{"id":9607,"date":"2026-06-25T16:50:23","date_gmt":"2026-06-25T08:50:23","guid":{"rendered":"https:\/\/infernews.com\/blog\/training-open-models-for-agentic-phone-use-with-real-app-and-mock-app-environmen\/"},"modified":"2026-06-25T17:04:28","modified_gmt":"2026-06-25T09:04:28","slug":"phonebuddy","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/phonebuddy\/","title":{"rendered":"PhoneBuddy\uff1a\u8a13\u7df4\u624b\u6a5f\u4ee3\u7406\u7684\u96d9\u8def\u5f91\u505a\u6cd5"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/benchmark.jpg\" alt=\"PhoneBuddy logo\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">PhoneBuddy \u662f\u4e00\u500b\u958b\u653e\u5f0f phone-use agent \u8a13\u7df4\u7814\u7a76\u9805\u76ee\uff0c\u4e5f\u662f\u9762\u5411\u624b\u6a5f\u64cd\u4f5c\u4ee3\u7406\u7684\u6a21\u578b\u8a13\u7df4\u914d\u65b9\u3002\u5b83\u4e3b\u8981\u89e3\u6c7a\u7684\u554f\u984c\uff0c\u662f\u8b93\u4ee3\u7406\u4e0d\u53ea\u6703\u770b\u756b\u9762\u9ede\u64ca\u8207\u8f38\u5165\uff0c\u9084\u80fd\u540c\u6642\u5f9e\u771f\u5be6\u624b\u6a5f\u57f7\u884c\u56de\u994b\u8207\u53ef\u91cd\u8a2d\u3001\u53ef\u9a57\u8b49\u7684\u6a21\u64ec\u74b0\u5883\u4e2d\u6301\u7e8c\u6539\u9032\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709 mobile agents \u5e38\u88ab\u7576\u6210 GUI controller \u4f86\u8a13\u7df4\u6216\u8a55\u6e2c\uff1a\u770b\u87a2\u5e55\u3001\u9ede\u64ca\u3001\u8f38\u5165\u3001\u6ed1\u52d5\uff0c\u518d\u91cd\u8907\u4e0b\u4e00\u6b65\u3002PhoneBuddy \u6307\u51fa\uff0c\u55ae\u9760\u771f\u5be6 App reinforcement learning\uff08RL\uff09\u96d6\u7136\u66f4\u8cbc\u8fd1\u771f\u6a5f\uff0c\u4f46\u6210\u672c\u9ad8\u3001\u96e3\u91cd\u8a2d\u3001\u9a57\u8b49\u9ebb\u7169\uff1b\u53ea\u9760 PhoneWorld \u98a8\u683c\u7684 mock-app RL \u53c8\u8f03\u6613\u64f4\u5c55\uff0c\u537b\u672a\u5fc5\u5b8c\u5168\u53cd\u6620\u771f\u5be6\u624b\u6a5f\u60c5\u5883\uff0c\u6240\u4ee5\u5b83\u63a1\u7528 real-app RL \u52a0 mock-app RL \u7684\u6df7\u5408\u8def\u7dda\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u53d6\u5411\u7684\u91cd\u9ede\uff0c\u4e0d\u662f\u55ae\u7d14\u628a\u8cc7\u6599\u52a0\u591a\uff0c\u800c\u662f\u628a\u5169\u7a2e\u8a0a\u865f\u5206\u5de5\uff1a\u771f\u5be6\u57f7\u884c\u63d0\u4f9b realism\uff0c\u6a21\u64ec\u74b0\u5883\u63d0\u4f9b resettable \u8207 verifier-backed tasks\u3002\u6839\u64da\u516c\u958b\u9801\u9762\uff0cPhoneBuddy-4B \u5728 Real+Mock RL \u5f8c\uff0cAndroidWorld \u6210\u529f\u7387\u9054 83.2%\uff0c\u6bd4\u53ea\u505a real-app RL \u5e73\u5747\u9ad8 5.0\uff1b\u4e0d\u904e cross-app \u4efb\u52d9\u53ea\u6709 18.0\uff0c\u53cd\u6620\u8de8 App \u9577\u6d41\u7a0b\u4ecd\u662f\u660e\u986f\u77ed\u677f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u968e\u6bb5\u8f03\u9069\u5408\u628a\u5b83\u7406\u89e3\u6210\u7814\u7a76\u539f\u578b\u52a0\u516c\u958b\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u5b8c\u6574\u53ef\u5373\u88dd\u5373\u7528\u7522\u54c1\u3002\u516c\u958b\u8cc7\u8a0a\u986f\u793a\u5df2\u6709 Hugging Face \u6a21\u578b\uff0c\u5305\u62ec PhoneBuddy-4B\u3001PhoneBuddy-4B-RealApp \u8207 PhoneBuddy-0.8B\uff1b\u4f46 code release\u3001evaluation documentation \u4ecd\u5728\u88dc\uff0cdataset \u4ea6\u672a\u516c\u958b\uff0c\u6240\u4ee5\u76ee\u524d\u8f03\u5408\u7406\u7684\u6e2c\u8a66\u65b9\u5f0f\uff0c\u662f\u5148\u6bd4\u8f03\u4e0d\u540c checkpoint \u7684\u80fd\u529b\u5b9a\u4f4d\uff0c\u518d\u914d\u5408 PhoneWorld\u3001PhoneHarness\u3001PhonePrivacy\u3001PhoneSafety \u9019\u689d\u7814\u7a76\u7dda\u4e00\u4f75\u7406\u89e3\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u5dee\u7570<\/strong>\uff1a\u628a real-app RL \u7684\u771f\u5be6\u6027\uff0c\u8207 mock-app RL \u7684\u53ef\u9a57\u8b49\u64f4\u5c55\u6027\u7d50\u5408<\/li>\n\n\n\n<li><strong>\u5df2\u516c\u958b\u6a21\u578b<\/strong>\uff1aPhoneBuddy-4B\u3001PhoneBuddy-4B-RealApp\u3001PhoneBuddy-0.8B<\/li>\n\n\n\n<li><strong>\u516c\u958b\u6210\u7e3e<\/strong>\uff1aAndroidWorld 83.2%\uff0c\u5e73\u5747\u6bd4 real-app RL only \u9ad8 5.0<\/li>\n\n\n\n<li><strong>\u4e3b\u8981\u9650\u5236<\/strong>\uff1across-app \u8868\u73fe\u504f\u4f4e\uff0c\u8cc7\u6599\u96c6\u672a\u516c\u958b\uff0c\u7a0b\u5f0f\u8207\u8a55\u6e2c\u6587\u4ef6\u4ecd\u672a\u9f4a\u5099<\/li>\n\n\n\n<li><strong>\u8f03\u9069\u5408\u4eba\u7fa4<\/strong>\uff1a\u7814\u7a76 Computer-use agents\uff08CUAs\uff09\uff0f\u624b\u6a5f\u4ee3\u7406\u3001\u505a agent training\u3001benchmark \u6216\u5b89\u5168\u8207\u79c1\u96b1\u5206\u6790\u7684\u5718\u968a<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u4e86\u89e3\u300c\u624b\u6a5f\u4ee3\u7406\u600e\u6a23\u8a13\u7df4\u5f97\u66f4\u50cf\u771f\u6a5f\u3001\u53c8\u4e0d\u81f3\u65bc\u6bcf\u6b21\u90fd\u8981\u771f\u4eba\u624b\u52d5\u91cd\u7f6e\u74b0\u5883\u300d\uff0cPhoneBuddy \u7684\u5224\u65b7\u76f8\u7576\u6e05\u6670\uff1a\u771f\u5be6\u4e16\u754c\u8ca0\u8cac\u53ef\u4fe1\u5ea6\uff0c\u6a21\u64ec\u4e16\u754c\u8ca0\u8cac\u898f\u6a21\u3002\u5b83\u672a\u5fc5\u5df2\u7d93\u63d0\u4f9b\u5b8c\u6574\u90e8\u7f72\u6d41\u7a0b\uff0c\u4f46\u4f5c\u70ba open phone-use agents \u7684\u8a13\u7df4\u65b9\u5411\uff0c\u53d6\u6368\u3001\u9650\u5236\u548c\u4e0b\u4e00\u6b65\u7814\u7a76\u7a7a\u9593\u90fd\u8868\u9054\u5f97\u5f88\u660e\u78ba\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/PhoneBuddyAI\/phonebuddy\" rel=\"noopener noreferrer\">https:\/\/github.com\/PhoneBuddyAI\/phonebuddy<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9805\u76ee\u4e3b\u9801\uff1a<\/strong> <a href=\"https:\/\/phonebuddyai.github.io\/\" rel=\"noopener noreferrer\">https:\/\/phonebuddyai.github.io\/<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9805\u76ee\uff1a<\/strong> <a href=\"https:\/\/huggingface.co\/PhoneBuddyAI\/PhoneBuddy-4B\" rel=\"noopener noreferrer\">https:\/\/huggingface.co\/PhoneBuddyAI\/PhoneBuddy-4B<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>PhoneBuddy \u662f\u8a13\u7df4\u958b\u653e\u5f0f\u624b\u6a5f\u4ee3\u7406\u7684\u7814\u7a76\u9805\u76ee\uff0c\u91cd\u9ede\u5728\u7d50\u5408\u771f\u5be6 App \u8207\u6a21\u64ec\u74b0\u5883\u3002\u5b83\u60f3\u89e3\u6c7a\u624b\u6a5f\u4ee3\u7406\u96e3\u4ee5\u540c\u6642\u517c\u9867\u771f\u5be6\u6027\u8207\u53ef\u64f4\u5c55\u8a13\u7df4\u7684\u554f\u984c\u3002<\/p>\n","protected":false},"author":8,"featured_media":9606,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,185,163,164,172,140,153,116,170,76,127,189,199],"tags":[],"class_list":["post-9607","post","type-post","status-publish","format-standard","hentry","category-133","category-qwen","category-163","category-164","category-172","category-gemini","category-openai","category-agentic","category-170","category-76","category-127","category-189","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9607","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=9607"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9607\/revisions"}],"predecessor-version":[{"id":9609,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9607\/revisions\/9609"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9606"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9607"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9607"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9607"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}