{"id":7929,"date":"2026-04-16T03:37:11","date_gmt":"2026-04-15T19:37:11","guid":{"rendered":"https:\/\/infernews.com\/blog\/?p=7929"},"modified":"2026-04-16T03:37:13","modified_gmt":"2026-04-15T19:37:13","slug":"build-evaluate-and-deploy-gui-agents-online-rl-training-standardized-benchmarks","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/build-evaluate-and-deploy-gui-agents-online-rl-training-standardized-benchmarks\/","title":{"rendered":"ClawGUI\uff1a\u5efa\u7acb\u3001\u8a55\u4f30\u548c\u90e8\u7f72GUI\u4ee3\u7406"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/04\/clawgui-framework-fed86f947801.jpg\" alt=\"ClawGUI \u6a19\u8a8c\" \/><figcaption>ZJU-REAL\/ClawGUI \u5728GitHub\u4e0a<\/figcaption><\/figure>\n<p>ClawGUI \u662f\u4e00\u500b\u70ba\u7814\u7a76\u4eba\u54e1\u548c\u958b\u767c\u4eba\u54e1\u8a2d\u8a08\u7684\u5805\u56fa\u6846\u67b6\uff0c\u5c08\u9580\u7528\u65bc\u8655\u7406GUI\u4ee3\u7406\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u500b\u7d71\u4e00\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u7528\u65bc\u8a13\u7df4\u3001\u8a55\u4f30\u548c\u90e8\u7f72\u9019\u4e9b\u4ee3\u7406\uff0c\u4f7f\u5176\u6210\u70baAI\u548c\u79fb\u52d5\u81ea\u52d5\u5316\u9818\u57df\u7684\u7121\u50f9\u5de5\u5177\u3002\u5c0d\u65bc\u65b0\u624b\u4f86\u8aaa\uff0c\u6700\u597d\u7684\u8d77\u9ede\u662fClawGUI-RL\uff0c\u5b83\u5c08\u6ce8\u65bc\u901a\u904e\u7dda\u4e0a\u5f37\u5316\u5b78\u7fd2\u4f86\u5efa\u7acbGUI\u4ee3\u7406\u3002\u9019\u500b\u6a21\u7d44\u5229\u7528\u4e86\u5e73\u884c\u591a\u74b0\u5883\u8a2d\u7f6e\u548c\u771f\u5be6\u8a2d\u5099\u8a13\u7df4\uff0c\u78ba\u4fdd\u4ee3\u7406\u53ef\u4ee5\u5728\u5404\u7a2e\u5834\u666f\u4e2d\u9ad8\u6548\u4e14\u6709\u6548\u5730\u9032\u884c\u8a13\u7df4\u3002<\/p>\n<p>\u5728\u5be6\u8e10\u4e2d\uff0cClawGUI \u901a\u904e\u6574\u5408\u4e09\u500b\u6838\u5fc3\u7d44\u4ef6\u4f86\u904b\u4f5c\uff1aClawGUI-RL \u7528\u65bc\u8a13\u7df4\uff0cClawGUI-Eval \u7528\u65bc\u8a55\u4f30\uff0c\u4ee5\u53caClawGUI-Agent \u7528\u65bc\u90e8\u7f72\u3002\u8a13\u7df4\u968e\u6bb5\u4f7f\u7528\u4e86\u5148\u9032\u7684\u6280\u8853\uff0c\u5982GiGPO + PRM\u4f86\u512a\u5316\u7b56\u7565\u5b78\u7fd2\uff0c\u800c\u8a55\u4f30\u968e\u6bb5\u5247\u63d0\u4f9b\u4e86\u516d\u500b\u57fa\u6e96\u6e2c\u8a66\u9032\u884c\u56b4\u683c\u6e2c\u8a66\u3002\u6700\u5f8c\uff0c\u90e8\u7f72\u968e\u6bb5\u5141\u8a31\u9032\u884c\u771f\u5be6\u4e16\u754c\u7684\u61c9\u7528\uff0c\u900f\u904e\u81ea\u7136\u8a9e\u8a00\u4f86\u63a7\u5236\u79fb\u52d5\u8a2d\u5099\u3002\u9019\u7a2e\u7121\u7e2b\u6574\u5408\u78ba\u4fdd\u4e86GUI\u4ee3\u7406\u7684\u6574\u500b\u751f\u547d\u9031\u671f\u53ef\u4ee5\u5728\u55ae\u4e00\u6846\u67b6\u5167\u9032\u884c\u7ba1\u7406\u3002<\/p>\n<p>\u6700\u80fd\u5f9eClawGUI\u4e2d\u53d7\u76ca\u7684\u662f\u90a3\u4e9b\u5f9e\u4e8b\u5c16\u7aefAI\u7814\u7a76\u548c\u79fb\u52d5\u81ea\u52d5\u5316\u7684\u4eba\u3002\u7814\u7a76\u4eba\u54e1\u53ef\u4ee5\u4f7f\u7528\u9019\u500b\u6846\u67b6\u4f86\u958b\u767c\u548c\u6e2c\u8a66\u65b0\u7684\u6f14\u7b97\u6cd5\uff0c\u800c\u958b\u767c\u4eba\u54e1\u5247\u53ef\u4ee5\u5728\u771f\u5be6\u4e16\u754c\u61c9\u7528\u4e2d\u90e8\u7f72\u9019\u4e9b\u4ee3\u7406\u3002\u8a72\u6846\u67b6\u8655\u7406\u8907\u96dc\u4efb\u52d9\u7684\u80fd\u529b\uff0c\u5982\u7d30\u7c92\u5ea6\u6b65\u9a5f\u7d1a\u734e\u52f5\u548c\u8a13\u7df4\u671f\u9593\u7684\u81ea\u52d5\u6545\u969c\u8f49\u79fb\uff0c\u4f7f\u5176\u7279\u5225\u9069\u7528\u65bc\u9700\u8981\u9ad8\u53ef\u9760\u6027\u548c\u6027\u80fd\u7684\u5c08\u6848\u3002<\/p>\n<p>\u7136\u800c\uff0c\u4e5f\u6709\u4e00\u4e9b\u6b0a\u8861\u9700\u8981\u8003\u616e\u3002ClawGUI\u7684\u8907\u96dc\u6027\u610f\u5473\u8457\u7528\u6236\u9700\u8981\u5c0d\u5f37\u5316\u5b78\u7fd2\u548cGUI\u4ee3\u7406\u958b\u767c\u6709\u7d2e\u5be6\u7684\u7406\u89e3\u3002\u6b64\u5916\uff0c\u904b\u884c\u5e73\u884c\u74b0\u5883\u548c\u771f\u5be6\u8a2d\u5099\u8a13\u7df4\u7684\u8cc7\u6e90\u9700\u6c42\u53ef\u80fd\u76f8\u7576\u5927\u3002\u7528\u6236\u5728\u6df1\u5165\u4e4b\u524d\u61c9\u78ba\u4fdd\u64c1\u6709\u8db3\u5920\u7684\u8a08\u7b97\u8cc7\u6e90\u3002\u5118\u7ba1\u5b58\u5728\u9019\u4e9b\u6311\u6230\uff0cClawGUI\u4ecd\u70ba\u5e0c\u671b\u63a8\u9032GUI\u4ee3\u7406\u9818\u57df\u7684\u4efb\u4f55\u4eba\u63d0\u4f9b\u4e86\u4e00\u500b\u5f37\u5927\u4e14\u9748\u6d3b\u7684\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n<p>\u4e00\u4e9b\u9700\u8981\u95dc\u6ce8\u7684\u95dc\u9375\u7279\u9ede\u5305\u62ec\u5e73\u884c\u591a\u74b0\u5883\u8a2d\u7f6e\uff0c\u9019\u5141\u8a31\u5728\u591a\u500b\u57fa\u65bcDocker\u7684Android\u74b0\u5883\u4e2d\u9032\u884c\u9ad8\u6548\u8a13\u7df4\u3002\u771f\u5be6\u8a2d\u5099\u8a13\u7df4\u80fd\u529b\u4e5f\u81f3\u95dc\u91cd\u8981\uff0c\u56e0\u70ba\u5b83\u78ba\u4fdd\u4ee3\u7406\u53ef\u4ee5\u5728\u771f\u5be6\u4e16\u754c\u689d\u4ef6\u4e0b\u9032\u884c\u6e2c\u8a66\u548c\u512a\u5316\u3002\u5c0d\u65bc\u8a55\u4f30\uff0cClawGUI-Eval\u63d0\u4f9b\u7684\u516d\u500b\u57fa\u6e96\u6e2c\u8a66\u63d0\u4f9b\u4e86\u4e00\u5957\u5168\u9762\u7684\u6e2c\u8a66\u4f86\u8861\u91cf\u4ee3\u7406\u7684\u6027\u80fd\u3002\u6700\u5f8c\uff0cClawGUI-Agent\u4e2d\u7684\u90e8\u7f72\u9078\u9805\uff0c\u5305\u62ec\u8de8\u5e73\u53f0\u652f\u63f4\u548c\u81ea\u7136\u8a9e\u8a00\u63a7\u5236\uff0c\u4f7f\u5f97\u5c07GUI\u4ee3\u7406\u6574\u5408\u5230\u5404\u7a2e\u61c9\u7528\u4e2d\u8b8a\u5f97\u8f15\u9b06\u3002<\/p>\n<p>ClawGUI\u662f\u4e00\u500b\u5168\u9762\u7684\u6846\u67b6\uff0c\u6db5\u84cb\u4e86GUI\u4ee3\u7406\u7684\u6574\u500b\u751f\u547d\u9031\u671f\u3002\u5b83\u7279\u5225\u6709\u76ca\u65bcAI\u548c\u79fb\u52d5\u81ea\u52d5\u5316\u9818\u57df\u7684\u7814\u7a76\u4eba\u54e1\u548c\u958b\u767c\u4eba\u54e1\uff0c\u63d0\u4f9b\u4e86\u5148\u9032\u7684\u8a13\u7df4\u6280\u8853\u3001\u56b4\u683c\u7684\u8a55\u4f30\u65b9\u6cd5\u548c\u9748\u6d3b\u7684\u90e8\u7f72\u9078\u9805\u3002\u96d6\u7136\u5b83\u9700\u8981\u5728\u76f8\u95dc\u6280\u8853\u65b9\u9762\u6709\u5805\u5be6\u7684\u57fa\u790e\uff0c\u4f46\u5176\u63d0\u4f9b\u7684\u76ca\u8655\u4f7f\u5b83\u6210\u70ba\u90a3\u4e9b\u5e0c\u671b\u63a8\u52d5GUI\u4ee3\u7406\u958b\u767c\u908a\u754c\u7684\u503c\u5f97\u6295\u8cc7\u7684\u9078\u64c7\u3002<\/p>\n<p><strong>Source:<\/strong> <a href=\"https:\/\/github.com\/ZJU-REAL\/ClawGUI\" rel=\"noopener noreferrer\">https:\/\/github.com\/ZJU-REAL\/ClawGUI<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ClawGUI \u63d0\u4f9b\u4e86\u4e00\u500b\u5168\u9762\u7684\u6846\u67b6\uff0c\u9069\u7528\u65bcGUI\u4ee3\u7406\uff0c\u5f9e\u8a13\u7df4\u5230\u90e8\u7f72\u3002\u5c0d\u65bcAI\u548c\u79fb\u52d5\u81ea\u52d5\u5316\u9818\u57df\u7684\u7814\u7a76\u4eba\u54e1\u548c\u958b\u767c\u4eba\u54e1\u4f86\u8aaa\uff0c\u9019\u662f\u7406\u60f3\u7684\u9078\u64c7\u3002<\/p>\n","protected":false},"author":8,"featured_media":7928,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[116,76,146,133],"tags":[],"class_list":["post-7929","post","type-post","status-publish","format-standard","hentry","category-agent","category-76","category-146","category-133"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/7929","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=7929"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/7929\/revisions"}],"predecessor-version":[{"id":7930,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/7929\/revisions\/7930"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/7928"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=7929"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=7929"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=7929"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}