d\u4ee5\u6a21\u64ec\u53d6\u4ee3\u90e8\u5206\u771f\u5be6\u74b0\u5883\u4e92\u52d5\u7684\u8def\u5f91\uff0c\u6709\u52a9\u964d\u4f4e\u6210\u672c\u4e26\u63d0\u5347\u53ef\u63a7\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/QwenLM\/Qwen-AgentWorld\" rel=\"noopener noreferrer\">https:\/\/github.com\/QwenLM\/Qwen-AgentWorld<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2606.24597\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2606.24597<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Qwen-AgentWorld \u662f\u9996\u500b\u8986\u84cb MCP\u3001Search\u3001Terminal\u3001SWE \u7b49\u4e03\u5927\u9818\u57df\u7684\u539f\u751f\u8a9e\u8a00\u4e16\u754c\u6a21\u578b\uff0c\u900f\u904e\u4e09\u968e\u6bb5\u8a13\u7df4\u7ba1\u7dda\u8207\u5343\u842c\u7d1a\u771f\u5be6\u4e92\u52d5\u8ecc\u8de1\uff0c\u70ba\u4ee3\u7406\u8a13\u7df4\u63d0\u4f9b\u53ef\u64f4\u5c55\u3001\u53ef\u63a7\u7684\u74b0\u5883\u6a21\u64ec\u5668\u3002<\/p>\n","protected":false},"author":8,"featured_media":9624,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,171,185,116,151,76,127,160,186,197],"tags":[],"class_list":["post-9625","post","type-post","status-publish","format-standard","hentry","category-133","category-171","category-qwen","category-agentic","category-mcp","category-76","category-127","category-160","category-186","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9625","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=9625"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9625\/revisions"}],"predecessor-version":[{"id":9628,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9625\/revisions\/9628"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9624"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9625"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9625"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9625"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}