{"id":37884,"date":"2025-02-06T09:00:58","date_gmt":"2025-02-06T01:00:58","guid":{"rendered":"https:\/\/17aitech.com\/?p=37884"},"modified":"2025-02-06T09:00:58","modified_gmt":"2025-02-06T01:00:58","slug":"os-genesis%e6%9d%a5%e4%ba%86%ef%bc%8c%e8%87%aa%e5%8a%a8%e6%94%b6%e9%9b%86%e5%92%8c%e6%a0%87%e6%b3%a8agent%e6%95%b0%e6%8d%ae%ef%bc%8c%e9%ab%98%e6%95%88%e4%b8%94%e5%a4%9a%e6%a0%b7","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37884","title":{"rendered":"OS-Genesis\u6765\u4e86\uff0c\u81ea\u52a8\u6536\u96c6\u548c\u6807\u6ce8Agent\u6570\u636e\uff0c\u9ad8\u6548\u4e14\u591a\u6837"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-22-4\" target=\"_blank\">OS-Genesis\u6765\u4e86\uff0c\u81ea\u52a8\u6536\u96c6\u548c\u6807\u6ce8Agent\u6570\u636e\uff0c\u9ad8\u6548\u4e14\u591a\u6837<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7c9d295865db7184a6e83fe61ed96a78.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7c9d295865db7184a6e83fe61ed96a78.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u5171\u540c\u4e00\u4f5c\u5b59\u79cb\u5b9e\u662f\u9999\u6e2f\u5927\u5b66\u7684\u535a\u58eb\u751f\uff0c\u6b64\u524d\u5728\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u83b7\u5f97\u7855\u58eb\u5b66\u4f4d\uff0c\u7814\u7a76\u65b9\u5411\u5305\u62ec LLM Agents \u548c\u795e\u7ecf\u4ee3\u7801\u667a\u80fd\u7b49\u9886\u57df\u3002\u5171\u540c\u4e00\u4f5c\u91d1\u5ddd\u6768\u662f\u7ea6\u7ff0\u970d\u666e\u91d1\u65af\u5927\u5b66\u7684\u535a\u58eb\u751f\uff0c\u6b64\u524d\u4ee5\u4e13\u4e1a\u7b2c\u4e00\u540d\u6bd5\u4e1a\u4e8e\u7ebd\u7ea6\u5927\u5b66\uff0c\u5176\u5f00\u53d1\u7684\u5fc3\u667a\u80fd\u529b\u6d4b\u8bd5 MMToM-QA \u8363\u83b7 ACL 2024 \u6770\u51fa\u8bba\u6587\u5956\u3002\u672c\u6587\u7684 Shanghai AI Lab \u5434\u5fd7\u52c7\u56e2\u961f\u6b64\u524d\u5df2\u53d1\u5e03\u4e86 OS-Copilot\u3001OS-Atlas\u3001SeeClick\u7b49\u540c\u7cfb\u5217\u6210\u679c\u3002<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-353c29218fb7d33072d411bd29604a15.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-353c29218fb7d33072d411bd29604a15.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u9898\u76ee\uff1aOS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/qiushisun.github.io\/OS-Genesis-Home\/<\/section>\n<\/li>\n<li>\n<section>\u7814\u7a76\u673a\u6784\uff1a\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\uff0c\u9999\u6e2f\u5927\u5b66\uff0c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\uff0c\u7ea6\u7ff0\u970d\u666e\u91d1\u65af\u5927\u5b66\uff0c\u725b\u6d25\u5927\u5b66\uff0c\u9999\u6e2f\u79d1\u6280\u5927\u5b66<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>1 \u80cc\u666f\u4e0e\u52a8\u673a<\/strong><\/section>\n<section><\/section>\n<section>\u6709\u6548\u7684 Digital Agents \u5fc5\u987b\u62e5\u6709\u4e24\u4e2a\u80fd\u529b\uff1a\uff081\uff09Planning \u80fd\u529b\uff0c\u5373\u4efb\u52a1\u89c4\u5212\u80fd\u529b\uff0c\u80fd\u5c06\u7528\u6237\u7ed9\u5b9a\u7684\uff08\u9ad8\u9636\uff09\u6307\u4ee4\u5206\u6b65\u5212\u5206\u4e3a\u5b50\u76ee\u6807\uff082\uff09Action \u80fd\u529b\uff0c\u5373\u6839\u636e\u5f53\u524d\u76ee\u6807\uff0c\u6267\u884c\u76f8\u5e94\u7684\u52a8\u4f5c\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6784\u5efa\u9ad8\u8d28\u91cf\u7684 GUI agent \u65f6\uff0cGUI \u8f68\u8ff9\u6570\u636e\u80fd\u6700\u6709\u6548\u5730\u8ba9 agent \u5b66\u4e60\u5982\u4f55\u5b8c\u6210\u4efb\u52a1\uff0c\u5176\u6570\u636e\u7a00\u7f3a\u6027\u662f\u5f53\u524d digital agent \u9886\u57df\u6700\u5173\u952e\u6311\u6218\u4e4b\u4e00\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u5178\u578b\u7684 GUI \u8f68\u8ff9\u6570\u636e\u793a\u4f8b\uff0c\u5b83\u5305\u62ec\u4ee5\u4e0b\u90e8\u5206\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u9ad8\u9636\u6307\u4ee4\uff1a\u660e\u786e\u89c4\u5b9a\u4efb\u52a1\u76ee\u6807\uff0c\u4f8b\u5982 \u201c\u5c06 Broccoli \u5e94\u7528\u4e2d\u7684\u2018Avocado Toast with Egg\u2019\u6807\u8bb0\u4e3a\u6536\u85cf\u201d\u3002<\/section>\n<\/li>\n<li>\n<section>\u4f4e\u9636\u6307\u4ee4\uff1a\u5206\u89e3\u4e3a\u5177\u4f53\u7684\u64cd\u4f5c\u6b65\u9aa4\uff0c\u4f8b\u5982 \u201c\u70b9\u51fb\u2018Avocado Toast with Egg\u2019\u4ee5\u67e5\u770b\u66f4\u591a\u9009\u9879\u201d\u3002<\/section>\n<\/li>\n<li>\n<section>\u52a8\u4f5c\uff1a\u4e0e\u4f4e\u9636\u6307\u4ee4\u76f8\u5173\u7684\u5177\u4f53\u64cd\u4f5c\uff0c\u5982 \u201cCLICK [Avocado Toast with Egg]\u201d\u3002<\/section>\n<\/li>\n<li>\n<section>\u72b6\u6001\uff1a\u5305\u62ec\u6267\u884c\u52a8\u4f5c\u524d\u540e\u7684\u53ef\u89c6\u5316\u548c\u6587\u672c\u5316\u8868\u793a\uff0c\u4f8b\u5982\u5c4f\u5e55\u622a\u56fe\u548c GUI \u7684 a11ytree \u7ed3\u6784\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-46333977f4b89c69b90f5b546c41af7d.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-46333977f4b89c69b90f5b546c41af7d.gif\"><\/a><\/section>\n<section>\u73b0\u6709\u7684\u8f68\u8ff9\u6570\u636e\u91c7\u96c6\u65b9\u6cd5\u901a\u5e38\u4f9d\u8d56\u4e8e\u4eba\u5de5\u76d1\u7763\u6216\u57fa\u4e8e\u9884\u5b9a\u4e49\u4efb\u52a1\uff08Task-Driven\uff09\u7684\u5408\u6210\u6570\u636e\u751f\u6210\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5b58\u5728\u4ee5\u4e0b\u5c40\u9650\u6027\uff1a<\/section>\n<section><\/section>\n<section>\u4eba\u5de5\u91c7\u96c6\u7684\u8fc7\u9ad8\u6210\u672c\uff1a\u4eba\u5de5\u6807\u6ce8\u8f68\u8ff9\u6570\u636e\u9700\u8981\u5927\u91cf\u7684\u4eba\u529b\u8d44\u6e90\uff0c\u4e0d\u4ec5\u9700\u8981\u624b\u52a8\u8bbe\u8ba1\u9ad8\u9636\u6307\u4ee4\uff0c\u8fd8\u9700\u9010\u6b65\u8bb0\u5f55\u6bcf\u4e00\u6b65\u64cd\u4f5c\u3002\u8fd9\u4f7f\u5f97\u6570\u636e\u6536\u96c6\u8fc7\u7a0b\u6210\u672c\u9ad8\u6602\u4e14\u6548\u7387\u4f4e\u4e0b\u3002<\/section>\n<section><\/section>\n<section>\u5408\u6210\u6570\u636e\u7684\u5c40\u9650\u6027\uff1a\u57fa\u4e8e\u6a21\u578b\u751f\u6210\u7684\u8f68\u8ff9\u6570\u636e\u867d\u7136\u53ef\u4ee5\u7f13\u89e3\u4eba\u5de5\u6807\u6ce8\u7684\u6210\u672c\u95ee\u9898\uff0c\u4f46\u901a\u5e38\u4f9d\u8d56\u4e8e\u9884\u5b9a\u4e49\u7684\u9ad8\u9636\u4efb\u52a1\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u9650\u5236\u4e86\u751f\u6210\u6570\u636e\u7684\u591a\u6837\u6027\uff0c\u8fd8\u5bb9\u6613\u5bfc\u81f4\u4e0e\u771f\u5b9e\u73af\u5883\u7684\u5dee\u8ddd\u3002\u7279\u522b\u662f\u5728\u4e2d\u95f4\u6b65\u9aa4\u51fa\u9519\u6216\u4efb\u52a1\u76ee\u6807 \/ \u73af\u5883\u4e0d\u5339\u914d\u65f6\uff0c\u751f\u6210\u7684\u8f68\u8ff9\u53ef\u80fd\u662f\u4e0d\u5b8c\u6574\u6216\u4e0d\u8fde\u8d2f\u7684\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u5982\u4f55\u5728\u6210\u672c\u53ef\u63a7\u7684\u60c5\u51b5\u4e0b\uff0c\u6709\u6548\u5730\u6784\u5efa GUI Agents \u8f68\u8ff9\u662f\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u8bfe\u9898\u3002\u5728\u6b64\u52a8\u673a\u4e0b\uff0c\u672c\u6587\u63d0\u51fa\u4e86 OS-Genesis\uff1a\u4e00\u5957\u65e0\u9700\u4eba\u5de5\u76d1\u7763\u7684\u9ad8\u8d28\u91cf GUI \u6570\u636e\u5408\u6210\u6846\u67b6\u3002<\/section>\n<section><\/section>\n<section><strong>2 OS-Genesis<\/strong><\/section>\n<section><\/section>\n<section>OS-Genesis \u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a\u901a\u8fc7\u5148\u63a2\u7d22\u6027\u5730\u4ea4\u4e92 GUI \u73af\u5883\uff0c\u6355\u6349\u6bcf\u4e00\u6b65\u52a8\u4f5c\u53ca\u5176\u524d\u540e\u72b6\u6001\u53d8\u5316\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8d4dabc9300fe519c3bc1e3a926cf06a.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8d4dabc9300fe519c3bc1e3a926cf06a.gif\"><\/a><\/section>\n<section>\u7136\u540e\u57fa\u4e8e\u8fd9\u4e9b\u53d8\u5316\u9006\u5411\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u4f4e\u9636\u6307\u4ee4\uff08Low-level instruction\uff0c\u6bd4\u5982\u2019\u70b9\u51fb Calendar APP\u2019\uff09\uff0c\u518d\u6839\u636e\u73af\u5883\u5bfc\u51fa\u4e00\u4e2a\u9ad8\u9636\u6307\u4ee4\uff08High-level instruction\uff0c\u6bd4\u5982\u2019\u6dfb\u52a0\u65e5\u7a0b\uff1a\u770b\u673a\u5668\u4e4b\u5fc3\u63a8\u6587\u2019\uff09\u3002\u968f\u540e\uff0c\u8ba9\u6a21\u578b\u6267\u884c\u8fd9\u4e00\u5408\u6210\u7684\u6307\u4ee4\uff0c\u6b64\u8fc7\u7a0b\u5b8c\u5168\u6446\u8131\u4e86\u4eba\u5de5\u5e72\u9884\u548c\u4efb\u52a1\u9884\u5b9a\u4e49\u7684\u9650\u5236\uff0c\u5b9e\u73b0\u4e86 GUI \u8f68\u8ff9\u6570\u636e\u751f\u6210\u7684\u9ad8\u6548\u6027\u548c\u591a\u6837\u6027\u3002\u672c\u6587\u53ef\u4ee5\u4e3a\u6784\u5efa\u901a\u7528\u7684 GUI agent \u63d0\u4f9b\u65b0\u7684\u601d\u8def\uff0c\u5176\u5177\u4f53\u65b9\u6cd5\u5982\u4e0b\u6240\u793a\u3002<\/section>\n<section><\/section>\n<section><strong>2-1 \u53cd\u5411\u4efb\u52a1\u5408\u6210<\/strong><\/section>\n<section><\/section>\n<section>\u53cd\u5411\u4efb\u52a1\u5408\u6210\uff08Reverse Task Synthesis\uff09\u662f OS-Genesis \u7684\u6838\u5fc3\uff0c\u5b83\u5e2e\u52a9\u6211\u4eec\u5728\u6784\u5efa GUI \u8f68\u8ff9\u6570\u636e\u65f6\u6446\u8131\u9700\u8981\u4eba\u5de5 \/ \u673a\u5668\u9884\u5b9a\u4e49\u4efb\u52a1\u7684\u5c40\u9650\u3002\u5176\u6d41\u7a0b\u5982\u4e0b\u6240\u793a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ce71ca28156428362fbb859c9eb9d5f7.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ce71ca28156428362fbb859c9eb9d5f7.gif\"><\/a><\/section>\n<section><strong>\u52a8\u4f5c\u8bb0\u5f55\u4e0e\u72b6\u6001\u6355\u6349<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u6ca1\u6709\u9884\u5b9a\u4e49\u4efb\u52a1\u7684\u60c5\u51b5\u4e0b\uff0cOS-Genesis \u901a\u8fc7\u5728 GUI \u73af\u5883\u4e2d\u7cfb\u7edf\u6027\u5730\u6267\u884c\u57fa\u672c\u52a8\u4f5c\uff08\u4f8b\u5982 CLICK\u3001TYPE\u3001SCROLL \u7b49\uff09\uff0c\u751f\u6210\u5927\u91cf\u7684\u4e09\u5143\u7ec4\u6570\u636e \u2329\u72b6\u6001\u524d\uff0c\u52a8\u4f5c\uff0c\u72b6\u6001\u540e\u232a\uff0c\u5373 \u2329spre, action, spost\u232a\u3002\u8fd9\u4e9b\u4e09\u5143\u7ec4\u8bb0\u5f55\u4e86\u6bcf\u4e2a\u52a8\u4f5c\u5bf9\u73af\u5883\u72b6\u6001\u7684\u5f71\u54cd\uff0c\u4e3a\u540e\u7eed\u7684\u4efb\u52a1\u5408\u6210\u63d0\u4f9b\u4e86\u539f\u59cb\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section><strong>\u4f4e\u9636\u6307\u4ee4\u751f\u6210<\/strong><\/section>\n<section><\/section>\n<section>\u5229\u7528 GPT-4o \u6a21\u578b\uff0c\u5c06\u6bcf\u4e2a\u4e09\u5143\u7ec4 \u2329spre, action, spost\u232a \u8f6c\u5316\u4e3a\u63cf\u8ff0\u5177\u4f53\u64cd\u4f5c\u7684\u4f4e\u9636\u6307\u4ee4\uff08Low-level Instruction\uff09\u3002\u4f8b\u5982\uff0c\u82e5\u52a8\u4f5c CLICK \u4f7f\u67d0\u83dc\u5355\u5c55\u5f00\uff0c\u4f4e\u9636\u6307\u4ee4\u53ef\u80fd\u4e3a \u201c\u70b9\u51fb\u4e0b\u62c9\u83dc\u5355\u4ee5\u663e\u793a\u9009\u9879\u201d\u3002<\/section>\n<section><\/section>\n<section><strong>\u9ad8\u9636\u4efb\u52a1\u751f\u6210<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u4f4e\u9636\u6307\u4ee4\u7684\u57fa\u7840\u4e0a\uff0cOS-Genesis \u8fdb\u4e00\u6b65\u751f\u6210\u9ad8\u9636\u6307\u4ee4\uff08High-level Instruction\uff09\u3002\u9ad8\u9636\u6307\u4ee4\u901a\u8fc7\u7ed3\u5408\u4f4e\u9636\u6b65\u9aa4\u548c\u5f53\u524d GUI \u73af\u5883\uff0c\u63cf\u8ff0\u4e86\u4e00\u4e2a\u66f4\u4e3a\u62bd\u8c61\u4e14\u76ee\u6807\u660e\u786e\u7684\u4efb\u52a1\uff0c\u4f8b\u5982 \u201c\u914d\u7f6e\u5e94\u7528\u7a0b\u5e8f\u8bbe\u7f6e\u201d\u3002\u8fd9\u79cd\u4ece\u4f4e\u9636\u5230\u9ad8\u9636\u7684\u9010\u6b65\u751f\u6210\u65b9\u6cd5\u4e0d\u4ec5\u786e\u4fdd\u4e86\u6307\u4ee4\u7684\u903b\u8f91\u4e00\u81f4\u6027\uff0c\u8fd8\u80fd\u6700\u5927\u5316\u5229\u7528 GUI \u73af\u5883\u4e2d\u7684\u52a8\u6001\u7279\u6027\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u4e0a\u8ff0\u53cd\u5411\u4efb\u52a1\u5408\u6210\uff0cOS-Genesis \u53ef\u4ee5\u5728\u6ca1\u6709\u4eba\u5de5\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\u6784\u5efa\u591a\u6837\u5316\u3001\u8bed\u4e49\u4e30\u5bcc\u7684\u4efb\u52a1\u96c6\u5408\uff0c\u663e\u8457\u63d0\u5347\u4e86\u6570\u636e\u751f\u6210\u7684\u6548\u7387\u548c\u8d28\u91cf\u3002<\/section>\n<section><\/section>\n<section><strong>2-2 \u8f68\u8ff9\u6784\u5efa\u4e0e\u5956\u52b1\u6a21\u578b<\/strong><\/section>\n<section><\/section>\n<section>\u53cd\u5411\u4efb\u52a1\u5408\u6210\u751f\u6210\u7684\u9ad8\u9636\u6307\u4ee4\u968f\u540e\u88ab\u7528\u4f5c\u63a2\u7d22 GUI \u73af\u5883\u7684\u8d77\u70b9\uff0c\u8fdb\u4e00\u6b65\u6784\u5efa\u5b8c\u6574\u7684\u8f68\u8ff9\u6570\u636e\uff08Trajectory\uff09\u3002\u4e3a\u4e86\u786e\u4fdd\u751f\u6210\u8f68\u8ff9\u7684\u8d28\u91cf\uff0cOS-Genesis \u5f15\u5165\u4e86\u4e00\u4e2a\u5956\u52b1\u6a21\u578b\uff08Trajectory Reward Model, TRM\uff09\uff0c\u5bf9\u751f\u6210\u7684\u8f68\u8ff9\u8fdb\u884c\u8d28\u91cf\u8bc4\u4f30\u548c\u7b5b\u9009\u3002\u4ee5\u4e0b\u662f\u8f68\u8ff9\u6784\u5efa\u4e0e\u5956\u52b1\u6a21\u578b\u7684\u8be6\u7ec6\u6d41\u7a0b\uff1a<\/section>\n<section><\/section>\n<section><strong>\u8f68\u8ff9\u6267\u884c<\/strong><\/section>\n<section><\/section>\n<section>\u5229\u7528\u53cd\u5411\u4efb\u52a1\u5408\u6210\u751f\u6210\u7684\u9ad8\u9636\u6307\u4ee4\uff0cGUI agent \u4f1a\u6267\u884c\u4e00\u7cfb\u5217\u52a8\u4f5c\u4ee5\u5b8c\u6210\u4efb\u52a1\u3002\u6bcf\u6761\u8f68\u8ff9\u7531\u4ee5\u4e0b\u5185\u5bb9\u7ec4\u6210\uff1a\u9ad8\u9636\u6307\u4ee4\u3001\u4f4e\u9636\u6307\u4ee4\u3001\u52a8\u4f5c\u5e8f\u5217\u4ee5\u53ca\u72b6\u6001\uff08\u5305\u542b\u622a\u56fe\u548c a11ytree\uff09\u3002<\/section>\n<section><\/section>\n<section><strong>\u8f68\u8ff9\u5956\u52b1\u6a21\u578b\uff08Trajectory Reward Model\uff09<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u907f\u514d\u4f4e\u8d28\u91cf\u6216\u4e0d\u5b8c\u6574\u8f68\u8ff9\u5bf9\u6a21\u578b\u8bad\u7ec3\u7684\u8d1f\u9762\u5f71\u54cd\uff0cOS-Genesis \u4f7f\u7528 TRM \u5bf9\u6bcf\u6761\u8f68\u8ff9\u5206\u914d\u4e00\u4e2a\u5956\u52b1\u5206\u6570\u3002\u5956\u52b1\u5206\u6570\u57fa\u4e8e\u4ee5\u4e0b\u4e24\u4e2a\u6307\u6807\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5b8c\u6210\u5ea6\uff08Completion\uff09\uff1a\u8861\u91cf\u8f68\u8ff9\u662f\u5426\u6210\u529f\u5b8c\u6210\u9ad8\u9636\u4efb\u52a1\uff0c\u5305\u62ec\u6bcf\u4e2a\u6b65\u9aa4\u7684\u6b63\u786e\u6027\u548c\u903b\u8f91\u8fde\u8d2f\u6027\u3002<\/section>\n<\/li>\n<li>\n<section>\u4e00\u81f4\u6027\uff08Coherence\uff09\uff1a\u8bc4\u4f30\u8f68\u8ff9\u7684\u903b\u8f91\u6027\uff0c\u786e\u4fdd\u52a8\u4f5c\u5e8f\u5217\u80fd\u591f\u9ad8\u6548\u5730\u5b9e\u73b0\u4efb\u52a1\u76ee\u6807\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u5956\u52b1\u9a71\u52a8\u7684\u6570\u636e\u7b5b\u9009<\/strong><\/section>\n<section><\/section>\n<section>\u6839\u636e\u5956\u52b1\u5206\u6570\uff0c\u8f68\u8ff9\u6570\u636e\u4f1a\u88ab\u4f18\u5148\u7528\u4e8e\u6a21\u578b\u8bad\u7ec3\u3002\u4e0e\u4f20\u7edf\u7684\u4e8c\u5143\u8fc7\u6ee4\u65b9\u6cd5\uff08\u5373\u629b\u5f03\u6267\u884c\u5931\u8d25\u7684\u4efb\u52a1\uff09\u4e0d\u540c\uff0cTRM \u5141\u8bb8\u90e8\u5206\u4e0d\u5b8c\u6574\u4f46\u5177\u6709\u63a2\u7d22\u4ef7\u503c\u7684\u8f68\u8ff9\u4fdd\u7559\u5728\u6570\u636e\u96c6\u4e2d\uff0c\u4ece\u800c\u6700\u5927\u5316\u5730\u5229\u7528\u751f\u6210\u7684\u6570\u636e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4acccab5fc8edb35ee798b2157935260.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4acccab5fc8edb35ee798b2157935260.gif\"><\/a><\/section>\n<section>\u901a\u8fc7\u7ed3\u5408\u53cd\u5411\u4efb\u52a1\u5408\u6210\u548c\u5956\u52b1\u6a21\u578b\uff0cOS-Genesis \u5b9e\u73b0\u4e86\u4ece\u4efb\u52a1\u751f\u6210\u5230\u8f68\u8ff9\u6784\u5efa\u7684\u7aef\u5230\u7aef\u6d41\u7a0b\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cOS-Genesis \u751f\u6210\u7684\u6570\u636e\u5728\u8d28\u91cf\u548c\u591a\u6837\u6027\u4e0a\u5747\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\uff0c\u4e3a\u6784\u5efa\u901a\u7528 GUI agent \u63d0\u4f9b\u4e86\u53ef\u9760\u7684\u6570\u636e\u652f\u6301\u3002<\/section>\n<section><\/section>\n<section><strong>3 \u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u9a8c\u8bc1 OS-Genesis \u5728\u52a8\u6001\u73af\u5883\u4e2d\u751f\u6210\u9ad8\u8d28\u91cf\u8f68\u8ff9\u6570\u636e\u7684\u80fd\u529b\uff0c\u672c\u6587\u5728\u52a8\u6001\u73af\u5883\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002\u5bf9\u4e8e Mobile \u573a\u666f\u9009\u62e9\u4e86 AndroidWorld \u548c AndroidControl\uff0c\u5bf9\u4e8e Web \u573a\u666f\u5219\u4f7f\u7528\u4e86 WebArena \u4f5c\u4e3a\u6d4b\u8bc4\u57fa\u51c6\u3002\u5728\u8fd9\u4e9b\u590d\u6742\u7684\u73af\u5883\u4e2d\uff0c\u4f5c\u8005\u6d4b\u8bd5\u7528 OS-Genesis \u5408\u6210\u6570\u636e\u8bad\u7ec3\u7684 agent \u8868\u73b0\u76f8\u5bf9\u4f20\u7edf\u65b9\u6cd5\u6548\u679c\u5982\u4f55\u3002<\/section>\n<section><\/section>\n<section><strong>3-1 \u6a21\u578b\u4e0e\u57fa\u7ebf<\/strong><\/section>\n<section><\/section>\n<section>VLMs. \u4f5c\u8005\u5728\u5b9e\u9a8c\u4e2d\u9009\u62e9\u4e86\u4ee3\u8868\u6027\u7684 VLSs \u4f5c\u4e3a GUI agent \u7684\u57fa\u7840\u6a21\u578b\uff0c\u4ee5\u4fbf\u5168\u9762\u8bc4\u4f30 OS-Genesis \u751f\u6210\u7684\u6570\u636e\u5728\u4e0d\u540c\u6a21\u578b\u4e0a\u7684\u7684\u5f71\u54cd\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>InternVL2-4B\/8B\uff1a\u4e00\u79cd\u652f\u6301\u9ad8\u5206\u8fa8\u7387\u52a8\u6001\u8f93\u5165\u7684\u5f00\u6e90 VLM\uff0c\u4e3b\u8981\u7528\u4e8e\u89c6\u89c9\u4efb\u52a1\u3002\u5176\u6269\u5c55\u7248\u672c InternVL2-8B \u5177\u6709\u66f4\u5927\u7684\u6a21\u578b\u5bb9\u91cf\u3002<\/section>\n<\/li>\n<li>\n<section>Qwen2-VL-7B-Instruct\uff1a\u4e00\u79cd\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5177\u5907\u4e00\u5b9a\u7684 GUI \u4ea4\u4e92\u80fd\u529b\uff0c\u4e13\u4e3a\u6307\u4ee4\u6267\u884c\u4efb\u52a1\u4f18\u5316\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u4f5c\u8005\u8fd8\u989d\u5916\u6dfb\u52a0\u4e86 GPT-4o \u4f5c\u4e3a\u4e00\u4e2a\u5f3a baseline\uff0c\u6765\u6bd4\u8f83\u6211\u4eec\u6240\u8bad\u7ec3\u7684\u5f00\u6e90\u6a21\u578b\u548c\u5546\u4e1a\u6a21\u578b\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/section>\n<section><\/section>\n<section>Baselinse. \u6240\u6709\u7684 baseline \u63a5\u53d7\u7684\u72b6\u6001\u4fe1\u606f\u5747\u4e3a Screenshots + a11ytree<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Zero-Shot\uff1a\u76f4\u63a5\u4f7f\u7528\u672a\u7ecf\u8fc7\u989d\u5916\u8bad\u7ec3\u7684\u6a21\u578b\u5b8c\u6210\u4efb\u52a1\u3002\u8fd9\u79cd\u65b9\u6cd5\u7528\u4e8e\u8bc4\u4f30\u6a21\u578b\u7684\u539f\u59cb\u80fd\u529b\u3002<\/section>\n<\/li>\n<li>\n<section>Task-Driven\uff1a\u5229\u7528\u9884\u5b9a\u4e49\u4efb\u52a1\u548c\u56fa\u5b9a\u7b56\u7565\u751f\u6210\u6570\u636e\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u4f20\u7edf\u6570\u636e\u751f\u6210\u6d41\u7a0b\u3002<\/section>\n<\/li>\n<li>\n<section>Self-Instruct\uff1a\u5728 Task-Driven \u7684\u57fa\u7840\u4e0a\uff0c\u5f15\u5165\u81ea\u6211\u6307\u4ee4\u751f\u6210\u673a\u5236\u6765\u6269\u5c55\u4efb\u52a1\u7684\u548c\u8986\u76d6\u8303\u56f4\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>3-2 Mobile<\/strong><\/section>\n<section><\/section>\n<section>\u5728 AndroidWorld\uff08In-domain \u5b9e\u9a8c\uff09\u4e2d\uff0cOS-Genesis \u751f\u6210\u7684\u6570\u636e\u663e\u8457\u63d0\u5347\u4e86 GUI agents \u7684\u4efb\u52a1\u6210\u529f\u7387\uff0c\u4ece\u57fa\u7ebf\u7684 9.82% \u63d0\u5347\u81f3 17.41%\uff0c\u51e0\u4e4e\u7ffb\u500d\u3002\u5c24\u5176\u662f\u5728\u4efb\u52a1\u89c4\u5212\u548c\u590d\u6742\u64cd\u4f5c\u4e2d\uff0cOS-Genesis \u7684\u6570\u636e\u5c55\u73b0\u4e86\u66f4\u5f3a\u7684\u9002\u5e94\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ded6e4f28ef056c63120dc6a30a18e9b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ded6e4f28ef056c63120dc6a30a18e9b.png\"><\/a><\/section>\n<section>\u5728 AndroidControl \u4e2d\uff08OOD \u5b9e\u9a8c\uff09\uff0cOS-Genesis \u751f\u6210\u7684\u8f68\u8ff9\u5728\u9ad8\u9636\u548c\u4f4e\u9636\u4efb\u52a1\u4e2d\u5747\u8868\u73b0\u51fa\u8272\uff0c\u7279\u522b\u662f\u5728\u9ad8\u9636\u4efb\u52a1\u4e2d\uff0c\u5176\u89c4\u5212\u80fd\u529b\u63d0\u5347\u5c24\u4e3a\u660e\u663e\u3002\u6b64\u5916\uff0cOS-Genesis \u5728\u672a\u89c1\u8fc7\u7684\u5e94\u7528\u573a\u666f\u4e0b\u8868\u73b0\u51fa\u4e86\u8f83\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u9a8c\u8bc1\u4e86\u5176\u751f\u6210\u6570\u636e\u7684\u9ad8\u8d28\u91cf\u548c\u591a\u6837\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>3-3 Web<\/strong><\/section>\n<section><\/section>\n<section>OS-Genesis \u5728 WebArena \u4e2d\u7684\u8868\u73b0\u4e5f\u663e\u8457\u4f18\u4e8e\u57fa\u7ebf\u65b9\u6cd5\u3002\u5bf9\u4e8e\u590d\u6742\u7684\u4ea4\u4e92\u5f0f\u7f51\u9875\u4efb\u52a1\uff08\u5982 GitLab \u548c Reddit\uff09\uff0c\u672c\u5de5\u4f5c\u7684 agent \u76f8\u6bd4 Task-Driven \u65b9\u6cd5\u63d0\u5347\u4e86\u7ea6 50%\u3002\u5728\u591a\u4e2a\u52a8\u6001\u7f51\u9875\u573a\u666f\u4e2d\uff0c\u901a\u8fc7 OS-Genesis \u751f\u6210\u7684\u6570\u636e\uff0cagent \u8868\u73b0\u51fa\u4e86\u66f4\u9ad8\u7684\u591a\u6837\u6027\u548c\u6cdb\u5316\u80fd\u529b\uff0c\u7279\u522b\u662f\u5728\u9700\u8981\u591a\u6b65\u64cd\u4f5c\u7684\u4efb\u52a1\u4e2d\uff0c\u5176\u751f\u6210\u8f68\u8ff9\u66f4\u7b26\u5408\u903b\u8f91\u548c\u7528\u6237\u610f\u56fe\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0d57c36eb3332a9b6dff26d3366e72e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0d57c36eb3332a9b6dff26d3366e72e5.png\"><\/a><\/section>\n<section><strong>4 \u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u9879\u5de5\u4f5c\u5bf9\u5408\u6210\u8f68\u8ff9\u7684\u8d28\u91cf\u8fdb\u884c\u4e86\u8be6\u5c3d\u7684\u5206\u6790\uff0c\u7279\u522b\u662f\u5c06 OS-Genesis \u751f\u6210\u7684\u6570\u636e\u4e0e\u4eba\u5de5\u6807\u6ce8\uff08Human-annotated\uff09\u6570\u636e\u8fdb\u884c\u4e86\u5bf9\u6bd4\uff0c\u4ee5\u5168\u9762\u8bc4\u4f30\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u53ef\u884c\u6027\u548c\u6709\u6548\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>4-1 \u9ad8\u9636\u6307\u4ee4\u5bf9\u6bd4<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u9996\u5148\u6bd4\u8f83\u4e86 OS-Genesis \u751f\u6210\u7684\u9ad8\u9636\u6307\u4ee4\u4e0e\u4eba\u5de5\u7f16\u5199\u7684\u9ad8\u9636\u6307\u4ee4\u5728\u4efb\u52a1\u6267\u884c\u4e2d\u7684\u6548\u679c\u3002\u5b9e\u9a8c\u57fa\u4e8e AndroidWorld \u7684 500 \u4e2a\u4eba\u5de5\u6807\u6ce8\u8f68\u9ad8\u9636\u4efb\u52a1\uff0c\u91c7\u7528 GPT-4o \u63a2\u7d22\u5176\u5bf9\u5e94\u8f68\u8ff9\uff0c\u5e76\u7528\u8fd9\u4e9b\u8f68\u8ff9\u8bad\u7ec3\u57fa\u4e8e InternVL2-8B \u548c Qwen2-VL-7B\u3002\u4e3a\u4fdd\u8bc1\u516c\u5e73\u6027\uff0cOS-Genesis \u548c\u5404 baseline \u7684\u8f68\u8ff9\u6570\u91cf\u4fdd\u6301\u4e00\u81f4\u3002<\/section>\n<section><\/section>\n<section><strong>\u7ed3\u679c\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u4efb\u52a1\u6210\u529f\u7387\u4e0a\uff0cOS-Genesis \u751f\u6210\u7684\u9ad8\u9636\u6307\u4ee4\u663e\u8457\u4f18\u4e8e\u4eba\u5de5\u7f16\u5199\u7684\u6307\u4ee4\u3002\u8fd9\u4e3b\u8981\u5f52\u56e0\u4e8e\u4ee5\u4e0b\u4e24\u70b9\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u52a8\u6001\u73af\u5883\u9002\u914d\u6027\uff1a\u4eba\u5de5\u7f16\u5199\u7684\u4efb\u52a1\u5f80\u5f80\u96be\u4ee5\u4e0e\u590d\u6742\u73af\u5883\u5b8c\u5168\u5339\u914d\uff0c\u800c OS-Genesis \u901a\u8fc7\u53cd\u5411\u4efb\u52a1\u5408\u6210\u751f\u6210\u7684\u6307\u4ee4\u80fd\u591f\u81ea\u9002\u5e94 GUI \u52a8\u6001\u7279\u6027\uff0c\u66f4\u7b26\u5408\u73af\u5883\u9700\u6c42\u3002<\/section>\n<\/li>\n<li>\n<section>\u9010\u6b65\u751f\u6210\u7b56\u7565\uff1aOS-Genesis \u4ece\u4f4e\u9636\u6307\u4ee4\u9010\u6b65\u6784\u5efa\u9ad8\u9636\u6307\u4ee4\uff0c\u786e\u4fdd\u4e86\u6307\u4ee4\u7684\u903b\u8f91\u8fde\u8d2f\u6027\u548c\u53ef\u6267\u884c\u6027\uff0c\u800c\u4eba\u5de5\u7f16\u5199\u7684\u9ad8\u9636\u6307\u4ee4\u6709\u65f6\u4f1a\u56e0\u7f3a\u4e4f\u7ec6\u8282\u800c\u5bfc\u81f4\u8f68\u8ff9\u4e0d\u5b8c\u6574\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8da3d60a207636bdfbf0c755f78f7766.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8da3d60a207636bdfbf0c755f78f7766.png\"><\/a><\/section>\n<section><strong>4-2 \u8f68\u8ff9\u6570\u636e\u5bf9\u6bd4<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u8f68\u8ff9\u8d28\u91cf\uff0c\u4f5c\u8005\u63a2\u8ba8\u4e86 OS-Genesis \u751f\u6210\u7684\u5b8c\u6574\u8f68\u8ff9\u4e0e\u4eba\u5de5\u6807\u6ce8\uff08Human-annotated\uff09\u8f68\u8ff9\u5728 GUI agent \u8bad\u7ec3\u4e2d\u7684\u5dee\u5f02\u3002\u4f5c\u8005\u4ece AndroidControl \u7684\u8bad\u7ec3\u96c6\u4e2d\u9009\u53d6\u4e86 1,000 \u6761\u4f17\u5305\u6807\u6ce8\u7684\u8f68\u8ff9\u8fdb\u884c\u8bad\u7ec3\u5e76\u5bf9\u6bd4\u3002\u6b63\u5982\u56fe\u4e0b\uff0cOS-Genesis \u663e\u8457\u7f29\u5c0f\u4e86\u5408\u6210\u8f68\u8ff9\u4e0e\u4eba\u5de5\u6807\u6ce8\u8f68\u8ff9\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u8ddd\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u63d0\u5347\u5728\u9ad8\u9636\u4efb\u52a1\u4e2d\u5c24\u4e3a\u663e\u8457\uff0c\u8868\u660e\u57fa\u4e8e OS-Genesis \u8f68\u8ff9\u8bad\u7ec3\u7684 agent \u5728\u4efb\u52a1\u89c4\u5212\u548c\u95ee\u9898\u89e3\u51b3\u65b9\u9762\u8868\u73b0\u66f4\u63a5\u8fd1\u4e8e\u4eba\u7c7b\u64cd\u4f5c\u65b9\u5f0f\u3002\u4ece\u5e73\u5747\u4efb\u52a1\u6210\u529f\u7387\u6765\u770b\uff0c\u5c06\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u89c6\u4e3a gold standard\uff0cOS-Genesis \u6570\u636e\u7684\u6027\u80fd\u4fdd\u7559\u7387\u8d85\u8fc7\u4e86 80%\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d7850ccf65a63ba5d6cf693095c7d92a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d7850ccf65a63ba5d6cf693095c7d92a.png\"><\/a><\/section>\n<section><strong>5 \u603b\u7ed3\u4e0e\u5c55\u671b<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u9879\u5de5\u4f5c\u63d0\u51fa\u4e86 OS-Genesis\uff0c\u4e3a\u6709\u6548\u6784\u5efa GUI Agents \u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u89c6\u89d2\u3002\u901a\u8fc7\u5f15\u5165\u4e00\u79cd\u5168\u65b0\u7684\u4ea4\u4e92\u9a71\u52a8\u5408\u6210\u65b9\u6cd5\uff0cOS-Genesis \u6210\u529f\u514b\u670d\u4e86\u4ee5\u5f80\u6570\u636e\u6536\u96c6\u4e2d\u6784\u5efa\uff081\uff09\u6709\u610f\u4e49\u4e14\uff082\uff09\u591a\u6837\u5316\u7684 GUI \u4efb\u52a1\u7684\u5173\u952e\u74f6\u9888\u3002\u5728\u591a\u4e2a\u6311\u6218\u6027\u7684 online \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u4f5c\u8005\u8bc1\u660e\u4e86 OS-Genesis \u751f\u6210\u7684\u6570\u636e\u5728\u6784\u5efa GUI agents \u7684\u89c4\u5212\u548c\u52a8\u4f5c\u80fd\u529b\u4e0a\u5b9e\u73b0\u4e86\u7a81\u7834\u3002\u6b64\u5916\uff0cOS-Genesis \u751f\u6210\u7684\u8f68\u8ff9\u6570\u636e\u5c55\u73b0\u51fa\u4e86\u66f4\u9ad8\u7684\u591a\u6837\u6027\uff0c\u5e76\u663e\u8457\u7f29\u5c0f\u4e86\u5408\u6210\u6570\u636e\u4e0e\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u4e4b\u95f4\u7684\u8d28\u91cf\u5dee\u8ddd\u3002OS-Genesis \u4e3a\u751f\u6210\u9ad8\u8d28\u91cf GUI agents \u8bad\u7ec3\u8f68\u8ff9\u6570\u636e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u524d\u666f\u7684\u65b9\u5411\uff0c\u4f7f\u7814\u7a76\u9886\u57df\u5728\u5b9e\u73b0\u6570\u5b57\u4e16\u754c\u81ea\u52a8\u5316\u7684\u9053\u8def\u4e0a\u66f4\u8fdb\u4e00\u6b65\uff01<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-22-4\" target=\"_blank\">OS-Genesis\u6765\u4e86\uff0c\u81ea\u52a8\u6536\u96c6\u548c\u6807\u6ce8Agent\u6570\u636e\uff0c\u9ad8\u6548\u4e14\u591a\u6837<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:OS-Genesis\u6765 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