{"id":10260,"date":"2026-07-17T01:50:34","date_gmt":"2026-07-16T17:50:34","guid":{"rendered":"https:\/\/infernews.com\/blog\/recursive-self-improvement-gui-assistant\/"},"modified":"2026-07-17T01:56:24","modified_gmt":"2026-07-16T17:56:24","slug":"recursive-self-improvement-gui-assistant","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/recursive-self-improvement-gui-assistant\/","title":{"rendered":"KnowAct-GUIClaw \u8de8\u5e73\u53f0 GUI \u4ee3\u7406"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/logo-2.jpg\" alt=\"GUIClaw\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8981\u4ee3\u7406\u8de8\u684c\u9762\u3001Android\u3001iOS \u540c HarmonyOS \u5e6b\u4f60\u505a\u4e8b\uff0c\u6700\u6613\u5931\u624b\u7684\u4f4d\u901a\u5e38\u5514\u4fc2\u55ae\u4e00\u6b65\u9a5f\uff0c\u800c\u4fc2\u591a\u500b App \u4e4b\u9593\u9ede\u6a23\u63a5\u7e8c\u57f7\u884c\u3002KnowAct-GUIClaw\u5c6c\u65bc <strong>Agentic \u81ea\u52d5\u5316\u6846\u67b6\uff0f\u5de5\u5177<\/strong>\uff0c\u6838\u5fc3\u8655\u7406\u7684\u662f\u9577\u6d41\u7a0b GUI automation\uff1a\u7531\u7406\u89e3\u610f\u5716\u3001\u63c0\u8def\u5f91\u3001\u57f7\u884c\u64cd\u4f5c\uff0c\u5230\u628a\u7d93\u9a57\u5beb\u56de\u8a18\u61b6\u8207\u6280\u80fd\u5eab\uff0c\u4ee4\u4e4b\u5f8c\u7684\u4efb\u52d9\u5514\u4f7f\u6bcf\u6b21\u7531\u96f6\u958b\u59cb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u985e GUI agent \u5e38\u898b\u505a\u6cd5\uff0c\u662f\u628a\u756b\u9762\u7406\u89e3\u540c\u52d5\u4f5c\u6c7a\u7b56\u7d81\u6210\u55ae\u6b21 observe-reason-act \u8ff4\u5708\uff1b\u4f5c\u8005\u8a8d\u70ba\u9019\u7a2e\u56fa\u5b9a\u7bc4\u5f0f\u4e00\u9047\u4e0a\u8de8 App\u3001\u8de8\u7cfb\u7d71\u6d41\u7a0b\uff0c\u5c31\u5bb9\u6613\u7f3a\u5c11\u4efb\u52d9\u5206\u89e3\u3001\u6b77\u53f2\u7d93\u9a57\u540c\u53ef\u91cd\u7528\u6280\u80fd\u3002KnowAct-GUIClaw\u6539\u7528 <strong>Know\u2013Route\u2013Act\u2013Reflect<\/strong>\uff0c\u524d\u9762\u5148\u6574\u7406\u8b49\u64da\u8207\u8def\u7531\uff0c\u5f8c\u9762\u518d\u628a\u8ecc\u8de1\u84b8\u993e\u6210 memory \u540c skills\uff0c\u53d6\u5411\u660e\u986f\u504f\u5411\u300c\u6108\u7528\u6108\u719f\u624b\u300d\u800c\u5514\u4fc2\u55ae\u6b21\u56de\u7b54\u6700\u8070\u660e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90e8\u7f72\u4e0a\u6709\u5169\u689d\u8def\uff1a\u4e00\u689d\u662f\u5b8c\u6574 host\uff0c\u914d\u5408 nanobot webui\u3001gateway \u540c agent \u53bb\u8dd1\uff1b\u53e6\u4e00\u689d\u662f\u7368\u7acb <code>guiclaw<\/code> \u5de5\u5177\uff0c\u8b93\u5176\u4ed6 host\u3001\u8173\u672c\u6216\u7d42\u7aef\u76f4\u63a5\u8abf\u7528\u3002GUI automation \u6703\u6539\u8b8a\u88dd\u7f6e\u72c0\u614b\uff0c\u9a57\u8b49\u4efb\u52d9\u61c9\u5148\u7528 dry-run\uff0c\u540c\u6642\u7528\u6e2c\u8a66\u88dd\u7f6e\u6216\u6e2c\u8a66\u5e33\u865f\uff0c\u9019\u9ede\u5c0d\u4f01\u696d\u5167\u90e8\u6d41\u7a0b\u3001\u81ea\u52d5\u6e2c\u8a66\u3001\u6578\u78bc\u52a9\u7406\u5834\u666f\u5c24\u5176\u91cd\u8981\u3002<\/p>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/shibosusu.github.io\\\/KnowAct-GUIClaw\\\/assets\\\/videos\\\/macos-product-research.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;captions&quot;:false,&quot;settings&quot;:true,&quot;download&quot;:false,&quot;fullscreen&quot;:true},&quot;captions&quot;:[],&quot;ratio&quot;:&quot;16:9&quot;,&quot;accentColor&quot;:&quot;&quot;,&quot;lazyLoad&quot;:false,&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<ul class=\"wp-block-list\">\n<li>\u652f\u63f4 desktop\u3001Android\u3001iOS\u3001HarmonyOS\uff0c\u91cd\u9ede\u4fc2\u8de8\u5e73\u53f0\u4e00\u81f4\u6d41\u7a0b<\/li>\n\n\n\n<li>\u4ee5 memory store \u540c skill store \u88dc\u5f37\u9577\u6d41\u7a0b\u4efb\u52d9\uff0c\u800c\u5514\u53ea\u9760\u5373\u5834\u63a8\u7406<\/li>\n\n\n\n<li>\u5728 MobileWorld benchmark \u53d6\u5f97 64.1%\uff0c\u9801\u9762\u7a31\u8d85\u904e\u591a\u500b open agent frameworks \u53ca\u90e8\u5206 closed agents<\/li>\n\n\n\n<li>\u5c0d\u4e0d\u540c\u5e95\u6a21\u6709\u6cdb\u5316\u6548\u679c\uff1aKimi-2.6 \u63d0\u5347 8.5%\uff0cQwen3.5-35B-A3B \u63d0\u5347 16.2%<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u53d7\u60e0\u6700\u5927\u7684\uff0c\u6703\u662f\u8981\u8655\u7406\u91cd\u8907 GUI \u6d41\u7a0b\u7684\u5718\u968a\uff0c\u4f8b\u5982\u884c\u52d5\u88dd\u7f6e\u6e2c\u8a66\u3001\u8de8 App \u4efb\u52d9\u7de8\u6392\u3001\u500b\u4eba\u52a9\u7406\u578b\u4ee3\u7406\u958b\u767c\u3002\u4e0d\u904e\u5b83\u7684\u50f9\u503c\u672a\u5fc5\u53ea\u5728\u699c\u55ae\uff0c\u800c\u4fc2\u628a GUI agent \u5f9e\u300c\u6703\u64cd\u4f5c\u756b\u9762\u300d\u63a8\u5411\u300c\u6703\u7d2f\u7a4d\u7d93\u9a57\u518d\u64cd\u4f5c\u756b\u9762\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/shibosusu.github.io\/KnowAct-GUIClaw\/\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/HITsz-TMG\/KnowAct\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.12625\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u8b93\u4ee3\u7406\u771f\u6b63\u4ee3\u4f60\u9ede\u6309\u3001\u8f38\u5165\u540c\u5207 App\uff0c\u96e3\u8655\u5f9e\u4f86\u4e0d\u53ea\u4fc2\u8b58\u756b\u9762\u3002KnowAct-GUIClaw\u628a\u8a18\u61b6\u3001\u8def\u7531\u540c\u6280\u80fd\u63a5\u57cb\uff0c\u91cd\u9ede\u653e\u55ba\u9577\u6d41\u7a0b\u4efb\u52d9\u7a69\u5b9a\u5b8c\u6210\u3002<\/p>\n","protected":false},"author":8,"featured_media":10259,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,116,199,201,38],"tags":[],"class_list":["post-10260","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-dataset-","category-skill-","category-38"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10260","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=10260"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10260\/revisions"}],"predecessor-version":[{"id":10262,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10260\/revisions\/10262"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10259"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10260"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10260"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10260"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}