{"id":37634,"date":"2025-02-01T13:01:00","date_gmt":"2025-02-01T05:01:00","guid":{"rendered":"https:\/\/17aitech.com\/?p=37634"},"modified":"2025-02-01T13:01:00","modified_gmt":"2025-02-01T05:01:00","slug":"%e6%89%8b%e6%9c%ba%e3%80%8c%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6%e3%80%8d%e5%a4%a7%e6%8f%ad%e7%a7%98%ef%bc%81vivo%e4%b8%87%e5%ad%97%e7%bb%bc%e8%bf%b0%e6%8e%a2%e8%ae%a8%e5%a4%a7%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37634","title":{"rendered":"\u624b\u673a\u300c\u81ea\u52a8\u9a7e\u9a76\u300d\u5927\u63ed\u79d8\uff01vivo\u4e07\u5b57\u7efc\u8ff0\u63a2\u8ba8\u5927\u6a21\u578b\u624b\u673a\u81ea\u52a8\u5316"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-07-3\" target=\"_blank\">\u624b\u673a\u300c\u81ea\u52a8\u9a7e\u9a76\u300d\u5927\u63ed\u79d8\uff01vivo\u4e07\u5b57\u7efc\u8ff0\u63a2\u8ba8\u5927\u6a21\u578b\u624b\u673a\u81ea\u52a8\u5316<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c1a0c24537f94f10e86475cd48f7715a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c1a0c24537f94f10e86475cd48f7715a.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>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<\/section>\n<\/section>\n<\/blockquote>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>1. \u5bfc\u8a00<\/strong><\/section>\n<section><\/section>\n<section>\u4f60\u662f\u5426\u60f3\u8fc7\uff0c\u624b\u673a\u80fd\u50cf\u7535\u5f71\u94a2\u94c1\u4fa0\u4e2d\u7684\u667a\u80fd\u7ba1\u5bb6\u8d3e\u7ef4\u65af\u90a3\u822c\uff0c\u4e00\u53e5\u8bdd\u5c31\u80fd\u987a\u7545\u81ea\u5982\u5730\u5b8c\u6210\u5404\u79cd\u590d\u6742\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u6700\u8fd1\u56fd\u5185\u5916\u7684\u624b\u673a\u5382\u5546\u548c AI \u516c\u53f8\u7eb7\u7eb7\u53d1\u5e03\u4e86\u624b\u673a AI \u667a\u80fd\u4f53\u76f8\u5173\u4ea7\u54c1\uff0c\u8ba9\u66fe\u7ecf\u7684\u5e7b\u60f3\u9010\u6e10\u6709\u4e86\u53ef\u884c\u6027\u3002<\/section>\n<section><\/section>\n<section>vivo \u4f5c\u4e3a\u884c\u4e1a\u9886\u8dd1\u8005\uff0c\u5728\u5341\u6708\u7684\u5f00\u53d1\u8005\u5927\u4f1a\u4e0a\u63a8\u51fa\u4e86\u5176\u624b\u673a\u667a\u80fd\u4f53\u4ea7\u54c1 \u201cPhoneGPT&#8221;\uff0c\u80fd\u5e2e\u7528\u6237\u5b9e\u73b0\u4e00\u53e5\u8bdd\u70b9\u5496\u5561\u3001\u8ba2\u5916\u5356\u3001\u751a\u81f3\u80fd\u591f\u4e00\u53e5\u8bdd\u627e\u5230\u6700\u8fd1\u7684\u79c1\u623f\u83dc\u9986\u5e76\u901a\u8fc7 AI \u5b9e\u73b0\u7535\u8bdd\u9884\u5b9a\u5305\u53a2\uff0c\u88ab\u7f51\u53cb\u4eec\u79f0\u4f5c \u201ci \u4eba\u6551\u661f\u201d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ab241be80ce4d1fe97a69323be1caa19.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ab241be80ce4d1fe97a69323be1caa19.gif\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 1 vivo PhoneGPT\u8ba2\u5ea7\uff08\u84dd\u5fc3\u5c0fV\u5bf9\u8bdd\u6216\u5c0fV\u4e3b\u754c\u9762\u4e0b\u6ed1\u63a2\u7d22-\u667a\u80fd\u4f53\u5e7f\u573a\u4f53\u9a8c\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e0e\u6b64\u540c\u65f6\uff0c\u5404\u5927\u5382\u5bb6\u4f3c\u4e4e\u63d0\u524d\u7ea6\u597d\u4e00\u6837\uff0c\u90fd\u7784\u51c6\u4e86\u4e00\u53e5\u8bdd\u8ba2\u5496\u5561\u7684\u573a\u666f\uff0c\u9887\u6709\u5f53\u5e74\u4e54\u5e03\u65af\u4f7f\u7528\u521d\u4ee3 iPhone \u8ba2\u661f\u5df4\u514b\u7684\u5373\u89c6\u611f\u3002\u66f4\u6709\u574a\u95f4\u620f\u79f0\uff0c\u4eca\u5e74\u79cb\u5929\u7b2c\u4e00\u676f\u5496\u5561\u662f\u624b\u673a\u667a\u80fd\u4f53\u5e2e\u4f60\u70b9\u7684\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e7d2bf6ac6e45a5b0ea5d201ade13a49.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e7d2bf6ac6e45a5b0ea5d201ade13a49.gif\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 2 vivo PhoneGPT\u8ba2\u5496\u5561\uff08\u84dd\u5fc3\u5c0fV\u5bf9\u8bdd\u6216\u5c0fV\u4e3b\u754c\u9762\u4e0b\u6ed1\u63a2\u7d22-\u667a\u80fd\u4f53\u5e7f\u573a\u4f53\u9a8c\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u884c\u4e1a\u53d1\u5c55\u8fc5\u901f\uff0c\u6700\u8fd1\u5173\u4e8e\u624b\u673a AI \u667a\u80fd\u4f53\u7684\u8bba\u6587\u4e95\u55b7\uff0c\u76f8\u5173\u6280\u672f\u8def\u7ebf\u8fed\u4ee3\u53d1\u5c55\u8fc5\u901f\uff0c\u4f46\u8fd9\u4e00\u9886\u57df\u4ecd\u7f3a\u5c11\u7cfb\u7edf\u6027\u7684\u7efc\u8ff0\u3002\u6b64\u6b21 vivo AI Lab \u8054\u5408\u9999\u6e2f\u4e2d\u6587\u5927\u5b66 MMLab \u7b49\u56e2\u961f\u53d1\u5e03\u4e86 \u201c\u5927\u6a21\u578b\u9a71\u52a8\u7684\u624b\u673a AI \u667a\u80fd\u4f53\u201d \u7efc\u8ff0\u8bba\u6587\uff0c\u8be5\u8bba\u6587\u957f\u8fbe 48 \u9875\uff0c\u8986\u76d6 200 \u4f59\u7bc7\u6587\u732e\uff0c\u5bf9\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u624b\u673a\u81ea\u52a8\u64cd\u4f5c\u667a\u80fd\u4f53\u76f8\u5173\u6280\u672f\u5c55\u5f00\u4e86\u5168\u9762\u4e14\u6df1\u5165\u7684\u7814\u7a76\uff0c\u5e0c\u671b\u7ed9\u5b66\u754c\u548c\u4ea7\u4e1a\u754c\u4f5c\u4e3a\u53c2\u8003\uff0c\u5171\u540c\u63a8\u8fdb\u884c\u4e1a\u53d1\u5c55\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0472e9accec89bd4dfec633ebdf5c6fd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0472e9accec89bd4dfec633ebdf5c6fd.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aLLM-Powered GUI Agents in Phone Automation: Surveying Progress and Prospects<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/www.preprints.org\/manuscript\/202501.0413\/v1<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>1.1 \u7814\u7a76\u80cc\u666f<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u624b\u673a GUI \u81ea\u52a8\u5316\u65e8\u5728\u901a\u8fc7\u7f16\u7a0b\u6a21\u62df\u4eba\u7c7b\u4e0e\u624b\u673a\u754c\u9762\u7684\u4ea4\u4e92\uff0c\u4ee5\u5b8c\u6210\u590d\u6742\u4efb\u52a1\uff0c\u4f20\u7edf\u65b9\u6cd5\u5305\u62ec\u81ea\u52a8\u5316\u6d4b\u8bd5\u3001\u5feb\u6377\u6307\u4ee4\u548c\u673a\u5668\u4eba\u6d41\u7a0b\u81ea\u52a8\u5316\uff08RPA\uff09\uff0c\u4f46\u5b58\u5728\u901a\u7528\u6027\u3001\u7075\u6d3b\u6027\u3001\u7ef4\u62a4\u6210\u672c\u3001\u610f\u56fe\u7406\u89e3\u548c\u5c4f\u5e55\u611f\u77e5\u7b49\u65b9\u9762\u7684\u6311\u6218\u3002<\/section>\n<\/li>\n<li>\n<section>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u51fa\u73b0\u4e3a\u624b\u673a\u81ea\u52a8\u5316\u5e26\u6765\u4e86\u65b0\u7684\u8303\u5f0f\uff0c\u57fa\u4e8e LLM \u7684\u624b\u673a GUI \u667a\u80fd\u4f53\u80fd\u591f\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff0c\u611f\u77e5\u754c\u9762\u5e76\u6267\u884c\u4efb\u52a1\uff0c\u6709\u671b\u5b9e\u73b0\u66f4\u667a\u80fd\u3001\u81ea\u9002\u5e94\u7684\u81ea\u52a8\u5316\u64cd\u4f5c\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>1.2 \u7814\u7a76\u76ee\u7684<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7cfb\u7edf\u603b\u7ed3 LLM \u9a71\u52a8\u7684\u624b\u673a GUI \u667a\u80fd\u4f53\u7684\u7814\u7a76\u6210\u679c\uff0c\u5305\u62ec\u6846\u67b6\u3001\u6a21\u578b\u3001\u6570\u636e\u96c6\u548c\u8bc4\u4f30\u65b9\u6cd5\u3002<\/section>\n<\/li>\n<li>\n<section>\u5206\u6790 LLM \u5728\u624b\u673a\u81ea\u52a8\u5316\u4e2d\u7684\u5e94\u7528\u73b0\u72b6\uff0c\u63a2\u8ba8\u5176\u4f18\u52bf\u548c\u9762\u4e34\u7684\u6311\u6218\u3002<\/section>\n<\/li>\n<li>\n<section>\u6307\u51fa\u672a\u6765\u7814\u7a76\u7684\u65b9\u5411\uff0c\u4e3a\u76f8\u5173\u9886\u57df\u7684\u7814\u7a76\u4eba\u5458\u548c\u4ece\u4e1a\u8005\u63d0\u4f9b\u53c2\u8003\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>1.3 \u4e3b\u8981\u8d21\u732e<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-21d82c975e3e2423fbcf76519edbc0b2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-21d82c975e3e2423fbcf76519edbc0b2.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3 \u00a0\u5927\u6a21\u578b\u9a71\u52a8\u7684\u624b\u673a GUI \u667a\u80fd\u4f53\u6587\u732e\u5206\u7c7b<\/sup><\/em><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5bf9 LLM \u9a71\u52a8\u7684\u624b\u673a GUI \u667a\u80fd\u4f53\u8fdb\u884c\u5168\u9762\u7cfb\u7edf\u7684\u7efc\u8ff0\uff0c\u6db5\u76d6\u53d1\u5c55\u8f68\u8ff9\u3001\u6838\u5fc3\u6280\u672f\u548c\u5e94\u7528\u573a\u666f\u3002<\/section>\n<\/li>\n<li>\n<section>\u63d0\u51fa\u591a\u89c6\u89d2\u7684\u65b9\u6cd5\u8bba\u6846\u67b6\uff0c\u5305\u62ec\u6846\u67b6\u8bbe\u8ba1\u3001\u6a21\u578b\u9009\u62e9\u4e0e\u8bad\u7ec3\u3001\u6570\u636e\u96c6\u4e0e\u8bc4\u4f30\u6307\u6807\u3002<\/section>\n<\/li>\n<li>\n<section>\u6df1\u5165\u5206\u6790 LLM \u8d4b\u80fd\u624b\u673a\u81ea\u52a8\u5316\u7684\u539f\u56e0\uff0c\u63a2\u8ba8\u5176\u5728\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u3001\u63a8\u7406\u548c\u51b3\u7b56\u7b49\u65b9\u9762\u7684\u4f18\u52bf\u3002<\/section>\n<\/li>\n<li>\n<section>\u4ecb\u7ecd\u548c\u8bc4\u4f30\u6700\u65b0\u8fdb\u5c55\u3001\u6570\u636e\u96c6\u548c\u57fa\u51c6\uff0c\u4e3a\u7814\u7a76\u63d0\u4f9b\u8d44\u6e90\u652f\u6301\u3002<\/section>\n<\/li>\n<li>\n<section>\u8bc6\u522b\u5173\u952e\u6311\u6218\u5e76\u63d0\u51fa\u672a\u6765\u7814\u7a76\u7684\u65b0\u89c6\u89d2\uff0c\u5982\u6570\u636e\u96c6\u591a\u6837\u6027\u3001\u8bbe\u5907\u7aef\u90e8\u7f72\u6548\u7387\u548c\u5b89\u5168\u95ee\u9898\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>2. \u624b\u673a\u81ea\u52a8\u5316\u7684\u53d1\u5c55\u5386\u7a0b<\/strong><\/section>\n<section><\/section>\n<section><strong>2.1 LLM \u65f6\u4ee3\u4e4b\u524d\u7684\u624b\u673a\u81ea\u52a8\u5316<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u81ea\u52a8\u5316\u6d4b\u8bd5\uff1a\u4e3a\u89e3\u51b3\u624b\u673a\u5e94\u7528\u590d\u6742\u5ea6\u589e\u52a0\u5e26\u6765\u7684\u6d4b\u8bd5\u96be\u9898\uff0c\u7ecf\u5386\u4e86\u4ece\u968f\u673a\u6d4b\u8bd5\u5230\u57fa\u4e8e\u6a21\u578b\u7684\u6d4b\u8bd5\u3001\u57fa\u4e8e\u5b66\u4e60\u7684\u6d4b\u8bd5\uff0c\u518d\u5230\u5f3a\u5316\u5b66\u4e60\u6d4b\u8bd5\u7684\u53d1\u5c55\uff0c\u4f46\u4ecd\u9762\u4e34\u6d4b\u8bd5\u8986\u76d6\u8303\u56f4\u3001\u6548\u7387\u3001\u6210\u672c\u548c\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7b49\u6311\u6218\u3002<\/section>\n<\/li>\n<li>\n<section>\u5feb\u6377\u6307\u4ee4\uff1a\u5982 Tasker \u548c iOS Shortcuts\uff0c\u901a\u8fc7\u9884\u5b9a\u4e49\u89c4\u5219\u6216\u89e6\u53d1\u6761\u4ef6\u5b9e\u73b0\u4efb\u52a1\u81ea\u52a8\u5316\uff0c\u4f46\u8303\u56f4\u548c\u7075\u6d3b\u6027\u6709\u9650\u3002<\/section>\n<\/li>\n<li>\n<section>\u673a\u5668\u4eba\u6d41\u7a0b\u81ea\u52a8\u5316\uff08RPA\uff09\uff1a\u5728\u624b\u673a\u4e0a\u6a21\u62df\u4eba\u7c7b\u6267\u884c\u91cd\u590d\u6027\u4efb\u52a1\uff0c\u4f46\u5728\u5904\u7406\u52a8\u6001\u754c\u9762\u548c\u811a\u672c\u66f4\u65b0\u65b9\u9762\u5b58\u5728\u56f0\u96be\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>2.2 \u4f20\u7edf\u65b9\u6cd5\u7684\u6311\u6218<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u901a\u7528\u6027\u6709\u9650\uff1a\u4f20\u7edf\u65b9\u6cd5\u9488\u5bf9\u7279\u5b9a\u5e94\u7528\u548c\u754c\u9762\uff0c\u96be\u4ee5\u9002\u5e94\u4e0d\u540c\u5e94\u7528\u548c\u52a8\u6001\u73af\u5883\uff0c\u7f3a\u4e4f\u7075\u6d3b\u6027\u548c\u4e0a\u4e0b\u6587\u9002\u5e94\u80fd\u529b\u3002<\/section>\n<\/li>\n<li>\n<section>\u7ef4\u62a4\u6210\u672c\u9ad8\uff1a\u7f16\u5199\u548c\u7ef4\u62a4\u81ea\u52a8\u5316\u811a\u672c\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\uff0c\u4e14\u968f\u7740\u5e94\u7528\u66f4\u65b0\uff0c\u811a\u672c\u9700\u9891\u7e41\u4fee\u6539\uff0c\u8017\u65f6\u8d39\u529b\uff0c\u5165\u95e8\u95e8\u69db\u9ad8\u9650\u5236\u4e86\u7528\u6237\u4f7f\u7528\u3002<\/section>\n<\/li>\n<li>\n<section>\u610f\u56fe\u7406\u89e3\u80fd\u529b\u5dee\uff1a\u57fa\u4e8e\u89c4\u5219\u548c\u811a\u672c\u7684\u7cfb\u7edf\u53ea\u80fd\u6267\u884c\u9884\u5b9a\u4e49\u4efb\u52a1\uff0c\u96be\u4ee5\u7406\u89e3\u590d\u6742\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff0c\u65e0\u6cd5\u6ee1\u8db3\u7528\u6237\u591a\u6837\u5316\u9700\u6c42\u3002<\/section>\n<\/li>\n<li>\n<section>\u5c4f\u5e55 GUI \u611f\u77e5\u80fd\u529b\u5f31\uff1a\u4f20\u7edf\u65b9\u6cd5\u96be\u4ee5\u51c6\u786e\u8bc6\u522b\u548c\u4ea4\u4e92\u4e0d\u540c\u5e94\u7528\u4e2d\u7684\u5404\u79cd GUI \u5143\u7d20\uff0c\u5bf9\u52a8\u6001\u5185\u5bb9\u548c\u590d\u6742\u754c\u9762\u7684\u5904\u7406\u80fd\u529b\u6709\u9650\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>2.3 LLM \u63a8\u52a8\u624b\u673a\u81ea\u52a8\u5316<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1f9f4d3ff4b3be4bb4c571da84a21a5d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1f9f4d3ff4b3be4bb4c571da84a21a5d.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 4 \u00a0\u5927\u6a21\u578b\u9a71\u52a8\u7684\u624b\u673a GUI \u667a\u80fd\u4f53\u53d1\u5c55\u91cc\u7a0b\u7891<\/sup><\/em><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u53d1\u5c55\u5386\u7a0b\u4e0e\u91cc\u7a0b\u7891\uff1aLLM \u5728\u624b\u673a\u81ea\u52a8\u5316\u4e2d\u7684\u5e94\u7528\u4e0d\u65ad\u6f14\u8fdb\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u3001\u591a\u6a21\u6001\u611f\u77e5\u548c\u63a8\u7406\u51b3\u7b56\u80fd\u529b\u7684\u63d0\u5347\uff0c\u9010\u6b65\u5b9e\u73b0\u66f4\u590d\u6742\u4efb\u52a1\u7684\u81ea\u52a8\u5316\u3002<\/section>\n<section><\/section>\n<\/li>\n<li>\n<section>LLM \u89e3\u51b3\u4f20\u7edf\u6311\u6218\u7684\u65b9\u5f0f<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u4e0a\u4e0b\u6587\u8bed\u4e49\u7406\u89e3\uff1a\u4ece\u5927\u91cf\u6587\u672c\u8bed\u6599\u5e93\u5b66\u4e60\uff0c\u7406\u89e3\u590d\u6742\u8bed\u8a00\u7ed3\u6784\u548c\u9886\u57df\u77e5\u8bc6\uff0c\u51c6\u786e\u89e3\u6790\u591a\u6b65\u9aa4\u547d\u4ee4\u3002<\/section>\n<\/li>\n<li>\n<section>\u5c4f\u5e55 GUI \u591a\u6a21\u6001\u611f\u77e5\uff1a\u5229\u7528\u591a\u6a21\u6001\u611f\u77e5\u80fd\u529b\uff0c\u7edf\u4e00\u6587\u672c\u548c\u89c6\u89c9\u611f\u77e5\u4fe1\u606f\uff0c\u5b9e\u73b0\u5bf9\u5c4f\u5e55\u5143\u7d20\u7684\u51c6\u786e\u5b9a\u4f4d\u548c\u4ea4\u4e92\u3002<\/section>\n<\/li>\n<li>\n<section>\u63a8\u7406\u548c\u51b3\u7b56\u5236\u5b9a\uff1a\u57fa\u4e8e\u8bed\u8a00\u3001\u89c6\u89c9\u4e0a\u4e0b\u6587\u548c\u5386\u53f2\u4ea4\u4e92\u8fdb\u884c\u590d\u6742\u63a8\u7406\u3001\u591a\u6b65\u9aa4\u89c4\u5212\u548c\u4e0a\u4e0b\u6587\u611f\u77e5\u9002\u5e94\uff0c\u63d0\u9ad8\u4efb\u52a1\u6267\u884c\u6210\u529f\u7387\u3002<\/section>\n<section><\/section>\n<\/li>\n<\/ul>\n<section><strong>2.4 \u65b0\u5174\u5546\u4e1a\u5e94\u7528<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<ul>\n<li>\n<section>Apple Intelligence\uff1a2024 \u5e74 6 \u6708\u63a8\u51fa\uff0c\u96c6\u6210 AI \u80fd\u529b\u5230 iOS\u3001iPadOS \u548c macOS\uff0c\u901a\u8fc7\u667a\u80fd\u603b\u7ed3\u3001\u4f18\u5148\u7ea7\u901a\u77e5\u548c\u4e0a\u4e0b\u6587\u611f\u77e5\u56de\u590d\u589e\u5f3a\u901a\u4fe1\u3001\u751f\u4ea7\u529b\u548c\u4e13\u6ce8\u529f\u80fd\uff0c\u4fdd\u969c\u7528\u6237\u9690\u79c1\u548c\u5b89\u5168\u3002<\/section>\n<\/li>\n<li>\n<section>vivo PhoneGPT\uff1a2024 \u5e74 10 \u6708\u63a8\u51fa\uff0cOriginOS 5 \u64cd\u4f5c\u7cfb\u7edf\u4e2d\u7684\u4e2a\u4eba AI \u52a9\u624b\uff0c\u5177\u5907\u81ea\u4e3b\u62c6\u89e3\u9700\u6c42\u3001\u4e3b\u52a8\u89c4\u5212\u8def\u5f84\u3001\u5b9e\u65f6\u73af\u5883\u8bc6\u522b\u548c\u52a8\u6001\u53cd\u9988\u51b3\u7b56\u7684\u80fd\u529b\uff0c\u80fd\u5e2e\u7528\u6237\u5b9e\u73b0\u4e00\u53e5\u8bdd\u70b9\u5496\u5561\u3001\u8ba2\u5916\u5356\u3001\u751a\u81f3\u80fd\u591f\u4e00\u53e5\u8bdd\u627e\u5230\u6700\u8fd1\u7684\u79c1\u623f\u83dc\u9986\u5e76\u901a\u8fc7 AI \u5b9e\u73b0\u7535\u8bdd\u9884\u5b9a\u5305\u53a2\u7b49\u4efb\u52a1\u3002<\/section>\n<\/li>\n<li>\n<section>Honor YOYO Agent\uff1a2024 \u5e74 10 \u6708\u53d1\u5e03\uff0c\u9002\u5e94\u7528\u6237\u4e60\u60ef\u548c\u590d\u6742\u6307\u4ee4\uff0c\u901a\u8fc7\u8bed\u97f3\u6216\u6587\u672c\u547d\u4ee4\u81ea\u52a8\u5316\u591a\u6b65\u9aa4\u4efb\u52a1\uff0c\u5982\u8d2d\u7269\u6bd4\u4ef7\u3001\u81ea\u52a8\u586b\u8868\u3001\u5b9a\u5236\u996e\u54c1\u548c\u4f1a\u8bae\u9759\u97f3\uff0c\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3002<\/section>\n<\/li>\n<li>\n<section>Anthropic Claude Computer Use\uff1a2024 \u5e74 10 \u6708\u63a8\u51fa Claude 3.5 Sonnet \u6a21\u578b\u7684 Computer Use \u529f\u80fd\uff0c\u4f7f AI \u667a\u80fd\u4f53\u80fd\u50cf\u4eba\u7c7b\u4e00\u6837\u64cd\u4f5c\u8ba1\u7b97\u673a\uff0c\u89c2\u5bdf\u5c4f\u5e55\u3001\u79fb\u52a8\u5149\u6807\u3001\u70b9\u51fb\u6309\u94ae\u548c\u8f93\u5165\u6587\u672c\uff0c\u6539\u53d8\u4eba\u673a\u4ea4\u4e92\u8303\u5f0f\u3002<\/section>\n<\/li>\n<li>\n<section>Zhipu.AI AutoGLM\uff1a2024 \u5e74 10 \u6708\u63a8\u51fa\uff0c\u901a\u8fc7\u7b80\u5355\u547d\u4ee4\u6a21\u62df\u4eba\u7c7b\u64cd\u4f5c\u667a\u80fd\u624b\u673a\uff0c\u5982\u70b9\u8d5e\u8bc4\u8bba\u3001\u8d2d\u7269\u3001\u8ba2\u7968\u548c\u70b9\u9910\uff0c\u80fd\u5bfc\u822a\u754c\u9762\u3001\u89e3\u8bfb\u89c6\u89c9\u7ebf\u7d22\u5e76\u6267\u884c\u4efb\u52a1\uff0c\u5c55\u793a LLM \u9a71\u52a8\u7684\u624b\u673a\u81ea\u52a8\u5316\u5728\u5546\u4e1a\u5e94\u7528\u4e2d\u7684\u6f5c\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>3. \u624b\u673a GUI \u667a\u80fd\u4f53\u6846\u67b6<\/strong><\/section>\n<section><\/section>\n<section><strong>3.1 \u57fa\u672c\u6846\u67b6<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-be51881b526182a0112b0880b5cbb530.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-be51881b526182a0112b0880b5cbb530.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 5 \u00a0\u5927\u6a21\u578b\u9a71\u52a8\u7684\u624b\u673a GUI \u667a\u80fd\u4f53\u57fa\u7840\u6846\u67b6<\/sup><\/em><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u611f\u77e5\u6a21\u5757<\/section>\n<\/li>\n<li>\n<section>UI \u4fe1\u606f\uff1a\u5305\u62ec UI \u6811\uff08\u5982 DroidBot &#8211; GPT \u5c06\u5176\u8f6c\u6362\u4e3a\u81ea\u7136\u8bed\u8a00\u53e5\u5b50\uff09\u3001\u622a\u56fe\uff08\u5982 AutoUI \u4f9d\u8d56\u622a\u56fe\u8fdb\u884c GUI \u63a7\u5236\uff09\u3001Set &#8211; of &#8211; Marks\uff08\u7528\u4e8e\u6807\u6ce8\u622a\u56fe\uff0c\u5982 MM &#8211; Navigator\uff09\u548c Icon &amp; OCR \u589e\u5f3a\uff08\u5982 Mobile &#8211; Agent &#8211; v2 \u96c6\u6210 OCR \u548c\u56fe\u6807\u6570\u636e\uff09\u3002<\/section>\n<\/li>\n<li>\n<section>\u624b\u673a\u72b6\u6001\uff1a\u5982\u952e\u76d8\u72b6\u6001\u548c\u4f4d\u7f6e\u6570\u636e\uff0c\u7528\u4e8e\u4e0a\u4e0b\u6587\u611f\u77e5\u64cd\u4f5c\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u5927\u8111\u6a21\u5757<\/section>\n<\/li>\n<li>\n<section>\u5b58\u50a8\uff1a\u5305\u62ec\u8bb0\u5fc6\uff08\u5982\u8bb0\u5f55\u5386\u53f2\u5c4f\u5e55\u4efb\u52a1\u76f8\u5173\u5185\u5bb9\uff09\u548c\u77e5\u8bc6\uff08\u6765\u81ea\u9884\u8bad\u7ec3\u77e5\u8bc6\u3001\u9886\u57df\u7279\u5b9a\u8bad\u7ec3\u548c\u77e5\u8bc6\u6ce8\u5165\uff09\u3002<\/section>\n<\/li>\n<li>\n<section>\u51b3\u7b56\u5236\u5b9a\uff1a\u5305\u62ec\u89c4\u5212\uff08\u5982 Mobile &#8211; Agent &#8211; v2 \u7684\u89c4\u5212\u667a\u80fd\u4f53\u751f\u6210\u4efb\u52a1\u8fdb\u5ea6\uff09\u3001\u63a8\u7406\uff08\u53ef\u4ee5\u5229\u7528 Chain &#8211; of &#8211; thought \u589e\u5f3a\u63a8\u7406\u80fd\u529b\uff09\u548c\u53cd\u601d\uff08\u5982 Mobile &#8211; Agent &#8211; v2 \u7684\u53cd\u601d\u667a\u80fd\u4f53\u8bc4\u4f30\u51b3\u7b56\u5e76\u8c03\u6574\uff09\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u884c\u52a8\u6a21\u5757\uff1a\u901a\u8fc7\u6267\u884c\u89e6\u6478\u4ea4\u4e92\u3001\u624b\u52bf\u64cd\u4f5c\u3001\u8f93\u5165\u6587\u672c\u3001\u7cfb\u7edf\u64cd\u4f5c\u548c\u5a92\u4f53\u63a7\u5236\u7b49\u7c7b\u578b\u7684\u52a8\u4f5c\uff0c\u5b9e\u73b0\u4e0e\u624b\u673a UI \u548c\u7cfb\u7edf\u529f\u80fd\u7684\u4ea4\u4e92\uff0c\u786e\u4fdd\u51b3\u7b56\u8f6c\u5316\u4e3a\u8bbe\u5907\u4e0a\u7684\u5b9e\u9645\u64cd\u4f5c\u3002<\/section>\n<\/li>\n<\/ul>\n<section><strong>3.2 \u591a\u667a\u80fd\u4f53\u6846\u67b6<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5a405e33765b7effeb21497f33e81a34.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5a405e33765b7effeb21497f33e81a34.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 6 \u00a0\u591a\u667a\u80fd\u4f53\u6846\u67b6\u5206\u7c7b<\/sup><\/em><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u89d2\u8272\u534f\u8c03\u591a\u667a\u80fd\u4f53\u6846\u67b6\uff08Role-Coordinated Multi-Agent Framework\uff09\uff1a\u5982 MMAC &#8211; Copilot \u4e2d\u591a\u4e2a\u5177\u6709\u4e0d\u540c\u529f\u80fd\u7684\u667a\u80fd\u4f53\u534f\u4f5c\uff0c\u5305\u62ec\u89c4\u5212\u3001\u51b3\u7b56\u3001\u8bb0\u5fc6\u7ba1\u7406\u3001\u53cd\u601d\u548c\u5de5\u5177\u8c03\u7528\u7b49\uff0c\u901a\u8fc7\u9884\u5b9a\u4e49\u5de5\u4f5c\u6d41\u7a0b\u5171\u540c\u5b8c\u6210\u4efb\u52a1\u3002<\/section>\n<\/li>\n<li>\n<section>\u57fa\u4e8e\u573a\u666f\u7684\u4efb\u52a1\u6267\u884c\u6846\u67b6\uff08Scenario-Based Task Execution Framework\uff09\uff1a\u5982 MobileExperts \u6839\u636e\u7279\u5b9a\u4efb\u52a1\u573a\u666f\u52a8\u6001\u5206\u914d\u4efb\u52a1\u7ed9\u4e13\u5bb6\u667a\u80fd\u4f53\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u53ef\u4ee5\u5177\u6709\u9488\u5bf9\u7279\u5b9a\u573a\u666f\uff08\u5982\u8d2d\u7269\u3001\u7f16\u7801\u3001\u5bfc\u822a\uff09\u7684\u80fd\u529b\uff0c\u63d0\u9ad8\u4efb\u52a1\u6210\u529f\u7387\u548c\u6548\u7387\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>3.3 \u8ba1\u5212 &#8211; \u7136\u540e &#8211; \u884c\u52a8\u6846\u67b6\uff08Plan-Then-Act Framework\uff09<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5982 SeeAct\u3001UGround\u3001LiMAC \u548c ClickAgent \u7b49\u5de5\u4f5c\u5c55\u793a\u4e86\u8be5\u6846\u67b6\u7684\u6709\u6548\u6027\uff0c\u901a\u8fc7\u5148\u751f\u6210\u52a8\u4f5c\u63cf\u8ff0\uff0c\u518d\u6839\u636e\u52a8\u4f5c\u63cf\u8ff0\u5b9a\u4f4d\u5230\u8981\u64cd\u4f5c\u7684\u63a7\u4ef6\u4f4d\u7f6e\uff0c\u63d0\u9ad8\u4e86\u4efb\u52a1\u6267\u884c\u7684\u6e05\u6670\u5ea6\u3001\u53ef\u9760\u6027\u548c\u9002\u5e94\u6027\uff0c\u5141\u8bb8\u72ec\u7acb\u6539\u8fdb\u89c4\u5212\u548c UI \u5b9a\u4f4d\u6a21\u5757\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>4. \u7528\u4e8e\u624b\u673a\u81ea\u52a8\u5316\u7684\u5927\u8bed\u8a00\u6a21\u578b<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-dc1ab0793c800ff923b6cfcfa7964720.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-dc1ab0793c800ff923b6cfcfa7964720.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 7 \u00a0\u6a21\u578b\u5206\u7c7b<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>4.1 \u63d0\u793a\u5de5\u7a0b\uff08Prompt Engineering\uff09<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f5d4a3353b764d223d67fc06c797d0a0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f5d4a3353b764d223d67fc06c797d0a0.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 8 \u00a0\u63d0\u793a\u8bcd\u8bbe\u8ba1<\/sup><\/em><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7eaf\u6587\u672c\u63d0\u793a\u8bcd\uff08Text-Based Prompt\uff09\uff1a\u4e3b\u8981\u67b6\u6784\u4e3a\u5355\u6587\u672c\u6a21\u6001 LLM\uff0c\u901a\u8fc7\u89e3\u91ca UI \u6811\u4fe1\u606f\u8fdb\u884c\u51b3\u7b56\uff0c\u5982 DroidBot &#8211; GPT\u3001Enabling Conversational \u7b49\uff0c\u5728\u4e0d\u540c\u5e94\u7528\u4e2d\u6709\u4e00\u5b9a\u8fdb\u5c55\uff0c\u4f46\u5b58\u5728\u5bf9\u5c4f\u5e55\u7684\u5168\u5c40\u4fe1\u606f\u7406\u89e3\u5229\u7528\u4e0d\u8db3\u7b49\u95ee\u9898\u3002<\/section>\n<\/li>\n<li>\n<section>\u591a\u6a21\u6001\u63d0\u793a\u8bcd\uff08Multimodal Prompt\uff09\uff1a\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u96c6\u6210\u89c6\u89c9\u548c\u6587\u672c\u4fe1\u606f\uff0c\u901a\u8fc7\u622a\u56fe\u548c\u8865\u5145 UI \u4fe1\u606f\u8fdb\u884c\u51b3\u7b56\uff0c\u5305\u62ec\u57fa\u4e8e SoM \u8f93\u51fa\u7d22\u5f15\u65b9\u6cd5\uff08\u5982 MM &#8211; Navigator\u3001AppAgent\uff09\u548c\u76f4\u63a5\u5750\u6807\u8f93\u51fa\u65b9\u6cd5\uff08\u5982 VisionTasker\u3001Mobile &#8211; Agent \u7cfb\u5217\uff09\uff0c\u63d0\u9ad8\u4e86\u51c6\u786e\u6027\u548c\u9c81\u68d2\u6027\uff0c\u4f46\u5728 UI \u5b9a\u4f4d\u51c6\u786e\u6027\u65b9\u9762\u4ecd\u9762\u4e34\u6311\u6218\u3002<\/section>\n<section><\/section>\n<\/li>\n<\/ul>\n<section><strong>4.2 \u57fa\u4e8e\u8bad\u7ec3\u7684\u65b9\u6cd5\uff08Training-Based Methods\uff09<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>GUI \u4efb\u52a1\u4e13\u7528\u6a21\u578b\u67b6\u6784\uff08Task Specific Model Architectures\uff09<\/section>\n<section><\/section>\n<\/li>\n<li>\n<section>\u901a\u7528\u76ee\u7684\uff1a\u5982 Auto &#8211; GUI\u3001CogAgent\u3001ScreenAI\u3001CoCo &#8211; Agent \u548c MobileFlow \u7b49\uff0c\u65e8\u5728\u589e\u5f3a\u76f4\u63a5 GUI \u4ea4\u4e92\u3001\u9ad8\u5206\u8fa8\u7387\u89c6\u89c9\u8bc6\u522b\u3001\u5168\u9762\u73af\u5883\u611f\u77e5\u548c\u6761\u4ef6\u884c\u52a8\u9884\u6d4b\u80fd\u529b\uff0c\u4ee5\u5e94\u5bf9\u4e0d\u540c\u5e94\u7528\u548c\u754c\u9762\u7684\u4efb\u52a1\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-afa7d8ac85e8c5a6573a0b671f2e1688.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-afa7d8ac85e8c5a6573a0b671f2e1688.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 9 \u00a0\u4e0d\u540c\u7684 UI \u7406\u89e3\u4efb\u52a1<\/sup><\/em><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7279\u5b9a\u9886\u57df\uff1a\u4e13\u6ce8\u4e8e\u5c4f\u5e55\u7406\u89e3\u4efb\u52a1\uff0c\u5305\u62ec UI \u5b9a\u4f4d\uff08\u5982 LVG\u3001UI &#8211; Hawk\uff09\u3001UI \u5f15\u7528\uff08\u5982 Ferret &#8211; UI\u3001UI &#8211; Hawk\uff09\u548c\u5c4f\u5e55\u95ee\u7b54\uff08\u5982 ScreenAI\u3001WebVLN\u3001UI &#8211; Hawk\uff09\uff0c\u901a\u8fc7\u7279\u5b9a\u6280\u672f\u63d0\u5347\u667a\u80fd\u4f53\u5728\u590d\u6742\u7528\u6237\u754c\u9762\u4e2d\u7684\u4ea4\u4e92\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<\/li>\n<li>\n<section>\u76d1\u7763\u5fae\u8c03\uff08Supervised Fine-Tuning\uff09<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u901a\u7528\u76ee\u7684\uff1a\u901a\u8fc7\u5728\u7279\u5b9a\u4efb\u52a1\u6570\u636e\u96c6\u4e0a\u5fae\u8c03\uff0c\u589e\u5f3a\u6a21\u578b\u5728 GUI \u5b9a\u4f4d\u3001OCR\u3001\u8de8\u5e94\u7528\u5bfc\u822a\u548c\u6548\u7387\u7b49\u65b9\u9762\u7684\u80fd\u529b\uff0c\u5982 SeeClick\u3001GUICourse\u3001GUI Odyssey \u548c TinyClick \u7b49\u5de5\u4f5c\u3002<\/section>\n<\/li>\n<li>\n<section>\u7279\u5b9a\u9886\u57df\uff1a\u5e94\u7528\u4e8e\u7279\u5b9a\u4efb\u52a1\uff0c\u5982 ReALM \u89e3\u51b3\u53c2\u8003\u5206\u8fa8\u7387\u95ee\u9898\uff0cIconDesc \u7528\u4e8e\u751f\u6210 UI \u56fe\u6807\u66ff\u4ee3\u6587\u672c\uff0c\u63d0\u9ad8\u4e86\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<\/li>\n<li>\n<section>\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning\uff09<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u624b\u673a\u667a\u80fd\u4f53\uff1a\u5982 DigiRL\u3001DistRL \u548c AutoGLM\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u667a\u80fd\u4f53\u9002\u5e94\u52a8\u6001\u624b\u673a\u73af\u5883\uff0c\u63d0\u9ad8\u51b3\u7b56\u80fd\u529b\u548c\u6210\u529f\u7387\uff0cAutoGLM \u8fd8\u5b9e\u73b0\u4e86\u8de8\u5e73\u53f0\u5e94\u7528\u3002<\/section>\n<\/li>\n<li>\n<section>\u7f51\u9875\u667a\u80fd\u4f53\uff1aETO\u3001Agent Q \u548c AutoWebGLM \u5229\u7528\u5f3a\u5316\u5b66\u4e60\u4f7f\u667a\u80fd\u4f53\u9002\u5e94\u590d\u6742\u7f51\u9875\u73af\u5883\uff0c\u901a\u8fc7\u5b66\u4e60\u4ea4\u4e92\u548c\u6539\u8fdb\u51b3\u7b56\uff0c\u63d0\u9ad8\u5728\u7f51\u9875\u5bfc\u822a\u548c\u64cd\u4f5c\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002<\/section>\n<\/li>\n<li>\n<section>Windows \u667a\u80fd\u4f53\uff1aScreenAgent \u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u4f7f\u667a\u80fd\u4f53\u5728 Windows \u73af\u5883\u4e2d\u4e0e\u771f\u5b9e\u8ba1\u7b97\u673a\u5c4f\u5e55\u4ea4\u4e92\uff0c\u5b8c\u6210\u591a\u6b65\u9aa4\u4efb\u52a1\uff0c\u5c55\u793a\u4e86\u5728\u684c\u9762 GUI \u81ea\u52a8\u5316\u4e2d\u7684\u6f5c\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>5. \u6570\u636e\u96c6\u548c\u57fa\u51c6<\/strong><\/section>\n<section><\/section>\n<section><strong>5.1 \u76f8\u5173\u6570\u636e\u96c6<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ffc10d6e02932161fe6528224da24495.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ffc10d6e02932161fe6528224da24495.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u88681 \u00a0\u6570\u636e\u96c6<\/sup><\/em><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u65e9\u671f\u6570\u636e\u96c6\uff1a\u5982 PixelHelp \u5c06\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u6620\u5c04\u5230 UI \u52a8\u4f5c\uff0cUIBert \u901a\u8fc7\u9884\u8bad\u7ec3\u63d0\u5347 UI \u7406\u89e3\uff0cMeta &#8211; GUI \u6536\u96c6\u5bf9\u8bdd\u4e0e GUI \u64cd\u4f5c\u75d5\u8ff9\uff0cUGIF \u89e3\u51b3\u591a\u8bed\u8a00 UI \u6307\u4ee4\u8ddf\u968f\u95ee\u9898\uff0cMoTIF \u5f15\u5165\u4efb\u52a1\u53ef\u884c\u6027\u548c\u4e0d\u786e\u5b9a\u6027\u3002<\/section>\n<\/li>\n<li>\n<section>\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff1aAndroid In The Wild\uff08AITW\uff09\u548c Android In The Zoo\uff08AITZ\uff09\u63d0\u4f9b\u5927\u91cf\u8bbe\u5907\u4ea4\u4e92\u6570\u636e\uff0cGUI Odyssey \u7528\u4e8e\u8de8\u5e94\u7528\u5bfc\u822a\u8bad\u7ec3\u548c\u8bc4\u4f30\uff0cAndroidControl \u7814\u7a76\u6570\u636e\u89c4\u6a21\u5bf9\u667a\u80fd\u4f53\u6027\u80fd\u7684\u5f71\u54cd\uff0cAMEX \u63d0\u4f9b\u8be6\u7ec6\u6ce8\u91ca\u589e\u5f3a\u667a\u80fd\u4f53\u5bf9 UI \u5143\u7d20\u7684\u7406\u89e3\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>5.2 \u57fa\u51c6<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-60e8364ceb8dd9ecbbdd3d6359a08d5b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-60e8364ceb8dd9ecbbdd3d6359a08d5b.png\"><\/a><\/section>\n<section><em>\u8868 2 \u00a0Benchmarks<\/em><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8bc4\u4f30\u65b9\u6cd5\uff08Evaluation Pipelines\uff09\uff1aMobileEnv \u63d0\u4f9b\u901a\u7528\u8bad\u7ec3\u548c\u8bc4\u4f30\u5e73\u53f0\uff0cAndroidArena \u8bc4\u4f30 LLM \u667a\u80fd\u4f53\u5728\u590d\u6742 Android \u73af\u5883\u4e2d\u7684\u6027\u80fd\uff0cLlamaTouch \u5b9e\u73b0\u79fb\u52a8 UI \u4efb\u52a1\u7684\u8bbe\u5907\u7aef\u6267\u884c\u548c\u8bc4\u4f30\uff0cB &#8211; MoCA \u8bc4\u4f30\u4e0d\u540c\u914d\u7f6e\u4e0b\u7684\u79fb\u52a8\u8bbe\u5907\u63a7\u5236\u667a\u80fd\u4f53\uff0cAndroidWorld \u63d0\u4f9b\u52a8\u6001\u53ef\u53c2\u6570\u5316\u4efb\u52a1\u73af\u5883\uff0cMobileAgentBench \u4e3a\u79fb\u52a8 LLM \u667a\u80fd\u4f53\u63d0\u4f9b\u9ad8\u6548\u57fa\u51c6\uff0cAUITestAgent \u5b9e\u73b0\u81ea\u52a8 GUI \u6d4b\u8bd5\uff0cAndroidLab \u63d0\u4f9b\u7cfb\u7edf\u6846\u67b6\u548c\u57fa\u51c6\u3002<\/section>\n<section><\/section>\n<\/li>\n<li>\n<section>\u8bc4\u4f30\u6307\u6807\uff08Evaluation Metrics\uff09<\/section>\n<section><\/section>\n<\/li>\n<li>\n<section>\u4efb\u52a1\u5b8c\u6210\u6307\u6807\uff1a\u5982\u4efb\u52a1\u5b8c\u6210\u7387\u3001\u5b50\u76ee\u6807\u6210\u529f\u7387\u548c\u7aef\u5230\u7aef\u4efb\u52a1\u5b8c\u6210\u7387\uff0c\u8bc4\u4f30\u667a\u80fd\u4f53\u5b8c\u6210\u4efb\u52a1\u7684\u6709\u6548\u6027\u3002<\/section>\n<\/li>\n<li>\n<section>\u884c\u52a8\u6267\u884c\u8d28\u91cf\u6307\u6807\uff1a\u5305\u62ec\u884c\u52a8\u51c6\u786e\u6027\u3001\u6b63\u786e\u6b65\u9aa4\u3001\u6b63\u786e\u8f68\u8ff9\u3001\u64cd\u4f5c\u903b\u8f91\u548c\u63a8\u7406\u51c6\u786e\u6027\uff0c\u8861\u91cf\u667a\u80fd\u4f53\u884c\u52a8\u7684\u7cbe\u786e\u6027\u548c\u903b\u8f91\u6027\u3002<\/section>\n<\/li>\n<li>\n<section>\u8d44\u6e90\u5229\u7528\u548c\u6548\u7387\u6307\u6807\uff1a\u5982\u8d44\u6e90\u6d88\u8017\u3001\u6b65\u9aa4\u6548\u7387\u548c\u53cd\u5411\u5197\u4f59\u6bd4\uff0c\u8bc4\u4f30\u667a\u80fd\u4f53\u8d44\u6e90\u5229\u7528\u6548\u7387\u3002<\/section>\n<\/li>\n<li>\n<section>\u4efb\u52a1\u7406\u89e3\u548c\u63a8\u7406\u6307\u6807\uff1a\u5982 Oracle \u51c6\u786e\u6027\u3001\u70b9\u51c6\u786e\u6027\u3001\u63a8\u7406\u51c6\u786e\u6027\u548c\u5173\u952e\u4fe1\u606f\u6316\u6398\u80fd\u529b\uff0c\u8003\u5bdf\u667a\u80fd\u4f53\u7684\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<\/li>\n<li>\n<section>\u683c\u5f0f\u548c\u5408\u89c4\u6027\u6307\u6807\uff1a\u9a8c\u8bc1\u667a\u80fd\u4f53\u8f93\u51fa\u662f\u5426\u7b26\u5408\u683c\u5f0f\u7ea6\u675f\u3002<\/section>\n<\/li>\n<li>\n<section>\u5b8c\u6210\u610f\u8bc6\u548c\u53cd\u601d\u6307\u6807\uff1a\u8bc4\u4f30\u667a\u80fd\u4f53\u5bf9\u4efb\u52a1\u8fb9\u754c\u7684\u8bc6\u522b\u548c\u5b66\u4e60\u80fd\u529b\u3002<\/section>\n<\/li>\n<li>\n<section>\u8bc4\u4f30\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u6307\u6807\uff1a\u786e\u4fdd\u8bc4\u4f30\u8fc7\u7a0b\u7684\u4e00\u81f4\u6027\u548c\u53ef\u9760\u6027\u3002<\/section>\n<\/li>\n<li>\n<section>\u5956\u52b1\u548c\u6574\u4f53\u6027\u80fd\u6307\u6807\uff1a\u5982\u4efb\u52a1\u5956\u52b1\u548c\u5e73\u5747\u5956\u52b1\uff0c\u7efc\u5408\u8bc4\u4f30\u667a\u80fd\u4f53\u6027\u80fd\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>6. \u6311\u6218\u4e0e\u672a\u6765\u65b9\u5411<\/strong><\/section>\n<section><\/section>\n<section><strong>6.1 \u6570\u636e\u96c6\u5f00\u53d1\u4e0e\u5fae\u8c03\u53ef\u6269\u5c55\u6027<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u73b0\u6709\u6570\u636e\u96c6\u7f3a\u4e4f\u591a\u6837\u6027\uff0c\u672a\u6765\u9700\u5f00\u53d1\u5927\u89c4\u6a21\u3001\u591a\u6a21\u6001\u4e14\u6db5\u76d6\u5e7f\u6cdb\u5e94\u7528\u3001\u7528\u6237\u884c\u4e3a\u3001\u8bed\u8a00\u548c\u8bbe\u5907\u7c7b\u578b\u7684\u6570\u636e\u96c6\u3002<\/section>\n<\/li>\n<li>\n<section>\u89e3\u51b3\u5fae\u8c03\u5728\u57df\u5916\u6027\u80fd\u65b9\u9762\u7684\u6311\u6218\uff0c\u63a2\u7d22\u6df7\u5408\u8bad\u7ec3\u65b9\u6cd5\u3001\u65e0\u76d1\u7763\u5b66\u4e60\u3001\u8fc1\u79fb\u5b66\u4e60\u548c\u8f85\u52a9\u4efb\u52a1\uff0c\u4ee5\u51cf\u5c11\u5bf9\u5927\u89c4\u6a21\u6570\u636e\u7684\u4f9d\u8d56\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>6.2 \u8f7b\u91cf\u7ea7\u548c\u9ad8\u6548\u7684\u8bbe\u5907\u7aef\u90e8\u7f72<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u514b\u670d\u79fb\u52a8\u8bbe\u5907\u5728\u8ba1\u7b97\u548c\u5185\u5b58\u65b9\u9762\u7684\u9650\u5236\uff0c\u91c7\u7528\u6a21\u578b\u526a\u679d\u3001\u91cf\u5316\u548c\u9ad8\u6548 transformer\u00a0\u67b6\u6784\u7b49\u65b9\u6cd5\uff0c\u5982 Octopus v2 \u548c Lightweight Neural App Control \u7684\u521b\u65b0\u3002<\/section>\n<\/li>\n<li>\n<section>\u5229\u7528\u4e13\u95e8\u786c\u4ef6\u52a0\u901f\u5668\u548c\u8fb9\u7f18\u8ba1\u7b97\u89e3\u51b3\u65b9\u6848\uff0c\u51cf\u5c11\u5bf9\u4e91\u7684\u4f9d\u8d56\uff0c\u589e\u5f3a\u9690\u79c1\u4fdd\u62a4\u5e76\u63d0\u9ad8\u54cd\u5e94\u901f\u5ea6\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>6.3 \u7528\u6237\u4e2d\u5fc3\u9002\u5e94\uff1a\u4ea4\u4e92\u4e0e\u4e2a\u6027\u5316<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u63d0\u9ad8\u667a\u80fd\u4f53\u5bf9\u7528\u6237\u610f\u56fe\u7684\u7406\u89e3\u80fd\u529b\uff0c\u51cf\u5c11\u624b\u52a8\u5e72\u9884\uff0c\u652f\u6301\u8bed\u97f3\u547d\u4ee4\u3001\u624b\u52bf\u548c\u6301\u7eed\u5b66\u4e60\u7528\u6237\u53cd\u9988\u3002<\/section>\n<\/li>\n<li>\n<section>\u5b9e\u73b0\u667a\u80fd\u4f53\u7684\u4e2a\u6027\u5316\u9002\u5e94\uff0c\u901a\u8fc7\u96c6\u6210\u591a\u79cd\u5b66\u4e60\u6280\u672f\uff0c\u4f7f\u5176\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1\u548c\u7528\u6237\u7279\u5b9a\u4e0a\u4e0b\u6587\uff0c\u65e0\u9700\u5927\u91cf\u91cd\u65b0\u8bad\u7ec3\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>6.4 \u6a21\u578b\u5b9a\u4f4d\u3001\u63a8\u7406\u7b49\u80fd\u529b\u63d0\u5347<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6539\u8fdb\u8bed\u8a00\u6307\u4ee4\u5230 UI \u5143\u7d20\u7684\u7cbe\u786e\u6620\u5c04\uff0c\u96c6\u6210\u5148\u8fdb\u89c6\u89c9\u6a21\u578b\u3001\u5927\u89c4\u6a21\u6ce8\u91ca\u548c\u6709\u6548\u878d\u5408\u6280\u672f\uff0c\u63d0\u5347\u591a\u6a21\u6001\u5b9a\u4f4d\u80fd\u529b\u3002<\/section>\n<\/li>\n<li>\n<section>\u589e\u5f3a\u667a\u80fd\u4f53\u5728\u590d\u6742\u573a\u666f\u4e2d\u7684\u63a8\u7406\u3001\u957f\u7a0b\u89c4\u5212\u548c\u9002\u5e94\u6027\uff0c\u5f00\u53d1\u65b0\u67b6\u6784\u3001\u5185\u5b58\u673a\u5236\u548c\u63a8\u7406\u7b97\u6cd5\uff0c\u8d85\u8d8a\u5f53\u524d LLM \u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>6.5 \u6807\u51c6\u5316\u8bc4\u4f30\u57fa\u51c6<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5efa\u7acb\u7edf\u4e00\u7684\u57fa\u51c6\uff0c\u8986\u76d6\u591a\u79cd\u4efb\u52a1\u3001\u5e94\u7528\u7c7b\u578b\u548c\u4ea4\u4e92\u6a21\u6001\uff0c\u63d0\u4f9b\u6807\u51c6\u5316\u6307\u6807\u3001\u573a\u666f\u548c\u8bc4\u4f30\u534f\u8bae\uff0c\u4fc3\u8fdb\u516c\u5e73\u6bd4\u8f83\u548c\u5168\u9762\u8bc4\u4f30\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>6.6 \u786e\u4fdd\u53ef\u9760\u6027\u548c\u5b89\u5168\u6027<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5f00\u53d1\u5f3a\u5927\u7684\u5b89\u5168\u534f\u8bae\u3001\u9519\u8bef\u5904\u7406\u6280\u672f\u548c\u9690\u79c1\u4fdd\u62a4\u65b9\u6cd5\uff0c\u9632\u8303\u5bf9\u6297\u653b\u51fb\u3001\u6570\u636e\u6cc4\u9732\u548c\u610f\u5916\u884c\u4e3a\uff0c\u4fdd\u62a4\u7528\u6237\u4fe1\u606f\u548c\u4fe1\u4efb\u3002<\/section>\n<\/li>\n<li>\n<section>\u5b9e\u65bd\u6301\u7eed\u76d1\u6d4b\u548c\u9a8c\u8bc1\u8fc7\u7a0b\uff0c\u5b9e\u65f6\u68c0\u6d4b\u548c\u7f13\u89e3\u98ce\u9669\uff0c\u786e\u4fdd\u667a\u80fd\u4f53\u884c\u4e3a\u53ef\u9884\u6d4b\u3001\u5c0a\u91cd\u9690\u79c1\u5e76\u5728\u5404\u79cd\u6761\u4ef6\u4e0b\u4fdd\u6301\u7a33\u5b9a\u6027\u80fd\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>7. \u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7efc\u8ff0\u4e86 LLM \u9a71\u52a8\u7684\u624b\u673a\u81ea\u52a8\u5316\u6280\u672f\u53d1\u5c55\uff0c\u5305\u62ec\u591a\u79cd\u6846\u67b6\uff08\u5355\u667a\u80fd\u4f53\u3001\u591a\u667a\u80fd\u4f53\u3001\u8ba1\u5212 &#8211; \u7136\u540e &#8211; \u884c\u52a8\uff09\u3001\u6a21\u578b\u65b9\u6cd5\uff08\u63d0\u793a\u5de5\u7a0b\u3001\u57fa\u4e8e\u8bad\u7ec3\uff09\u548c\u6570\u636e\u96c6 \/ \u57fa\u51c6\u3002<\/section>\n<\/li>\n<li>\n<section>\u5206\u6790\u4e86 LLM \u5728\u63d0\u5347\u624b\u673a\u81ea\u52a8\u5316\u6548\u7387\u3001\u667a\u80fd\u6027\u548c\u9002\u5e94\u6027\u65b9\u9762\u7684\u4f5c\u7528\uff0c\u4ee5\u53ca\u9762\u4e34\u7684\u6311\u6218\u548c\u672a\u6765\u53d1\u5c55\u65b9\u5411\u3002<\/section>\n<\/li>\n<li>\n<section>\u5f3a\u8c03\u4e86\u6807\u51c6\u5316\u57fa\u51c6\u548c\u8bc4\u4f30\u6307\u6807\u5bf9\u63a8\u52a8\u9886\u57df\u53d1\u5c55\u7684\u91cd\u8981\u6027\uff0c\u6709\u52a9\u4e8e\u516c\u5e73\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u548c\u65b9\u6cd5\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5c55\u671b\u672a\u6765\uff0c\u968f\u7740\u6a21\u578b\u67b6\u6784\u6539\u8fdb\u3001\u8bbe\u5907\u7aef\u63a8\u7406\u4f18\u5316\u548c\u591a\u6a21\u6001\u6570\u636e\u96c6\u6210\uff0c\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u624b\u673a GUI \u667a\u80fd\u4f53\u6709\u671b\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u5b9e\u73b0\u66f4\u9ad8\u81ea\u4e3b\u6027\uff0c\u878d\u5408\u66f4\u591a AI \u8303\u5f0f\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u65e0\u7f1d\u3001\u4e2a\u6027\u5316\u548c\u5b89\u5168\u7684\u4f53\u9a8c\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-07-3\" target=\"_blank\">\u624b\u673a\u300c\u81ea\u52a8\u9a7e\u9a76\u300d\u5927\u63ed\u79d8\uff01vivo\u4e07\u5b57\u7efc\u8ff0\u63a2\u8ba8\u5927\u6a21\u578b\u624b\u673a\u81ea\u52a8\u5316<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u624b\u673a\u300c\u81ea\u52a8\u9a7e\u9a76\u300d\u5927\u63ed\u79d8 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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