{"id":3980,"date":"2026-04-19T15:00:07","date_gmt":"2026-04-19T07:00:07","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/04\/19\/%e6%95%99%e9%be%99%e8%99%be%e7%8e%a9%e6%89%8b%e6%9c%ba%ef%bc%81%e6%89%93%e9%80%9agui%e6%99%ba%e8%83%bd%e4%bd%93%e8%ae%ad%e7%bb%83-%e8%af%84%e6%b5%8b-%e9%83%a8%e7%bd%b2%e5%85%a8%e6%b5%81%e7%a8%8b\/"},"modified":"2026-04-19T15:00:07","modified_gmt":"2026-04-19T07:00:07","slug":"%e6%95%99%e9%be%99%e8%99%be%e7%8e%a9%e6%89%8b%e6%9c%ba%ef%bc%81%e6%89%93%e9%80%9agui%e6%99%ba%e8%83%bd%e4%bd%93%e8%ae%ad%e7%bb%83-%e8%af%84%e6%b5%8b-%e9%83%a8%e7%bd%b2%e5%85%a8%e6%b5%81%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/04\/19\/%e6%95%99%e9%be%99%e8%99%be%e7%8e%a9%e6%89%8b%e6%9c%ba%ef%bc%81%e6%89%93%e9%80%9agui%e6%99%ba%e8%83%bd%e4%bd%93%e8%ae%ad%e7%bb%83-%e8%af%84%e6%b5%8b-%e9%83%a8%e7%bd%b2%e5%85%a8%e6%b5%81%e7%a8%8b\/","title":{"rendered":"\u6559\u9f99\u867e\u73a9\u624b\u673a\uff01\u6253\u901aGUI\u667a\u80fd\u4f53\u8bad\u7ec3-\u8bc4\u6d4b-\u90e8\u7f72\u5168\u6d41\u7a0b\uff0c\u8bad\u7ec3\u3001\u771f\u673a\u3001\u8bc4\u6d4b\u4e00\u7ad9\u89e3\u51b3"},"content":{"rendered":"
\"\u6559\u9f99\u867e\u73a9\u624b\u673a\uff01\u6253\u901aGUI\u667a\u80fd\u4f53\u8bad\u7ec3-\u8bc4\u6d4b-\u90e8\u7f72\u5168\u6d41\u7a0b\uff0c\u8bad\u7ec3\u3001\u771f\u673a\u3001\u8bc4\u6d4b\u4e00\u7ad9\u89e3\u51b3\"\/<\/div><\/figure>\n
\"\u6559\u9f99\u867e\u73a9\u624b\u673a\uff01\u6253\u901aGUI\u667a\u80fd\u4f53\u8bad\u7ec3-\u8bc4\u6d4b-\u90e8\u7f72\u5168\u6d41\u7a0b\uff0c\u8bad\u7ec3\u3001\u771f\u673a\u3001\u8bc4\u6d4b\u4e00\u7ad9\u89e3\u51b3\"\/<\/div><\/figure>\n
\"\u6559\u9f99\u867e\u73a9\u624b\u673a\uff01\u6253\u901aGUI\u667a\u80fd\u4f53\u8bad\u7ec3-\u8bc4\u6d4b-\u90e8\u7f72\u5168\u6d41\u7a0b\uff0c\u8bad\u7ec3\u3001\u771f\u673a\u3001\u8bc4\u6d4b\u4e00\u7ad9\u89e3\u51b3\"\/<\/div><\/figure>\n
\"\u6559\u9f99\u867e\u73a9\u624b\u673a\uff01\u6253\u901aGUI\u667a\u80fd\u4f53\u8bad\u7ec3-\u8bc4\u6d4b-\u90e8\u7f72\u5168\u6d41\u7a0b\uff0c\u8bad\u7ec3\u3001\u771f\u673a\u3001\u8bc4\u6d4b\u4e00\u7ad9\u89e3\u51b3\"\/<\/div><\/figure>\n

ClawGUI\u56e2\u961f \u6295\u7a3f<\/p>\n

\u6ca1\u6709\u4eba\u5de5\u5e72\u9884\uff0c\u6ca1\u6709\u9884\u8bbe\u811a\u672c\uff0cAI\u81ea\u5df1\u770b\u5c4f\u5e55\u3001\u5224\u65ad\u5c40\u9762\u3001\u89c4\u5212\u6d88\u9664\u8def\u5f84\u3001\u70b9\u51fb\u6267\u884c\u3002<\/p>\n

\u770b\u7740\u5b83\u4e00\u6b65\u6b65\u628a\u65b9\u5757\u6d88\u6389\uff0c\u83ab\u540d\u6709\u79cd\u89e3\u538b\u611f\u3002<\/p>\n

\u8fd9\u4e0d\u662f\u6e38\u620f\u5916\u6302\uff0c\u800c\u662f\u4e00\u4e2a\u901a\u7528GUI\u667a\u80fd\u4f53\u5728\u300c\u8ba4\u771f\u5de5\u4f5c\u300d\uff1a\u5b83\u7528\u7684\u662f\u548c\u64cd\u4f5c\u624b\u673aApp\u3001\u586b\u5199\u8868\u5355\u3001\u6d4f\u89c8\u7f51\u9875\u5b8c\u5168\u76f8\u540c\u7684\u89c6\u89c9\u7406\u89e3\u4e0e\u64cd\u63a7\u80fd\u529b\u3002\u80fd\u73a9\u6d88\u6d88\u4e50\uff0c\u53ea\u662f\u56e0\u4e3a\u5b83\u771f\u7684\u5b66\u4f1a\u4e86\u300c\u770b\u61c2\u5c4f\u5e55\u5e76\u64cd\u4f5c\u300d\u8fd9\u4ef6\u4e8b\u3002<\/p>\n

\u90a3\u4e48\u95ee\u9898\u6765\u4e86\uff1a\u4e00\u4e2a\u80fd\u81ea\u5df1\u73a9\u6d88\u6d88\u4e50\u7684AI\uff0c\u79bb\u66ff\u4f60\u5b8c\u6210\u65e5\u5e38\u624b\u673a\u64cd\u4f5c\u8fd8\u6709\u591a\u8fdc\uff1f\u4e0d\u662f\u90a3\u79cd\u300c\u5e2e\u6211\u8bbe\u4e2a\u95f9\u949f\u300d\u7684\u8bed\u97f3\u52a9\u624b\uff0c\u800c\u662f\u771f\u6b63\u50cf\u4eba\u4e00\u6837\uff0c\u770b\u5c4f\u5e55\u3001\u7406\u89e3\u754c\u9762\u3001\u6ed1\u52a8\u70b9\u51fb\u3001\u9010\u6b65\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u7684\u667a\u80fd\u4f53\u3002<\/p>\n

\u5f53\u524dGUI\u667a\u80fd\u4f53\u7814\u7a76\u666e\u904d\u9762\u4e34\u4e00\u4e2a\u7ed3\u6784\u6027\u6311\u6218\uff1a\u8bad\u7ec3\u3001\u8bc4\u6d4b\u3001\u90e8\u7f72\u4e09\u4e2a\u73af\u8282\u5f7c\u6b64\u5272\u88c2\uff0c\u96be\u4ee5\u5f62\u6210\u95ed\u73af\u3002\u6a21\u578b\u5728\u4eff\u771f\u73af\u5883\u91cc\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u5f80\u5f80\u7f3a\u4e4f\u914d\u5957\u7684\u5de5\u7a0b\u8def\u5f84\u8fc1\u79fb\u5230\u771f\u5b9e\u8bbe\u5907\uff1b\u8bc4\u6d4b\u4f53\u7cfb\u6807\u51c6\u4e0d\u4e00\uff0c\u4e0d\u540c\u6846\u67b6\u4e0b\u7684\u6570\u5b57\u96be\u4ee5\u6a2a\u5411\u6bd4\u8f83\uff1b\u800c\u90e8\u7f72\u5230\u771f\u5b9e\u8bbe\u5907\uff0c\u53c8\u9700\u8981\u72ec\u7acb\u642d\u5efa\u4e00\u5957\u5de5\u7a0b\u57fa\u7840\u8bbe\u65bd\u3002\u4e09\u4e2a\u73af\u8282\u5404\u81ea\u4e3a\u6218\uff0c\u6574\u4f53\u63a8\u8fdb\u7684\u6210\u672c\u6781\u9ad8\u3002<\/p>\n

\u4eca\u5929\uff0c\u6765\u81eaZJU-REAL\u7684\u56e2\u961f\u5e26\u6765\u4e86ClawGUI\uff0c\u4e00\u4e2a\u8986\u76d6GUI\u667a\u80fd\u4f53\u5728\u7ebfRL\u8bad\u7ec3\u3001\u6807\u51c6\u5316\u8bc4\u6d4b\u3001\u771f\u673a\u90e8\u7f72\u5b8c\u6574\u751f\u547d\u5468\u671f\u7684\u5f00\u6e90\u6846\u67b6\u3002\u4e0d\u662f\u4e09\u4e2a\u72ec\u7acb\u5de5\u5177\u7684\u7b80\u5355\u62fc\u63a5\uff0c\u800c\u662f\u4e00\u6761\u6253\u901a\u7684\u6d41\u6c34\u7ebf\uff1a\u7528ClawGUI-RL\u8bad\u7ec3\uff0c\u7528ClawGUI-Eval\u8bc4\u6d4b\uff0c\u7528OpenClaw-GUI\u90e8\u7f72\uff0c\u7aef\u5230\u7aef\u9a8c\u8bc1\u3002<\/p>\n

\u57fa\u4e8e\u8fd9\u5957\u6d41\u6c34\u7ebf\uff0c\u4e00\u4e2a\u4ec52B\u53c2\u6570\u7684\u5c0f\u6a21\u578bClawGUI-2B\uff0c\u5728MobileWorld\u57fa\u51c6\u4e0a\u53d6\u5f9717.1 SR\uff0c\u5927\u5e45\u8d85\u8d8a\u57fa\u7ebf\u768411.1\uff0c\u8fbe\u5230\u4e86\u63a5\u8fd18B\u6a21\u578b\u7684\u6c34\u5e73\u3002<\/p>\n

\u25b3ClawGUI\u7cfb\u7edf\u67b6\u6784\u603b\u89c8<\/p>\n

GUI Agent\u7684RL\u8bad\u7ec3\u9700\u8981\u4e0e\u771f\u5b9e\u8bbe\u5907\u8fdb\u884c\u6301\u7eed\u4ea4\u4e92\uff0c\u622a\u5c4f\u3001\u89e3\u6790\u3001\u64cd\u4f5c\u3001\u83b7\u5f97\u53cd\u9988\uff0c\u5f62\u6210\u5b8c\u6574\u7684episode\u3002\u8fd9\u610f\u5473\u7740\u8bad\u7ec3\u57fa\u7840\u8bbe\u65bd\u4e0d\u4ec5\u9700\u8981\u6a21\u578b\u8bad\u7ec3\u6846\u67b6\uff0c\u8fd8\u9700\u8981\u5927\u89c4\u6a21\u73af\u5883\u4eff\u771f\u548c\u8bbe\u5907\u7ba1\u7406\u80fd\u529b\u3002ClawGUI-RL\u662f\u76ee\u524d\u5f00\u6e90\u793e\u533a\u4e2d\u4e3a\u6570\u4e0d\u591a\u7684\u3001\u7ecf\u8fc7\u7aef\u5230\u7aef\u9a8c\u8bc1\u7684GUI Agent Online RL\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

\u5177\u4f53\u6765\u8bf4\uff0cClawGUI-RL\u5c06\u6574\u4e2a\u8bad\u7ec3\u57fa\u7840\u8bbe\u65bd\u62c6\u89e3\u4e3a\u4e09\u5c42\uff1a\u73af\u5883\u7ba1\u7406\u3001\u5956\u52b1\u8bbe\u8ba1\u3001\u7b56\u7565\u4f18\u5316\u3002<\/p>\n

\u73af\u5883\u5c42\u9762\uff0c\u6240\u6709\u8bbe\u5907\u540e\u7aef\uff08Docker\u865a\u62df\u673a\u548c\u7269\u7406\u624b\u673a\uff09\u88ab\u7edf\u4e00\u62bd\u8c61\u4e3a\u540c\u4e00\u5957\u63a5\u53e3\uff0c\u8bad\u7ec3\u4ee3\u7801\u65e0\u9700\u533a\u5206\u5e95\u5c42\u662f\u6a21\u62df\u5668\u8fd8\u662f\u771f\u673a\u3002\u6bcf\u4e2a\u73af\u5883\u9075\u5faa\u300c\u91cd\u7f6e\u2192\u6267\u884c\u2192\u8bc4\u4f30\u2192\u56de\u6536\u300d\u7684\u6807\u51c6\u751f\u547d\u5468\u671f\uff0c\u914d\u5408Spare Server\u8f6e\u8f6c\u548c\u5468\u671f\u6027\u91cd\u542f\uff0c\u4fdd\u8bc1\u957f\u65f6\u95f4\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n

\u5956\u52b1\u5c42\u9762\uff0cClawGUI-RL\u91c7\u7528\u4e8c\u5143\u7ed3\u679c\u5956\u52b1+PRM\u9010\u6b65\u5956\u52b1\u7684\u53cc\u5c42\u8bbe\u8ba1\u3002\u7ed3\u679c\u5956\u52b1\u5728episode\u7ed3\u675f\u65f6\u7ed9\u51fa\u6210\u529f\/\u5931\u8d25\u76840\/1\u4fe1\u53f7\uff0cPRM\u5219\u5728\u6bcf\u4e00\u6b65\u64cd\u4f5c\u540e\u6839\u636e\u524d\u540e\u622a\u56fe\u548c\u5386\u53f2\u52a8\u4f5c\u5224\u65ad\u5f53\u524d\u64cd\u4f5c\u662f\u5426\u6709\u6548\u63a8\u8fdb\u4e86\u4efb\u52a1\uff0c\u4e24\u8005\u76f8\u52a0\u6784\u6210\u6700\u7ec8\u5956\u52b1\u3002\u8fd9\u79cd\u7a20\u5bc6\u7684\u9010\u6b65\u53cd\u9988\u6781\u5927\u7f13\u89e3\u4e86GUI\u957f\u5e8f\u5217\u51b3\u7b56\u4e2d\u5956\u52b1\u7a00\u758f\u7684\u95ee\u9898\uff0c\u8ba9\u4f18\u5316\u5668\u80fd\u591f\u533a\u5206\u54ea\u4e9b\u4e2d\u95f4\u6b65\u9aa4\u662f\u6709\u4ef7\u503c\u7684\u3001\u54ea\u4e9b\u662f\u65e0\u6548\u7ed5\u8def\u3002<\/p>\n

\u7b56\u7565\u4f18\u5316\u5c42\u9762\uff0cClawGUI-RL\u652f\u6301GRPO\u3001GiGPO\u7b49\u4e3b\u6d41\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u5e76\u63d0\u4f9b\u7edf\u4e00\u7684\u8bad\u7ec3\u63a5\u53e3\uff0c\u65b9\u4fbf\u7814\u7a76\u8005\u6839\u636e\u4efb\u52a1\u7279\u6027\u7075\u6d3b\u5207\u6362\u548c\u5bf9\u6bd4\u4e0d\u540c\u4f18\u5316\u7b56\u7565\u3002<\/p>\n

\u25b3ClawGUI-RL\u67b6\u6784\u56fe<\/p>\n

\u57fa\u4e8eDocker\u7684Android\u865a\u62df\u73af\u5883\uff0cClawGUI-RL\u652f\u6301\u5927\u91cf\u865a\u62dfAndroid\u73af\u5883\u540c\u65f6\u5e76\u884c\u8fd0\u884c\u3002\u5185\u7f6e\u7684Spare Server\u8f6e\u8f6c\u673a\u5236\u4fdd\u8bc1\u4e86\u8bad\u7ec3\u7684\u9c81\u68d2\u6027\uff0c\u5f53\u67d0\u4e2a\u5bb9\u5668\u622a\u56fe\u5931\u8d25\u6216\u8bbe\u5907\u4e0d\u5065\u5eb7\u65f6\uff0c\u7cfb\u7edf\u81ea\u52a8\u5207\u6362\u81f3\u5907\u7528\u670d\u52a1\u5668\uff0c\u8bad\u7ec3\u4e0d\u4e2d\u65ad\u3002\u56e2\u961f\u63d0\u4f9b\u4e86\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u7aef\u5230\u7aef\u771f\u673aRL\u8bad\u7ec3\u6d41\u7a0b\uff0c\u7269\u7406\u624b\u673a\u548c\u4e91\u624b\u673a\u5747\u53ef\u63a5\u5165\u3002\u771f\u673a\u8bad\u7ec3\u7684\u4ea4\u4e92\u534f\u8bae\u4e0e\u865a\u62df\u73af\u5883\u5b8c\u5168\u4e00\u81f4\uff0c\u4e3a\u540e\u7eed\u5927\u89c4\u6a21\u4e91\u624b\u673a\u8bad\u7ec3\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/p>\n

\u6807\u51c6GRPO\u4e3a\u6574\u4e2aEpisode\u5206\u914d\u4e00\u4e2a\u5355\u4e00\u7684\u4f18\u52bf\u5206\u6570\uff0c\u6210\u529f\u4e86\u5c31\u662f1\uff0c\u5931\u8d25\u4e86\u5c31\u662f0\uff0c\u4e2d\u95f4\u6b65\u9aa4\u597d\u4e0d\u597d\u5b8c\u5168\u4e0d\u7ba1\u3002\u8fd9\u5c31\u50cf\u8003\u8bd5\u53ea\u770b\u603b\u5206\uff0c\u4e0d\u77e5\u9053\u54ea\u9053\u9898\u505a\u5bf9\u4e86\u54ea\u9053\u505a\u9519\u4e86\u3002ClawGUI-RL\u901a\u8fc7\u5f15\u5165\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\uff08PRM\uff09\u6539\u53d8\u4e86\u8fd9\u4e00\u70b9\uff0c\u5bf9\u6bcf\u4e00\u6b65\u64cd\u4f5c\u8fdb\u884c\u8bc4\u4f30\uff0c\u63d0\u4f9b\u66f4\u5bc6\u96c6\u7684\u68af\u5ea6\u4fe1\u53f7\uff0c\u5b9e\u73b0\u66f4\u7cbe\u7ec6\u7684\u7b56\u7565\u4f18\u5316\u3002<\/p>\n

\u4ee5MAI-UI-2B\u4e3a\u57fa\u5ea7\uff0cClawGUI-2B\u5728MobileWorld\u57fa\u51c6\u4e0a\u7684\u8868\u73b0\uff1a<\/p>\n

\u51e0\u4e2a\u5173\u952e\u6570\u5b57\uff1aClawGUI-2B\u8fbe\u523017.1 SR\uff0c\u5927\u5e45\u8d85\u8d8aMAI-UI-2B\u57fa\u7ebf\uff0811.1\uff09\uff0c\u63d0\u5347\u5e45\u5ea6\u8fbe6%\u3002\u4e00\u4e2a2B\u5c0f\u6a21\u578b\uff0c\u8fbe\u5230\u4e86\u63a5\u8fd18B\u6a21\u578b\u7684\u6c34\u5e73\u3002<\/p>\n

GUI\u6a21\u578b\u8bc4\u6d4b\u9886\u57df\u957f\u671f\u9762\u4e34\u590d\u73b0\u4e00\u81f4\u6027\u7684\u6311\u6218\uff1a\u4e0d\u540c\u6846\u67b6\u3001\u4e0d\u540c\u5b9e\u73b0\u7ec6\u8282\u4e0b\uff0c\u540c\u4e00\u6a21\u578b\u7684\u8bc4\u6d4b\u6570\u5b57\u5f80\u5f80\u5b58\u5728\u660e\u663e\u5dee\u5f02\u3002\u5dee\u4e2aprompt\u683c\u5f0f\u3001\u641e\u6df7\u5750\u6807\u7cfb\u3001\u8c03\u9519\u5206\u8fa8\u7387\uff0c\u7ed3\u679c\u5c31\u53ef\u80fd\u504f\u5dee\u6570\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n

ClawGUI-Eval\u901a\u8fc7\u6807\u51c6\u5316\u7684Infer\u2192Judge\u2192Metric\u4e09\u9636\u6bb5\u6d41\u6c34\u7ebf\u7cfb\u7edf\u6027\u5730\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n

\u25b3ClawGUI-Eval\u8bc4\u6d4b\u6846\u67b6<\/p>\n

\u8986\u76d66\u5927Benchmark\uff08ScreenSpot-Pro\u3001ScreenSpot-V2\u3001UIVision\u3001MMBench-GUI\u3001OSWorld-G\u3001AndroidControl\uff09\uff0c\u652f\u630111+\u6a21\u578b\uff08Qwen3-VL\u3001Qwen2.5-VL\u3001UI-TARS\u3001MAI-UI\u3001GUI-G2\u3001UI-Venus\u3001Gemini\u3001Seed 1.8\u7b49\uff09\u300248\u4e2a\u6709\u5b98\u65b9\u57fa\u51c6\u7684\u683c\u5b50\u4e2d\u6210\u529f\u590d\u73b046\u4e2a\uff0c\u603b\u4f53\u590d\u73b0\u738795.8%\u3002\u524d\u6cbf\u6a21\u578bGemini 3.0 Pro\u548cSeed 1.8\u5728ScreenSpot-Pro\u4e0a\u5b9e\u73b0100%\u590d\u73b0\uff0c\u5e76\u9996\u6b21\u8bc4\u6d4b\u4e86Gemini 3.1 Pro\uff0885.01\uff09\u3002<\/p>\n

\u6bd4\u6570\u5b57\u66f4\u6709\u4ef7\u503c\u7684\uff0c\u662f\u56e2\u961f\u603b\u7ed3\u7684\u5173\u952e\u590d\u73b0\u7ecf\u9a8c\uff0c\u6bcf\u4e00\u6761\u90fd\u662f\u7528\u51c6\u786e\u7387\u6362\u6765\u7684\u6559\u8bad\uff1a<\/p>\n

1. \u5750\u6807\u7cfb\u7edf\u4e0d\u5339\u914d=\u51c6\u786e\u7387\u5f52\u96f6\u3002Qwen2.5-VL\u8f93\u51fa\u7edd\u5bf9\u50cf\u7d20\u5750\u6807\uff0cQwen3-VL\u8f93\u51fa[0,1000]\u5f52\u4e00\u5316\uff0cStepGUI\u7528[0,999]\uff0c\u641e\u6df7\u4e00\u4e2a\u5c31\u662f\u707e\u96be\u3002<\/p>\n

2. \u56fe\u6587\u8f93\u5165\u987a\u5e8f\uff08tv vs. vt\uff09\u53ef\u5bfc\u81f4\u6570\u4e2a\u767e\u5206\u70b9\u5dee\u5f02\u3002\u5927\u90e8\u5206\u6a21\u578b\u9700\u8981\u56fe\u7247\u5728\u524d\uff08vt\uff09\uff0cMAI-UI\u9700\u8981\u6587\u672c\u5728\u524d\uff08tv\uff09\uff0c\u7528\u9519\u76f4\u63a5\u5d29\u76d8\u3002<\/p>\n

3. \u54ea\u6015\u4e00\u53e5\u201dYou are a helpful assistant.\u201d\u4e5f\u80fd\u5e26\u6765\u7ea61%\u7684\u63d0\u5347\u3002System prompt\u5fc5\u987b\u4e25\u683c\u5bf9\u9f50\u5b98\u65b9\u3002<\/p>\n

4. Prompt\u683c\u5f0f\u5fc5\u987b\u9010\u5b57\u5bf9\u9f50\u3002\u63aa\u8f9e\u5fae\u5c0f\u5dee\u5f02\u5c31\u53ef\u80fd\u5f71\u54cd\u7ed3\u679c\u3002<\/p>\n

5. \u6e29\u5ea6\u5efa\u8bae\u8bbe\u4e3a0.0\u3002\u975e\u96f6\u6e29\u5ea6\u5f71\u54cd\u5750\u6807\u7cbe\u5ea6\u3002<\/p>\n

\u6240\u6709\u63a8\u7406\u7ed3\u679c\u5df2\u5168\u90e8\u5f00\u6e90\uff0c\u6b22\u8fce\u4e0b\u8f7d\u9a8c\u8bc1\u3002<\/p>\n

GUI\u667a\u80fd\u4f53\u771f\u6b63\u7684\u4ef7\u503c\uff0c\u5728\u4e8e\u80fd\u591f\u5728\u7528\u6237\u624b\u8fb9\u7684\u771f\u5b9e\u8bbe\u5907\u4e0a\u8fd0\u884c\u3001\u5e2e\u4eba\u5b8c\u6210\u5b9e\u9645\u4efb\u52a1\u3002OpenClaw-GUI\u6b63\u662f\u4e3a\u6b64\u800c\u751f\uff0c\u628aGUI\u667a\u80fd\u4f53\u5e26\u5230\u771f\u673a\u4e0a\u843d\u5730\u3002<\/p>\n

\u57fa\u4e8enanobot\u6846\u67b6\u6784\u5efa\uff0cOpenClaw-GUI\u5b9e\u73b0\u4e86\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63a7\u5236\u771f\u5b9e\u624b\u673a\u3002\u63a5\u5165\u98de\u4e66\u3001QQ\u3001Telegram\u3001Discord\u3001Slack\u3001\u9489\u9489\u7b4912+\u804a\u5929\u5e73\u53f0\uff0c\u7528\u6237\u5728\u804a\u5929\u7a97\u53e3\u53d1\u4e00\u53e5\u6307\u4ee4\uff0cAgent\u5c31\u80fd\u622a\u5c4f\u7406\u89e3\u754c\u9762\u3001\u89c4\u5212\u64cd\u4f5c\u8def\u5f84\u3001\u6267\u884c\u70b9\u51fb\u548c\u8f93\u5165\u3002<\/p>\n

\u66f4\u5173\u952e\u7684\u662f\uff0cOpenClaw-GUI\u628a\u8bc4\u6d4b\u4e5f\u96c6\u6210\u8fdb\u6765\u4e86\u3002\u8bf4\u4e00\u53e5\u300c\u5e2e\u6211\u6d4b\u4e00\u4e0bqwen3vl\u5728screenspot-pro\u4e0a\u7684\u6307\u6807\u300d\uff0cAgent\u4f1a\u81ea\u52a8\u5b8c\u6210\u73af\u5883\u68c0\u6d4b\u2192\u591aGPU\u63a8\u7406\u2192\u5224\u5206\u2192\u6307\u6807\u8ba1\u7b97\u2192\u7ed3\u679c\u5bf9\u6bd4\u3002\u8fd9\u672c\u8eab\u5c31\u662fCLI+GUI\u534f\u4f5c\u7684\u7edd\u4f73\u4f8b\u8bc1\uff0c\u8ba1\u7b97\u5bc6\u96c6\u578b\u5de5\u4f5c\u7531CLI\u9ad8\u6548\u5b8c\u6210\uff0c\u4eba\u673a\u4ea4\u4e92\u548c\u7ed3\u679c\u5448\u73b0\u4f9d\u8d56GUI\u3002<\/p>\n

\u6838\u5fc3\u80fd\u529b\uff1a\u8de8\u5e73\u53f0\u652f\u6301Android\uff08ADB\uff09\u3001\u9e3f\u8499\uff08HDC\uff09\u3001iOS\uff08XCTest\uff09\uff1b\u591a\u6a21\u578b\u63a5\u5165AutoGLM\u3001MAI-UI\u3001GUI-Owl\u3001Qwen-VL\u3001UI-TARS\uff1b\u4e2a\u6027\u5316\u8bb0\u5fc6\uff0c\u81ea\u52a8\u5b66\u4e60\u7528\u6237\u504f\u597d\uff0c\u8de8\u4efb\u52a1\u6301\u7eed\u590d\u7528\uff1bEpisode\u8bb0\u5f55\uff0c\u6bcf\u6b21\u6267\u884c\u4ee5\u7ed3\u6784\u5316Episode\u4fdd\u5b58\uff0c\u652f\u6301\u56de\u653e\u4e0e\u6570\u636e\u96c6\u6784\u5efa\uff1bWeb UI\u57fa\u4e8eGradio\uff0c\u652f\u6301\u8bbe\u5907\u7ba1\u7406\u3001\u4efb\u52a1\u6267\u884c\u4e0e\u8bb0\u5fc6\u67e5\u770b\u3002<\/p>\n

2026\u5e74\uff0cCLI Agent\u65e0\u7591\u662f\u6700\u706b\u7684\u8d5b\u9053\u3002Claude Code\u3001Gemini CLI\u3001CodeBuddy\u2026\u2026\u4e00\u4e2a\u81ea\u7136\u7684\u95ee\u9898\u6d6e\u73b0\uff1aGUI\u667a\u80fd\u4f53\u8fd8\u6709\u5fc5\u8981\u5417\uff1f<\/p>\n

\u7814\u7a76\u56e2\u961f\u503e\u5411\u4e8e\u8ba4\u4e3a\uff1aGUI\u7684\u6545\u4e8b\u8fdc\u6ca1\u6709\u7ed3\u675f\uff0cCLI+GUI\u7684\u878d\u5408\u6216\u8bb8\u662f\u901a\u5f80\u901a\u7528Agent\u7684\u4e00\u6761\u91cd\u8981\u8def\u5f84\u3002<\/p>\n

\u4eba\u7c7b\u77ed\u671f\u5185\u79bb\u4e0d\u5f00GUI\u3002\u4ece\u6587\u5b57\u5230\u56fe\u7247\u5230\u89c6\u9891\uff0c\u8d8a\u5bb9\u6613\u88ab\u611f\u77e5\u7684\u5a92\u4ecb\u8d8a\u5177\u5907\u4f20\u64ad\u4f18\u52bf\u3002\u5916\u5356\u3001\u6253\u8f66\u3001\u793e\u4ea4\u3001\u8d2d\u7269\uff0c\u79fb\u52a8\u4e92\u8054\u7f51\u7edd\u5927\u591a\u6570\u7684\u4ea4\u4e92\u53d1\u751f\u5728\u56fe\u5f62\u754c\u9762\u4e0a\u3002\u81f3\u5c11\u5728\u53ef\u89c1\u7684\u672a\u6765\uff0cGUI\u4ecd\u5c06\u662f\u6570\u5b57\u4e16\u754c\u7684\u4e3b\u8981\u5165\u53e3\u3002<\/p>\n

\u4e0d\u662f\u6240\u6709App\u90fd\u6709API\u3002\u5fae\u4fe1\u3001\u94f6\u884c\u3001\u5927\u91cf\u4f01\u4e1a\u5185\u90e8\u7cfb\u7edf\u53ea\u6709\u56fe\u5f62\u754c\u9762\u3002CLI\u9762\u5411Agent\u6267\u884c\uff0c\u9ad8\u6548\u5e72\u6d3b\uff1bGUI\u9762\u5411\u4eba\u7c7b\u7406\u89e3\uff0c\u611f\u77e5\u548c\u4ea4\u4e92\u3002\u4e24\u8005\u66f4\u50cf\u662f\u4e92\u8865\u5173\u7cfb\u800c\u975e\u66ff\u4ee3\u5173\u7cfb\u3002<\/p>\n

GUI\u7684\u300c\u53ef\u89c1\u6027\u300d\u63d0\u4f9b\u4e86\u4e00\u79cd\u72ec\u7279\u7684\u4fe1\u4efb\u673a\u5236\u3002\u5047\u5982Agent\u5728\u6267\u884c\u4efb\u52a1\u65f6\u6d89\u53ca\u652f\u4ed8\u64cd\u4f5c\uff0cCLI\u4ee5\u7528\u6237\u770b\u4e0d\u89c1\u7684\u65b9\u5f0f\u76f4\u63a5\u5b8c\u6210\u4e86\u4ed8\u6b3e\uff0c\u9020\u6210\u7684\u635f\u5931\u8c01\u6765\u627f\u62c5\uff1fGUI\u64cd\u4f5c\u5230\u5173\u952e\u6b65\u9aa4\u65f6\uff0c\u7528\u6237\u53ef\u4ee5\u770b\u5230\u5c4f\u5e55\u4e0a\u6b63\u5728\u53d1\u751f\u4ec0\u4e48\u3001\u968f\u65f6\u4ecb\u5165\u3002\u8fd9\u79cd\u53ef\u63a7\u6027\u53ef\u80fd\u662f\u7eafCLI\u65b9\u6848\u8f83\u96be\u63d0\u4f9b\u7684\u3002<\/p>\n

Online RL\u7684\u5de5\u7a0b\u6311\u6218\u8fdc\u672a\u88ab\u89e3\u51b3\u3002GUI Agent\u7684RL\u8bad\u7ec3\u9700\u8981\u4e0e\u771f\u5b9eApp\u4ea4\u4e92\uff0c\u767b\u5f55\u9a8c\u8bc1\u3001\u53cd\u722c\u673a\u5236\u3001\u52a8\u6001UI\u53d8\u5316\uff0c\u5927\u89c4\u6a21RL Scaling\u7684\u7a33\u5b9a\u6027\u4ecd\u662f\u884c\u4e1a\u96be\u9898\u3002ClawGUI-RL\u7684Spare Server\u8f6e\u8f6c\u548c\u5468\u671f\u6027\u91cd\u542f\u673a\u5236\u662f\u4e00\u4e2a\u521d\u6b65\u7684\u63a2\u7d22\uff0c\u8ddd\u79bb\u5927\u89c4\u6a21\u751f\u4ea7\u7ea7\u8bad\u7ec3\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002<\/p>\n

ClawGUI\u7684\u89c4\u5212\u4e0d\u6b62\u4e8e\u6b64\uff1aOpenClaw-GUI\u652f\u6301\u81ea\u7136\u8bed\u8a00\u624b\u673a\u64cd\u63a7\u4e0e\u8bc4\u6d4b\uff1bClawGUI-RL\u53ef\u6269\u5c55\u7684Mobile Online RL\u8bad\u7ec3\u57fa\u7840\u8bbe\u65bd\uff0c\u652f\u6301PRM\u9010\u6b65\u5956\u52b1\uff1bClawGUI-Eval\u6807\u51c6\u5316\u8bc4\u6d4b\u5957\u4ef6\uff0c6\u4e2aBenchmark\uff0c95%+\u590d\u73b0\u7387\uff1bClawGUI-2B\u8fbe\u523017.1 SR\uff08\u57fa\u7ebf11.1\uff09\uff1b\u540e\u7eed\u5c06\u63a8\u8fdb\u771f\u673a\u90e8\u7f72OpenClaw-GUI\uff0c\u76f4\u63a5\u90e8\u7f72\u5728\u624b\u673a\u4e0a\u907f\u514d\u4e91\u7aef\u9690\u79c1\u6cc4\u9732\uff1bDesktop \/ Web Online RL\uff0c\u5c06\u5728\u7ebfRL\u6269\u5c55\u81f3\u684c\u9762\u548c\u7f51\u9875\u73af\u5883\uff1b\u4ee5\u53ca\u57fa\u4e8eOPD\u7b97\u6cd5\u7684\u5b9e\u65f6\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n

ClawGUI\u4e0d\u662f\u8981\u8bc1\u660eGUI\u6bd4CLI\u66f4\u597d\uff0c\u800c\u662f\u60f3\u63a2\u7d22\u4e00\u79cd\u53ef\u80fd\u6027\uff1a\u8bad\u7ec3\u3001\u8bc4\u6d4b\u3001\u90e8\u7f72\u6253\u901a\u4e4b\u540e\uff0cGUI\u667a\u80fd\u4f53\u80fd\u8d70\u591a\u8fdc\uff1fCLI\u548cGUI\u7684\u534f\u4f5c\u53c8\u80fd\u91ca\u653e\u51fa\u600e\u6837\u7684\u6f5c\u529b\uff1f<\/p>\n

ClawGUI-RL\u8ba9GUI Agent\u7684\u5728\u7ebf\u8bad\u7ec3\u4ece\u865a\u62df\u73af\u5883\u8d70\u5411\u771f\u673a\uff0cClawGUI-Eval\u4e3a\u793e\u533a\u63d0\u4f9b\u4e86\u4e00\u5957\u53ef\u4fe1\u8d56\u7684\u8bc4\u6d4b\u6807\u51c6\uff0cOpenClaw-GUI\u628aGUI\u667a\u80fd\u4f53\u4ece\u7814\u7a76\u5e26\u5230\u4e86\u771f\u5b9e\u8bbe\u5907\u3002<\/p>\n

\u9879\u76ee\u5df2\u5f00\u6e90\uff0c\u6b22\u8fceStar\u652f\u6301\uff0c\u8ba9\u66f4\u591a\u4eba\u770b\u5230GUI Agent\u7684\u53ef\u80fd\u6027\u3002<\/p>\n

\u9879\u76ee\u5730\u5740\uff1a<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

ClawGUI\u56e2\u961f \u6295\u7a3f<\/p>\n

\u6ca1\u6709\u4eba\u5de5\u5e72\u9884\uff0c\u6ca1\u6709\u9884\u8bbe\u811a\u672c\uff0cAI\u81ea\u5df1\u770b\u5c4f\u5e55\u3001\u5224\u65ad\u5c40\u9762\u3001\u89c4\u5212\u6d88\u9664\u8def\u5f84\u3001\u70b9\u51fb\u6267\u884c\u3002<\/p>\n

\u770b\u7740\u5b83\u4e00\u6b65\u6b65\u628a\u65b9\u5757\u6d88\u6389\uff0c\u83ab\u540d\u6709\u79cd\u89e3\u538b\u611f\u3002<\/p>\n

\u8fd9\u4e0d\u662f\u6e38\u620f\u5916\u6302\uff0c\u800c\u662f\u4e00\u4e2a\u901a\u7528GUI\u667a\u80fd\u4f53\u5728\u300c\u8ba4\u771f\u5de5\u4f5c\u300d\uff1a\u5b83\u7528\u7684\u662f\u548c\u64cd\u4f5c\u624b\u673aApp\u3001\u586b\u5199\u8868\u5355\u3001\u6d4f\u89c8\u7f51\u9875\u5b8c\u5168\u76f8\u540c\u7684\u89c6\u89c9\u7406\u89e3\u4e0e\u64cd\u63a7\u80fd\u529b\u3002\u80fd\u73a9\u6d88\u6d88\u4e50\uff0c\u53ea\u662f\u56e0\u4e3a\u5b83\u771f\u7684\u5b66\u4f1a\u4e86\u300c\u770b\u61c2\u5c4f\u5e55\u5e76\u64cd\u4f5c\u300d\u8fd9\u4ef6\u4e8b\u3002<\/p>\n

\u90a3\u4e48\u95ee\u9898\u6765\u4e86\uff1a\u4e00\u4e2a\u80fd\u81ea\u5df1\u73a9\u6d88\u6d88\u4e50\u7684AI\uff0c\u79bb\u66ff\u4f60\u5b8c\u6210\u65e5\u5e38<\/p>\n","protected":false},"author":1,"featured_media":3976,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[705,503],"class_list":["post-3980","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-gui","tag-503"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/3980","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=3980"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/3980\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/3976"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=3980"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=3980"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=3980"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}