{"id":43756,"date":"2026-02-19T00:42:56","date_gmt":"2026-02-18T16:42:56","guid":{"rendered":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/2026\/02\/19\/%e5%bd%93ai%e5%8a%a9%e6%89%8b%e6%88%90%e4%b8%ba%e9%bb%91%e5%ae%a2%e6%94%bb%e5%87%bb%e9%93%be%e7%9a%84%e4%b8%80%e7%8e%af%ef%bc%9a%e8%b1%86%e5%8c%85%e6%89%8b%e6%9c%ba%e5%ae%89%e5%85%a8%e5%88%86%e6%9e%90\/"},"modified":"2026-02-19T00:42:56","modified_gmt":"2026-02-18T16:42:56","slug":"%e5%bd%93ai%e5%8a%a9%e6%89%8b%e6%88%90%e4%b8%ba%e9%bb%91%e5%ae%a2%e6%94%bb%e5%87%bb%e9%93%be%e7%9a%84%e4%b8%80%e7%8e%af%ef%bc%9a%e8%b1%86%e5%8c%85%e6%89%8b%e6%9c%ba%e5%ae%89%e5%85%a8%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/2026\/02\/19\/%e5%bd%93ai%e5%8a%a9%e6%89%8b%e6%88%90%e4%b8%ba%e9%bb%91%e5%ae%a2%e6%94%bb%e5%87%bb%e9%93%be%e7%9a%84%e4%b8%80%e7%8e%af%ef%bc%9a%e8%b1%86%e5%8c%85%e6%89%8b%e6%9c%ba%e5%ae%89%e5%85%a8%e5%88%86%e6%9e%90\/","title":{"rendered":"\u5f53AI\u52a9\u624b\u6210\u4e3a\u9ed1\u5ba2\u653b\u51fb\u94fe\u7684\u4e00\u73af\uff1a\u8c46\u5305\u624b\u673a\u5b89\u5168\u5206\u6790"},"content":{"rendered":"\n<\/p>\n<p>\u5f53\u624b\u673a\u5f00\u59cb\u81ea\u5df1\u201c\u52a8\u624b\u201d\uff0c\u5b83\u5c31\u4e0d\u518d\u53ea\u662f\u56de\u7b54\u600e\u4e48\u70b9\u5916\u5356\u66f4\u5212\u7b97\uff0c\u800c\u662f\u4f1a\u771f\u7684\u6253\u5f00 App\u3001\u6bd4\u4ef7\u3001\u4e0b\u5355\u3002\u64cd\u4f5c\u6743\u4ece\u4eba\u7684\u624b\u6307\uff0c\u4ea4\u7ed9\u4e86\u4e00\u4e2a\u80fd\u770b\u5c4f\u3001\u80fd\u89c4\u5212\u3001\u80fd\u6267\u884c\u7684\u667a\u80fd\u4f53\u3002<\/p>\n<p>2025 \u5e74\u5e95\u63a8\u51fa\u7684\u8c46\u5305\u624b\u673a\u52a9\u624b\uff08\u4ee5\u4e0b\u7b80\u79f0\u8c46\u5305\u52a9\u624b\uff09\uff0c\u7b2c\u4e00\u6b21\u628a\u6574\u4e2a\u624b\u673a\u7684\u5b8c\u6574\u64cd\u4f5c\u94fe\u6761\u4ea4\u5230\u4e86\u667a\u80fd\u4f53\u624b\u91cc\uff1a\u5b83\u4ee5\u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u4e2d\u67a2\u51b3\u7b56\u5355\u5143\uff0c\u7ed3\u5408 GUI Agent \u6280\u672f\uff0c\u4ece\u7528\u6237\u76ee\u6807\u51fa\u53d1\u8fdb\u884c\u610f\u56fe\u7406\u89e3\u3001\u4efb\u52a1\u62c6\u89e3\u4e0e\u8def\u5f84\u89c4\u5212\uff0c\u5e76\u4ee5\u7cfb\u7edf\u7ea7\u7684\u80fd\u529b\u5b8c\u6210\u8de8\u5e94\u7528\u3001\u8de8\u573a\u666f\u7684\u590d\u6742\u4efb\u52a1\u6267\u884c\u3002<\/p>\n<p>\u4f46 AI \u4e0e\u624b\u673a\u7684\u7ed3\u5408\uff0c\u4e5f\u8ba9\u5b83\u540c\u65f6\u7ad9\u5728\u4e24\u7c7b\u98ce\u9669\u7684\u4ea4\u6c47\u5904\uff1a\u65e2\u8981\u5e94\u5bf9\u4f20\u7edf\u624b\u673a\u5b89\u5168\u95ee\u9898\uff0c\u4e5f\u8981\u9762\u5bf9\u667a\u80fd\u4f53\u5e26\u6765\u7684\u65b0\u653b\u51fb\u573a\u666f\u3002\u653b\u51fb\u8005\u4e0d\u5fc5\u518d\u8d39\u529b\u8bf1\u5bfc\u7528\u6237\u591a\u70b9\u51e0\u6b65\uff0c\u53ea\u9700\u8981\u628a\u667a\u80fd\u4f53\u7684\u89c4\u5212\u5f15\u5411\u9519\u8bef\u65b9\u5411\uff0c\u5c31\u53ef\u80fd\u8ba9\u4e00\u4e32\u770b\u8d77\u6765\u6b63\u5e38\u7684\u64cd\u4f5c\u53d8\u6210\u7a83\u53d6\u7528\u6237\u4fe1\u606f\u7684\u653b\u51fb\u94fe\u3002<\/p>\n<p>DARKNAVY \u5728\u8bc4\u4f30\u4e2d\u53d1\u73b0\uff0c\u8c46\u5305\u52a9\u624b\u5728\u5b89\u5168\u4e0e\u9690\u79c1\u65b9\u9762\u505a\u4e86\u5927\u91cf\u8003\u91cf\uff0c\u4f46\u4ecd\u5b58\u5728\u53ef\u88ab\u5229\u7528\u7684\u771f\u5b9e\u98ce\u9669\uff1a\u653b\u51fb\u8005\u53ef\u80fd\u5728\u7528\u6237\u6b63\u5e38\u4f7f\u7528\u7684\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7\u53d1\u9001\u6076\u610f\u4fe1\u606f\u8bef\u5bfc\u5e76\u52ab\u6301\u667a\u80fd\u4f53\uff0c\u8fdb\u800c\u7a83\u53d6\u624b\u673a\u94f6\u884c\u9a8c\u8bc1\u7801\u7b49\u654f\u611f\u4fe1\u606f\u3002<\/p>\n<p>\u672c\u6587\u5c06\u56f4\u7ed5\u8c46\u5305\u52a9\u624b\u7684\u6280\u672f\u5b9e\u73b0\u8def\u5f84\u3001\u5b89\u5168\u53ca\u9690\u79c1\u8003\u91cf\u3001\u6f5c\u5728\u5b89\u5168\u98ce\u9669\u5c55\u5f00\u8fdb\u4e00\u6b65\u8ba8\u8bba\u3002<\/p>\n<\/p>\n<p><strong>\u67b6\u6784\u5206\u6790\u4e0e\u4e1a\u52a1\u903b\u8f91<\/strong><\/p>\n<\/p>\n<\/p>\n<\/p>\n<p>Obric \u662f\u8c46\u5305\u624b\u673a\u642d\u8f7d\u7684\u57fa\u4e8eAndroid\u7684\u5b9a\u5236\u64cd\u4f5c\u7cfb\u7edf\uff0c\u5176 AI \u76f8\u5173\u529f\u80fd\u7531\u4e00\u7ec4\u7cfb\u7edf\u7ea7\u5e94\u7528\u6784\u6210\uff0c\u8986\u76d6\u8bed\u97f3\u4ea4\u4e92\u3001\u8bb0\u5fc6\u7ba1\u7406\u3001\u6a21\u578b\u63a8\u7406\u3001\u81ea\u52a8\u64cd\u4f5c\u7b49\u5173\u952e\u80fd\u529b\u6a21\u5757\u3002\u4ece\u804c\u8d23\u5212\u5206\u6765\u770b\uff0c\u5404\u6838\u5fc3\u5e94\u7528\u7684\u529f\u80fd\u8fb9\u754c\u8f83\u4e3a\u6e05\u6670\uff1a<\/p>\n<ul>\n<li>\n<p>ObricAiAgent\uff1a\u8c46\u5305\u52a9\u624b\u5e94\u7528\u4e3b\u4f53\u3002\u4e3b\u8fdb\u7a0b\u8d1f\u8d23\u80fd\u529b\u8c03\u5ea6\u3001\u4efb\u52a1\u7f16\u6392\u7b49\u6838\u5fc3\u4e1a\u52a1\u903b\u8f91\uff1b\u5b50\u8fdb\u7a0b\u96c6\u4e2d\u5904\u7406\u5524\u9192\u3001\u58f0\u7eb9\u8bc6\u522b\u53ca\u76f8\u5173 UI\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p>ObricAutoAction\uff1a\u8c46\u5305\u52a9\u624b\u81ea\u52a8\u64cd\u4f5c\u6a21\u5757\uff0c\u627f\u8f7d\u81ea\u52a8\u5316\u4efb\u52a1\u7684\u6838\u5fc3\u4e1a\u52a1\u903b\u8f91\uff0c\u8d1f\u8d23\u5c06\u7528\u6237\u610f\u56fe\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684\u64cd\u4f5c\u5e8f\u5217\u5e76\u6267\u884c\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p>AIKernel\uff1a\u7aef\u4fa7\u6a21\u578b\u4e0e\u63a8\u7406\u57fa\u7840\u8bbe\u65bd\uff0c\u63d0\u4f9b\u7edf\u4e00\u7684\u6a21\u578b\u52a0\u8f7d\u3001\u8c03\u5ea6\u4e0e\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p>MemoryData\uff1a\u8bb0\u5fc6\u7ba1\u7406\u6a21\u5757\uff0c\u7528\u4e8e\u6301\u4e45\u5316\u4e0e\u68c0\u7d22\u7528\u6237\u76f8\u5173\u7684\u957f\u671f\u4e0e\u77ed\u671f\u8bb0\u5fc6\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p>AIVoiceService\uff1a\u8bed\u97f3\u76f8\u5173\u80fd\u529b\u6a21\u5757\uff0c\u6db5\u76d6\u8bed\u97f3\u8bc6\u522b\u3001\u8bed\u97f3\u5408\u6210\u53ca\u4fe1\u53f7\u5904\u7406\u80fd\u529b\u3002<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<p>\u5728\u4e0a\u8ff0\u7ec4\u4ef6\u4e2d\uff0c<strong>ObricAutoAction<\/strong> \u662f\u5b9e\u73b0\u201c\u8c46\u5305\u52a9\u624b\u81ea\u52a8\u64cd\u4f5c\u201d\u80fd\u529b\u7684\u5173\u952e\u6a21\u5757\u3002\u5206\u6790\u7ed3\u679c\u663e\u793a\uff1a\u4e1a\u52a1\u6d41\u7a0b\u4e0a\u770b\uff0c\u4e00\u6761\u7528\u6237\u8f93\u5165\u7684\u81ea\u52a8\u5316\u4efb\u52a1\u5728\u8fdb\u5165\u4e1a\u52a1\u5c42\u540e\uff0c\u4f1a\u88ab\u5c01\u88c5\u4e3a\u4e00\u4e2a <strong>AutoOperateTask<\/strong>\uff0c\u968f\u540e\u81ea\u9876\u5411\u4e0b\u7ecf\u8fc7\u5982\u4e0b\u6267\u884c\u94fe\u8def\uff1a<\/p>\n<blockquote>\n<p><strong>AutoOperateTask \u2192 AOSession \u2192 AOAgent \/ AOStep \u2192 Action \/ Operation<\/strong><\/p>\n<\/blockquote>\n<p>\u4ee5\u7528\u6237\u5728\u8c46\u5305\u52a9\u624b\u804a\u5929\u6846\u4e2d\u8f93\u5165\u201c\u6253\u5f00\u767e\u5ea6\u5730\u56fe\uff0c\u5bfc\u822a\u5230\u4f58\u5c71\u201d\u4e3a\u4f8b\uff0c\u5176\u63a8\u7406\u4e0e\u6267\u884c\u6d41\u7a0b\u5982\u4e0b\u56fe\u6240\u793a\u3002\u5728\u5411\u6a21\u578b\u53d1\u8d77\u63a8\u7406\u8bf7\u6c42\u4e4b\u524d\uff0c\u8c46\u5305\u52a9\u624b\u4f1a\u622a\u53d6\u5f53\u524d\u624b\u673a\u5c4f\u5e55\u3002\u6a21\u578b\u8f93\u5165\u4e3a\u6b64\u622a\u56fe\u4e0e\u4e00\u7ec4\u9644\u5e26\u4fe1\u606f\uff0c\u5305\u62ec\u57fa\u7840\u4e0a\u4e0b\u6587\u3001\u8bbe\u5907\u4e0e\u7cfb\u7edf\u53c2\u6570\u3001\u4f4d\u7f6e\u4fe1\u606f\uff0c\u4ee5\u53ca\u7248\u672c\u4e0e\u6269\u5c55\u5b57\u6bb5\u7b49\u3002\u6a21\u578b\u8fd4\u56de\u7684\u7ed3\u679c\u5c06\u7528\u4e8e\u63cf\u8ff0\u4e0b\u4e00\u6b65\u5e94\u6267\u884c\u7684\u52a8\u4f5c\u6307\u4ee4\uff0c\u4f8b\u5982\u6253\u5f00\u76ee\u6807\u5e94\u7528\u3002<\/p>\n<p>\u5728\u6bcf\u4e00\u6b65\u64cd\u4f5c\u6267\u884c\u5b8c\u6210\u540e\uff0c\u667a\u80fd\u4f53\u90fd\u4f1a\u518d\u6b21\u622a\u56fe\uff0c\u5e76\u5bf9\u5f53\u524d\u4efb\u52a1\u72b6\u6001\u8fdb\u884c\u5224\u65ad\uff1a\u82e5\u4efb\u52a1\u5c1a\u672a\u5b8c\u6210\uff0c\u5219\u518d\u6b21\u643a\u5e26\u6700\u65b0\u5c4f\u5e55\u72b6\u6001\u5411\u4e91\u7aef\u8bf7\u6c42\u63a8\u7406\u7ed3\u679c\uff0c\u83b7\u53d6\u4e0b\u4e00\u6b65\u64cd\u4f5c\u6307\u793a\u3002\u901a\u8fc7\u8fd9\u79cd\u201c\u611f\u77e5\u2014\u63a8\u7406\u2014\u6267\u884c\u201d\u7684\u5faa\u73af\uff0c\u6574\u4f53\u4efb\u52a1\u88ab\u9010\u6b65\u89c4\u5212\u5e76\u5b8c\u6210\uff1a\u6253\u5f00\u767e\u5ea6\u5730\u56fe\u3001\u5728\u641c\u7d22\u6846\u4e2d\u8f93\u5165\u201c\u4f58\u5c71\u201d\u3001\u70b9\u51fb\u201c\u641c\u7d22\u201d\u3001\u8bf7\u6c42\u7528\u6237\u6f84\u6e05\u5177\u4f53\u7684\u5bfc\u822a\u76ee\u6807\uff08\u5982\u4f58\u5c71\u5730\u94c1\u7ad9\u6216\u4f58\u5c71\u516c\u56ed\uff09\uff0c\u4ee5\u53ca\u70b9\u51fb\u201c\u5f00\u59cb\u5bfc\u822a\u201d\u6309\u94ae\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s.secrss.com\/anquanneican\/5f7003c20e891208fc68620cd48635fb.png\" alt=\"\u5f53AI\u52a9\u624b\u6210\u4e3a\u9ed1\u5ba2\u653b\u51fb\u94fe\u7684\u4e00\u73af\uff1a\u8c46\u5305\u624b\u673a\u5b89\u5168\u5206\u6790\"\/><\/p>\n<p>\u201c\u6253\u5f00\u767e\u5ea6\u5730\u56fe\uff0c\u5bfc\u822a\u53bb\u4f58\u5c71\u201d \u6ce8\uff1a\u56fe\u7247\u4ec5\u4f5c\u6f14\u793a\u76ee\u7684\uff0c\u4e0d\u4ee3\u8868\u771f\u5b9e\u4e1a\u52a1\u7684\u5177\u4f53\u5b9e\u73b0\u4e0e\u63a8\u7406\u7ec6\u8282<\/p>\n<p>\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u6267\u884c\u6846\u67b6\u4ee5<strong>\u4e91\u4fa7\u6a21\u578b\u63a8\u7406\u4e3a\u6838\u5fc3<\/strong>\uff0c\u7aef\u4fa7\u63a8\u7406\u4ec5\u4f5c\u4e3a <code>VlmAgent<\/code> \u4e2d\u7684\u8f85\u52a9\u80fd\u529b\u5b58\u5728\uff0c\u7531 aikernel \u63d0\u4f9b\u652f\u6301\u3002\u76ee\u524d\u53ef\u89c2\u6d4b\u5230\u7684\u672c\u5730\u6a21\u578b\u5305\u62ec\u4e00\u4e2a\u57fa\u4e8e TensorFlow-Lite \u7684\u8f7b\u91cf\u6a21\u578b <code>AIKLoadingDetection<\/code>\uff0c\u7528\u4e8e\u5728\u5411\u4e91\u7aef\u8bf7\u6c42\u63a8\u7406\u4e4b\u524d\u5224\u65ad\u5f53\u524d\u9875\u9762\u662f\u5426\u4ecd\u5904\u4e8e\u52a0\u8f7d\u72b6\u6001\uff0c\u6765\u51b3\u5b9a\u662f\u5426\u6682\u505c\u4efb\u52a1\u7b49\u5f85\u52a0\u8f7d\uff1b\u6b64\u5916\uff0c\u6eda\u8f6e\u76f8\u5173\u7684 OCR \u80fd\u529b\uff08\u5982 <code>OpScrollWheelAction<\/code>\uff09\u4e5f\u4f9d\u8d56\u672c\u5730\u6a21\u578b\u6765\u8bc6\u522b\u6eda\u52a8\u76ee\u6807\u4f4d\u7f6e\u3002<\/p>\n<\/p>\n<\/p>\n<p><strong>\u5b89\u5168\u7b56\u7565\u4e0e\u9690\u79c1\u8003\u91cf<\/strong><\/p>\n<\/p>\n<\/p>\n<\/p>\n<p>\u6211\u4eec\u5bf9\u8c46\u5305\u52a9\u624b\u5c55\u5f00\u4e86\u521d\u6b65\u7684\u5b89\u5168\u5206\u6790\uff0c\u53d1\u73b0\u5176\u6574\u4f53\u5b89\u5168\u67b6\u6784\u8f83\u4e3a\u5b8c\u6574\uff0c\u672a\u53d1\u73b0\u7ed3\u6784\u6027\u7f3a\u9677\u6216\u660e\u663e\u7684\u9ad8\u5371\u8bbe\u8ba1\u95ee\u9898\uff0c\u4f46\u5b89\u5168\u6f0f\u6d1e\u4f9d\u7136\u5b58\u5728\u3002\u6b64\u90e8\u5206\u5c06\u4ece\u591a\u4e2a\u7ef4\u5ea6\u5bf9\u8c46\u5305\u52a9\u624b\u7684\u5b89\u5168\u4e0e\u9690\u79c1\u673a\u5236\u8fdb\u884c\u8ba8\u8bba\u3002<\/p>\n<\/p>\n<\/p>\n<\/p>\n<\/p>\n<p><strong>\u5e94\u7528\u7ec4\u4ef6\u9274\u6743\uff1a\u8d85\u7ea7\u5e94\u7528\u7684\u80fd\u529b\u6ee5\u7528\u98ce\u9669<\/strong><\/p>\n<\/p>\n<\/p>\n<\/p>\n<\/p>\n<p>\u4e3a\u4e86\u81ea\u52a8\u5316\u5b9e\u73b0\u70b9\u51fb\u3001\u8bfb\u5c4f\u3001\u5b89\u88c5\u5e94\u7528\u7b49\u529f\u80fd\uff0c\u8c46\u5305\u52a9\u624b\u76f8\u5173\u5e94\u7528\u53ca\u7ec4\u4ef6\u88ab\u8d4b\u4e88\u4e86\u5927\u91cf\u5f3a\u529b\u7684\u6743\u9650\u3002\u7136\u800c\u4e00\u65e6\u8fd9\u4e9b\u8d85\u7ea7\u5e94\u7528\u7684\u9274\u6743\u51fa\u73b0\u7eb0\u6f0f\u3001\u5f3a\u529b\u6743\u9650\u88ab\u6076\u610f\u5229\u7528\uff0c\u5c06\u4f1a\u6210\u4e3a\u7528\u6237\u9690\u79c1\u53ca\u7cfb\u7edf\u7684\u4e25\u91cd\u5a01\u80c1\u3002<\/p>\n<p>DARKNAVY \u901a\u8fc7\u5bf9\u8c46\u5305\u52a9\u624b Obric \u76f8\u5173\u7684\u5e94\u7528\u5c42\u7ec4\u4ef6\u8fdb\u884c\u5206\u6790\uff0c\u53d1\u73b0\u5176\u9488\u5bf9Android \u5e94\u7528\u9274\u6743\u8fdb\u884c\u4e86\u8f83\u5b8c\u5584\u7684\u9632\u62a4\uff0c\u5bf9\u66b4\u9732\u529f\u80fd\u63a5\u53e3\u901a\u8fc7UID\u3001\u5305\u540d\u53ca\u5e94\u7528\u7b7e\u540d\u7b49\u591a\u91cd\u6821\u9a8c\u624b\u6bb5\uff0c\u5e76\u8f85\u4ee5\u7b56\u7565\u6587\u4ef6\u8fdb\u884c\u7cbe\u7ec6\u5316\u7ea6\u675f\uff0c\u4e3a\u7b2c\u4e09\u65b9\u5e94\u7528\u6ee5\u7528\u8d85\u7ea7\u5e94\u7528\u7684\u7279\u6743\u529f\u80fd\u63d0\u4f9b\u4e86\u8f83\u5f3a\u7684\u5b89\u5168\u9632\u62a4\u3002<\/p>\n<p>\u4ee5 ObricAiAgent \u4e3a\u4f8b\uff0c\u5176\u5173\u952e\u7ec4\u4ef6\u901a\u8fc7 <code>SecurityManager<\/code> \u5b9e\u73b0\u7edf\u4e00\u7684\u9274\u6743\u63a7\u5236\u3002\u5bf9\u4e8e\u5176\u5bf9\u5916\u66b4\u9732\u7684 <code>ScheduleService<\/code> \u670d\u52a1\u4e2d\u7684 <code>dispatchServerActions<\/code> \u529f\u80fd\uff0c\u7cfb\u7edf\u5141\u8bb8\u7279\u5b9a\u5e94\u7528\u5411\u8c46\u5305\u52a9\u624b\u89e6\u53d1\u6267\u884c\u52a8\u4f5c\uff0c\u4f46\u5728\u5b9e\u9645\u6267\u884c\u524d\u4f1a\u5f3a\u5236\u8fdb\u884c\u5b89\u5168\u7b56\u7565\u6821\u9a8c\uff0c\u9ed8\u8ba4\u62d2\u7edd\u672a\u77e5\u6216\u672a\u6388\u6743\u7684\u8c03\u7528\u8bf7\u6c42\u3002\u8be5\u6821\u9a8c\u6d41\u7a0b\u901a\u8fc7 <code>checkPolicy<\/code> \u4ece\u79c1\u6709\u76ee\u5f55\u8bfb\u53d6\u7b56\u7565\u6587\u4ef6\uff0c\u5e76\u5bf9 <code>(category, subject, target, action)<\/code> \u56db\u5143\u7ec4\u8fdb\u884c\u7cbe\u786e\u5339\u914d\uff0c\u7b56\u7565\u903b\u8f91\u76f8\u5bf9\u76f4\u63a5\u4e14\u7ea6\u675f\u4e25\u683c\u3002<\/p>\n<p>\u7531\u4e8e\u7b56\u7565\u6587\u4ef6\u4f4d\u4e8e\u79c1\u6709\u76ee\u5f55\uff0c\u7b2c\u4e09\u65b9\u5e94\u7528\u65e0\u6cd5\u76f4\u63a5\u8fdb\u884c\u66ff\u6362\u6216\u7be1\u6539\u3002\u8fd9\u6837\u7684\u9274\u6743\u8bbe\u8ba1\u6709\u6548\u964d\u4f4e\u4e86\u6076\u610f\u5e94\u7528\u6ee5\u7528\u8c46\u5305\u52a9\u624b\u80fd\u529b\u7684\u98ce\u9669\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s.secrss.com\/anquanneican\/19209d913e371d263e5bf79f570337ef.png\" alt=\"\u5f53AI\u52a9\u624b\u6210\u4e3a\u9ed1\u5ba2\u653b\u51fb\u94fe\u7684\u4e00\u73af\uff1a\u8c46\u5305\u624b\u673a\u5b89\u5168\u5206\u6790\"\/><\/p>\n<\/p>\n<p>\u7b56\u7565\u6587\u4ef6\u56db\u5143\u7ec4\u7cbe\u786e\u5339\u914d<\/p>\n<\/p>\n<\/p>\n<\/p>\n<\/p>\n<\/p>\n<p><strong>\u4e91\u7aef\u4ea4\u4e92\u4e0e\u9690\u79c1\u7b56\u7565<\/strong><\/p>\n<\/p>\n<\/p>\n<\/p>\n<\/p>\n<p>\u8c46\u5305\u52a9\u624b\u96c6\u6210\u5b57\u8282\u8df3\u52a8\u81ea\u7814\u7f51\u7edc\u901a\u4fe1\u5e93\uff0c\u5728\u7aef\u4e91\u901a\u4fe1\u94fe\u8def\u4e2d\u4f9d\u6258 TEE \u4fdd\u62a4\u7684\u5ba2\u6237\u7aef\u79c1\u94a5\u5b9e\u73b0 mTLS \u53cc\u5411\u8eab\u4efd\u8ba4\u8bc1\u673a\u5236\uff0c\u5728\u7aef\u4fa7\u6709\u6548\u5bf9\u6297\u4e2d\u95f4\u4eba\u653b\u51fb\u7684\u540c\u65f6\uff0c\u4e5f\u786e\u4fdd\u4e91\u7aef\u6bcf\u4e00\u6b21\u8bf7\u6c42\u5747\u6765\u81ea\u771f\u5b9e\u7684\u7269\u7406\u7ec8\u7aef\u3002\u5728\u6b64\u7f51\u7edc\u57fa\u7840\u4e0a\uff0c\u8c46\u5305\u52a9\u624b\u5728\u7aef\u4fa7\u548c\u4e91\u4fa7\u5f15\u5165\u4e86\u8f83\u4e3a\u5168\u9762\u4e14\u5ba1\u614e\u7684 AI \u5b89\u5168\u4e0e\u9690\u79c1\u7b56\u7565\u3002<\/p>\n<p>\u5728\u975e\u9ad8\u654f\u573a\u666f\u4e0b\uff0c\u5f53\u9700\u8981\u8bf7\u6c42\u4e91\u7aef\u63a8\u7406\u6216\u9a8c\u8bc1\u64cd\u4f5c\u6709\u6548\u6027\u65f6\uff0c\u8c46\u5305\u624b\u673a\u4f1a\u622a\u53d6\u5f53\u524d\u5c4f\u5e55\u622a\u56fe\u3002\u8be5\u622a\u56fe\u7ecf\u8fc7\u538b\u7f29\u5904\u7406\u540e\u4e0a\u4f20\u81f3\u4e91\u7aef\u670d\u52a1\u5668\u3001\u8fdb\u884c\u63a8\u7406\u3002\u6839\u636e\u8c46\u5305\u5b89\u5168\u767d\u76ae\u4e66<sup>[8]<\/sup>\u7684\u516c\u5f00\u8bf4\u660e\uff0c\u4e91\u7aef\u5728\u63a5\u6536\u63a8\u7406\u8bf7\u6c42\u540e\uff0c\u4e0d\u4f1a\u5c06\u622a\u56fe\u3001\u4efb\u52a1\u63cf\u8ff0\u7b49\u7528\u6237\u6570\u636e\u7528\u4e8e\u6a21\u578b\u8bad\u7ec3\u6216\u8fdb\u884c\u6301\u4e45\u5316\u5b58\u50a8\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u9488\u5bf9\u5b89\u5353\u7cfb\u7edf\u4e2d\u88ab\u6807\u8bb0\u4e3a <code>FLAG_SECURE<\/code> \u7684\u9ad8\u654f\u611f\u9875\u9762\uff0c\u4f8b\u5982\u9690\u79c1\u8bbe\u7f6e\u3001\u89c6\u9891\u64ad\u653e\u53ca\u652f\u4ed8\u76f8\u5173\u754c\u9762\uff0c\u8c46\u5305\u52a9\u624b\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u4e0d\u4f1a\u622a\u53d6\u771f\u5b9e\u5c4f\u5e55\u5185\u5bb9\uff0c\u800c\u662f\u4f7f\u7528\u4e00\u5f20\u4e0d\u5305\u542b\u4efb\u4f55\u654f\u611f\u4fe1\u606f\u7684\u672c\u5730\u5360\u4f4d\u56fe\u4f5c\u4e3a\u4e91\u7aef\u63a8\u7406\u8f93\u5165\uff0c\u5e76\u8f85\u4ee5\u5fc5\u8981\u7684\u9644\u52a0\u4e0a\u4e0b\u6587\u4fe1\u606f\u4ee5\u4fdd\u8bc1\u6267\u884c\u6d41\u7a0b\u7684\u5b8c\u6574\u6027\u3002\u7531\u6b64\u53ef\u4ee5\u6392\u9664\u201c\u4f7f\u7528\u8c46\u5305\u52a9\u624b\u4f1a\u5bfc\u81f4\u767b\u5f55\u5bc6\u7801\u7b49\u654f\u611f\u4fe1\u606f\u88ab\u540e\u53f0\u622a\u56fe\u5e76\u4e0a\u4f20\u201d\u7684\u5e38\u89c1\u987e\u8651\u3002<\/p>\n<p>\u5728\u884c\u4e3a\u63a7\u5236\u5c42\u9762\uff0c\u8c46\u5305\u52a9\u624b\u7684\u81ea\u52a8\u64cd\u4f5c\u80fd\u529b\u53d7\u5230\u4e91\u7aef\u63a8\u7406\u7ed3\u679c\u4e0e\u7b56\u7565\u5f15\u64ce\u7684\u53cc\u91cd\u7ea6\u675f\uff0c\u5177\u4f53\u8868\u73b0\u4e3a\uff1a<\/p>\n<ul>\n<li>\n<p>\u51fa\u4e8e\u9690\u79c1\u4fdd\u62a4\u53ca\u5e94\u7528\u5382\u5546\u5408\u89c4\u8981\u6c42\uff0c\u8c46\u5305\u52a9\u624b\u76ee\u524d\u65e0\u6cd5\u5bf9\u5fae\u4fe1\u3001\u652f\u4ed8\u5b9d\u7b49\u5e94\u7528\u6267\u884c\u81ea\u52a8\u5316\u64cd\u4f5c\uff0c\u8be5\u9650\u5236\u7531\u4e91\u7aef\u7b56\u7565\u7edf\u4e00\u5224\u5b9a\u3002<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u4e8e\u624b\u673a\u94f6\u884c\u7b49\u9ad8\u654f\u611f\u5e94\u7528\uff0c\u8c46\u5305\u52a9\u624b\u7684\u81ea\u52a8\u64cd\u4f5c\u80fd\u529b\u540c\u6837\u88ab\u660e\u786e\u7981\u6b62\uff0c\u76f8\u5173\u5224\u65ad\u4ea6\u53d1\u751f\u5728\u4e91\u7aef\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u81ea\u52a8\u64cd\u4f5c\u8fc7\u7a0b\u4e2d\uff0c\u4e00\u65e6\u6d89\u53ca\u652f\u4ed8\u3001\u8eab\u4efd\u6821\u9a8c\u6216\u9700\u8981\u7528\u6237\u8865\u5145\u5173\u952e\u4fe1\u606f\u7684\u573a\u666f\uff0c\u4e91\u7aef\u7b56\u7565\u4f1a\u5728\u6267\u884c\u524d\u8fdb\u884c\u51b3\u7b56\uff1a\u62d2\u7edd\u5e76\u7ec8\u6b62\u4efb\u52a1\uff0c\u6216\u901a\u8fc7 <code>call_user<\/code>\u3001<code>clarify<\/code> \u7b49\u52a8\u4f5c\u63d0\u793a\u7528\u6237\u624b\u52a8\u5b8c\u6210\u76f8\u5173\u64cd\u4f5c\uff0c\u4ece\u800c\u907f\u514d\u672a\u7ecf\u6388\u6743\u7684\u9ad8\u654f\u884c\u4e3a\u6216\u81ea\u52a8\u586b\u5145\u3001\u7f16\u9020\u654f\u611f\u4fe1\u606f\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5b9e\u6d4b\u8868\u660e\uff0c\u4e91\u7aef\u7b56\u7565\u4f1a\u660e\u786e\u8981\u6c42\u7528\u6237\u624b\u52a8\u8f93\u5165\u6216\u4e0a\u4f20\u654f\u611f\u4fe1\u606f\uff08\u5982\u624b\u673a\u9a8c\u8bc1\u7801\u7b49\uff09\uff0c\u81ea\u52a8\u5316\u6d41\u7a0b\u4e0d\u4f1a\u5c1d\u8bd5\u4ee3\u4e3a\u5b8c\u6210\u6b64\u7c7b\u64cd\u4f5c\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s.secrss.com\/anquanneican\/a7f4a5f2608251f4418411ef48288c09.png\" alt=\"\u5f53AI\u52a9\u624b\u6210\u4e3a\u9ed1\u5ba2\u653b\u51fb\u94fe\u7684\u4e00\u73af\uff1a\u8c46\u5305\u624b\u673a\u5b89\u5168\u5206\u6790\"\/><\/p>\n<\/p>\n<\/p>\n<p>\u5bf9\u4e8e FLAG_SECURE \u6807\u8bb0\u7684\u9ad8\u654f\u9875\u9762\uff0c\u8c46\u5305\u52a9\u624b\u4f7f\u7528\u672c\u5730\u5360\u4f4d\u56fe\u4ee3\u66ff\u5c4f\u5e55\u622a\u56fe<\/p>\n<p>AI \u64cd\u4f5c\u76f8\u5173\u65e5\u5fd7\u4e0e\u6570\u636e\u5e93\u6587\u4ef6\u5747\u5b58\u50a8\u4e8e\u8c46\u5305\u52a9\u624b\u76f8\u5173\u5e94\u7528\u7684\u79c1\u6709\u76ee\u5f55\u4e2d\uff0c\u5176\u4ed6\u7b2c\u4e09\u65b9\u5e94\u7528\u65e0\u6cd5\u8bbf\u95ee\u3002\u9700\u8981\u6307\u51fa\u7684\u662f\uff0c\u5728\u5f53\u524d\u6d4b\u8bd5\u673a\u73af\u5883\u4e2d\uff0c\u672c\u5730\u4ecd\u4fdd\u7559\u4e86\u8f83\u4e3a\u5b8c\u6574\u7684\u660e\u6587\u4f1a\u8bdd\u65e5\u5fd7\u4e0e\u622a\u56fe\u6301\u4e45\u5316\u8bb0\u5f55\uff0c\u7406\u8bba\u4e0a\u5b58\u5728\u4e00\u5b9a\u672c\u5730\u98ce\u9669\uff0c\u4f46\u8fd9\u4e9b\u6570\u636e\u5e76\u672a\u88ab\u4e0a\u4f20\u81f3\u4e91\u7aef\u3002<\/p>\n<\/p>\n<\/p>\n<\/p>\n<\/p>\n<p><strong>GUI TOCTOU<\/strong><\/p>\n<\/p>\n<\/p>\n<\/p>\n<\/p>\n<p>GUI TOCTOU \uff08Time-of-Check to Time-of-Use\uff09\u98ce\u9669\u662f\u6307 AI \u5728\u81ea\u52a8\u64cd\u4f5c\u624b\u673a\u65f6\uff0c\u53ef\u80fd\u5728\u201c\u5224\u65ad\u8be5\u505a\u4ec0\u4e48\u201d\u548c\u201c\u771f\u6b63\u6267\u884c\u64cd\u4f5c\u201d\u4e4b\u95f4\u51fa\u73b0\u65f6\u95f4\u5dee\u3002\u5982\u679c\u5728\u8fd9\u6bb5\u65f6\u95f4\u5185\u754c\u9762\u53d1\u751f\u53d8\u5316\uff0cAI \u4ecd\u4f1a\u6309\u7167\u65e7\u5224\u65ad\u7ee7\u7eed\u64cd\u4f5c\uff0c\u4ece\u800c\u5728\u7528\u6237\u6beb\u65e0\u5bdf\u89c9\u7684\u60c5\u51b5\u4e0b\u8bef\u70b9\u6309\u94ae\u3001\u89e6\u53d1\u975e\u9884\u671f\u884c\u4e3a\uff0c\u751a\u81f3\u6d89\u53ca\u9690\u79c1\u6216\u8d44\u91d1\u98ce\u9669\u3002\u8fd9\u4e00\u95ee\u9898\u6e90\u4e8e GUI \u81ea\u52a8\u5316\u5fc5\u987b\u5148\u622a\u56fe\u5206\u6790\u3001\u518d\u6267\u884c\u52a8\u4f5c\u7684\u5de5\u4f5c\u673a\u5236\uff0c\u662f\u5f53\u524d\u6240\u6709 GUI Agent \u90fd\u96be\u4ee5\u5b8c\u5168\u907f\u514d\u7684\u56fa\u6709\u98ce\u9669\u3002<\/p>\n<p>\u8fd1\u671f\u6709\u7814\u7a76\u5de5\u4f5c\u5bf9 GUI TOCTOU \u98ce\u9669\u8fdb\u884c\u4e86\u7cfb\u7edf\u5206\u6790<sup>[1]<\/sup> \u3002\u5728\u5bf9\u8c46\u5305\u52a9\u624b\u7aef\u4fa7\u81ea\u52a8\u64cd\u4f5c\u80fd\u529b\u8fdb\u884c\u8bc4\u4f30\u65f6\uff0cDARKNAVY \u540c\u6837\u91cd\u70b9\u5173\u6ce8\u4e86\u8fd9\u4e00\u6f5c\u5728\u95ee\u9898\u3002GUI Agent \u81ea\u52a8\u64cd\u4f5c\u8303\u5f0f\u7684\u5de5\u4f5c\u6d41\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u95ed\u73af\u5e8f\u5217\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s.secrss.com\/anquanneican\/31a778eb600eee24f0f51c24ac7e18c9.jpg\" alt=\"\u5f53AI\u52a9\u624b\u6210\u4e3a\u9ed1\u5ba2\u653b\u51fb\u94fe\u7684\u4e00\u73af\uff1a\u8c46\u5305\u624b\u673a\u5b89\u5168\u5206\u6790\"\/><\/p>\n<p>\u5176\u4e2d\uff0c\u7cfb\u7edf\u5728\u65f6\u523b t0 \u622a\u53d6\u5c4f\u5e55\u5e76\u9001\u5165 <code>VlmAgent<\/code> \u8bf7\u6c42\u51b3\u7b56\uff1b\u4e91\u7aef\u63a8\u7406\u5b8c\u6210\u540e\u5728 t1 \u6267\u884c\u52a8\u4f5c\u6ce8\u5165\uff1b\u5728 t2 \u518d\u6b21\u622a\u56fe\u4ee5\u83b7\u53d6\u6267\u884c\u53cd\u9988\u3002\u7531\u4e8e\u754c\u9762\u72b6\u6001\u5728 t0 \u4e0e t1 \u4e4b\u95f4\u53ef\u80fd\u53d1\u751f\u53d8\u5316\uff0c\u8be5\u6d41\u7a0b\u5929\u7136\u5b58\u5728\u7ade\u4e89\u7a97\u53e3\uff0c\u4ece\u800c\u5e26\u6765\u8bef\u64cd\u4f5c\u98ce\u9669\u3002\u5c24\u5176\u662f t0 \u5230 t1 \u7684\u7a97\u53e3\u5f80\u5f80\u8f83\u957f\uff0c\u56e0\u4e3a\u4e91\u7aef\u63a8\u7406\u901a\u5e38\u9700\u8981 2\u20133 \u79d2\u3002\u8c46\u5305\u52a9\u624b\u5728 t2 \u9636\u6bb5\u5e76\u672a\u5b9e\u73b0\u81ea\u52a8\u56de\u6eda\u6216\u62a5\u8b66\u673a\u5236\uff0c\u5373\u4fbf\u540e\u7eed\u622a\u56fe\u53d1\u73b0\u754c\u9762\u5df2\u504f\u79bb\u9884\u671f\uff0c\u4e5f\u65e0\u6cd5\u64a4\u9500\u5df2\u7ecf\u53d1\u751f\u7684\u64cd\u4f5c\u6548\u679c\u3002\u56e0\u6b64\uff0c\u76ee\u524d\u8c46\u5305\u52a9\u624b\u9488\u5bf9\u8bef\u89e6\u7684\u4e3b\u8981\u9632\u62a4\u96c6\u4e2d\u5728 t1\u2019 \u9636\u6bb5\uff1a\u52a8\u4f5c\u6267\u884c\u524d\u7684\u6821\u9a8c\u6821\u9a8c\u3002<\/p>\n<p>\u70b9\u51fb\u64cd\u4f5c\u901a\u5e38\u4f1a\u4e3a\u8bef\u89e6\u7684\u5229\u7528\u5e26\u6765\u5f3a\u5927\u786e\u8ba4\u8bed\u4e49\uff0c\u800c\u5728\u8c46\u5305\u52a9\u624b\u7684\u5177\u4f53\u5b9e\u73b0\u4e2d\uff0c<strong>OpClickUI <\/strong>\u5f15\u5165\u4e86\u8f83\u4e3a\u4e25\u683c\u7684\u6821\u9a8c\u903b\u8f91\uff1a<\/p>\n<ul>\n<li>\n<p>\u7cfb\u7edf\u4f1a\u5728 t0 \u8bb0\u5f55\u9876\u5c42 Activity\uff0c\u5e76\u5728 t1\u2019 \u65f6\u6821\u9a8c\u5176\u662f\u5426\u53d1\u751f\u53d8\u5316\uff0c\u82e5\u5df2\u6539\u53d8\u5219\u76f4\u63a5\u8df3\u8fc7\u70b9\u51fb\u3002<\/p>\n<\/li>\n<li>\n<p>\u540c\u65f6\uff0ct1\u2019 \u9636\u6bb5\u8fd8\u4f1a\u68c0\u67e5\u6700\u8fd1\u4e09\u6b65\u5185\u662f\u5426\u5b58\u5728\u5e94\u7528\u62c9\u8d77\u64cd\u4f5c\u5355\u5143 <strong>OpOpenApp<\/strong>\u3002\u82e5\u5b58\u5728\uff0c\u5219\u91cd\u65b0\u622a\u56fe\u5e76\u6bd4\u8f83\u50cf\u7d20\u53d8\u5316\uff0c\u82e5\u754c\u9762\u53d1\u751f\u660e\u663e\u53d8\u5316\uff0c\u540c\u6837\u8df3\u8fc7\u64cd\u4f5c\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5728 t1 \u6267\u884c\u9636\u6bb5\uff0c\u8c46\u5305\u52a9\u624b\u652f\u6301\u4e09\u79cd\u70b9\u51fb\u6a21\u5f0f\uff1a\u5355\u51fb\u3001\u957f\u6309\u4e0e\u53cc\u51fb\u64cd\u4f5c\u3002\u5176\u4e2d\uff0c\u5355\u51fb\u4e0e\u957f\u6309\u5728\u5b89\u5353\u7684\u6ce8\u5165\u5b9e\u73b0\u4e2d\u51e0\u4e4e\u4e0d\u5b58\u5728\u53ef\u63a7\u7684\u65f6\u95f4\u7a97\u53e3\u3002\u5bf9\u4e8e\u53cc\u51fb\u64cd\u4f5c\uff0c\u653b\u51fb\u8005\u4e5f\u65e0\u6cd5\u5728\u5728\u7b2c\u4e00\u6b21\u70b9\u51fb\u4e0e\u7b2c\u4e8c\u6b21\u70b9\u51fb\u4e4b\u95f4\u7a33\u5b9a\u5b8c\u6210\u754c\u9762\u5207\u6362\u3002<\/p>\n<p>\u7531\u6b64\u53ef\u89c1\uff0c\u5728\u73b0\u6709\u5b9e\u73b0\u4e0b\uff0cGUI TOCTOU \u7684\u53ef\u5229\u7528\u6027\u8f83\u4f4e\u3002\u4e0d\u8fc7\uff0c\u4ece\u5b89\u5168\u6f14\u8fdb\u89d2\u5ea6\u770b\uff0c\u82e5\u672a\u6765\u5f15\u5165\u201c\u4e24\u6b21\u4ee5\u4e0a\u70b9\u51fb\u201d\u6216\u201c\u591a\u6b21\u957f\u6309\u201d\u7b49\u66f4\u957f\u65f6\u95f4\u8de8\u5ea6\u7684\u64cd\u4f5c\u5355\u5143\uff0c\u5219 GUI TOCTOU \u4ecd\u53ef\u80fd\u6210\u4e3a\u653b\u51fb\u8005\u66f4\u53ef\u63a7\u7684\u8bef\u89e6\u6e20\u9053\uff0c\u9700\u8981\u63d0\u524d\u7eb3\u5165\u8bbe\u8ba1\u9632\u62a4\u3002<\/p>\n<p>\u9664\u70b9\u51fb\u5916\uff0c\u5176\u4ed6\u64cd\u4f5c\u5355\u5143\u5982 <strong>OpTypeText<\/strong>\u3001<strong>OpSwipeUI<\/strong>\u3001<strong>OpScrollWheelAction<\/strong> \u7b49\u76ee\u524d\u5e76\u672a\u5b9e\u73b0\u7c7b\u4f3c Action Guard \u6821\u9a8c\uff0c\u867d\u7136\u5b58\u5728\u8bef\u64cd\u4f5c\u53ef\u80fd\u6027\uff0c\u4f46\u7531\u4e8e\u7f3a\u4e4f\u6309\u94ae\u7ea7\u786e\u8ba4\u8bed\u4e49\uff0c\u8fd9\u7c7b\u8bef\u64cd\u4f5c\u53ef\u9020\u6210\u7684\u5b9e\u9645\u5f71\u54cd\u76f8\u5f53\u6709\u9650\u3002<\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5f53\u7528\u6237\u7684\u624b\u52a8\u64cd\u4f5c\u4e0e\u81ea\u52a8\u4efb\u52a1\u53d1\u751f\u51b2\u7a81\uff08\u4f8b\u5982\u7528\u6237\u540c\u65f6\u64cd\u4f5c\u540c\u4e00\u5e94\u7528\u754c\u9762\uff09\u65f6\uff0c\u8c46\u5305\u52a9\u624b\u4f1a\u4e3b\u52a8\u6682\u505c\u81ea\u52a8\u64cd\u4f5c\u4efb\u52a1\uff0c\u4f18\u5148\u8ba9\u6e21\u63a7\u5236\u6743\u7ed9\u7528\u6237\uff0c\u8fd9\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86\u5e76\u53d1\u4ea4\u4e92\u5e26\u6765\u7684\u989d\u5916\u8bef\u89e6\u98ce\u9669\u3002<\/p>\n<\/p>\n<\/p>\n<\/p>\n<p><strong>Prompt Injection<\/strong><\/p>\n<\/p>\n<\/p>\n<\/p>\n<\/p>\n<p>\u5728 AI \u7406\u89e3\u5e76\u6267\u884c\u7528\u6237\u4efb\u52a1\u7684\u8fc7\u7a0b\u4e2d\uff0c\u754c\u9762\u4e2d\u5448\u73b0\u7684\u6587\u5b57\u3001\u56fe\u7247\u6216\u5176\u4ed6\u5185\u5bb9\u6709\u53ef\u80fd\u88ab\u6a21\u578b\u8bef\u5224\u4e3a\u65b0\u7684\u64cd\u4f5c\u6307\u4ee4\uff0c\u4ece\u800c\u5f71\u54cd\u5176\u540e\u7eed\u51b3\u7b56\u4e0e\u884c\u4e3a\u3002\u8fd9\u7c7b\u98ce\u9669\u901a\u5e38\u88ab\u79f0\u4e3a Prompt Injection\u3002\u76f8\u5173\u98ce\u9669\u5728\u5927\u8bed\u8a00\u6a21\u578b\u53d1\u5c55\u65e9\u671f\u5373\u5df2\u88ab\u5e7f\u6cdb\u8ba8\u8bba<sup>[2,3]<\/sup>\uff0c\u6b64\u524d\u4ea6\u51fa\u73b0\u8fc7\u5546\u4e1a\u6a21\u578b\u5728\u7279\u5b9a\u573a\u666f\u4e0b\u88ab\u8bf1\u5bfc\u6267\u884c\u975e\u9884\u671f\u90ae\u4ef6\u53d1\u9001\u7b49\u64cd\u4f5c\u7684\u516c\u5f00\u6848\u4f8b<sup>[4,5,6]<\/sup>\u3002<\/p>\n<\/p>\n<p>\u5728 GUI Agent \u573a\u666f\u4e2d\uff0c\u7531\u4e8e\u6a21\u578b\u9700\u8981\u540c\u65f6\u7406\u89e3\u56fe\u50cf\u4e0e\u6587\u672c\u4fe1\u606f\uff0c\u5176\u6f5c\u5728\u7684\u6ce8\u5165\u8def\u5f84\u4e0e\u653b\u51fb\u9762\u8fdb\u4e00\u6b65\u6269\u5927\u3002\u6b64\u5916\uff0c\u53d7\u4e0a\u4e0b\u6587\u957f\u5ea6\u9650\u5236\u5f71\u54cd\uff0c\u5728\u591a\u573a\u666f\u5207\u6362\u4e0e\u4efb\u52a1\u6301\u7eed\u63a8\u8fdb\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u5bf9\u521d\u59cb\u7528\u6237\u610f\u56fe\u7684\u4fdd\u6301\u80fd\u529b\u53ef\u80fd\u9010\u6e10\u4e0b\u964d\uff0c\u4ece\u800c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u63d0\u9ad8\u540e\u7eed\u6ce8\u5165\u653b\u51fb\u6210\u529f\u7684\u6982\u7387\u3002<\/p>\n<\/p>\n<p>\u5728\u5b9e\u9645\u6d4b\u8bd5\u4e2d\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u8c46\u5305\u52a9\u624b\u7684\u4e91\u7aef\u6a21\u578b\u5177\u5907\u4e00\u5b9a\u7684\u63d0\u793a\u8bcd\u6ce8\u5165\u9632\u62a4\u80fd\u529b\uff0c\u6211\u4eec\u4e5f\u521d\u6b65\u6392\u9664\u4e86\u4e91\u7aef Special Token Injection \u98ce\u9669<sup>[7]<\/sup>\u3002\u540c\u65f6\uff0c\u9488\u5bf9\u7528\u6237\u76f4\u63a5\u8f93\u5165\u7684\u4efb\u52a1\u63cf\u8ff0\uff0c\u7aef\u4fa7\u901a\u8fc7 <code>checkPrompt<\/code> \u51fd\u6570\u5bf9\u90e8\u5206\u654f\u611f\u8bcd\u4e0e\u5178\u578b\u6ce8\u5165\u6a21\u5f0f\u8fdb\u884c\u4e86\u57fa\u7840\u62e6\u622a\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s.secrss.com\/anquanneican\/28cc0600f31e26018d70ba194f066d6e.png\" alt=\"\u5f53AI\u52a9\u624b\u6210\u4e3a\u9ed1\u5ba2\u653b\u51fb\u94fe\u7684\u4e00\u73af\uff1a\u8c46\u5305\u624b\u673a\u5b89\u5168\u5206\u6790\"\/><\/p>\n<p>checkPrompt \u62e6\u622a\u654f\u611f\u8bcd\u4e0e\u63d0\u793a\u8bcd\u6ce8\u5165<\/p>\n<p>\u7136\u800c\uff0c\u5728\u73b0\u6709\u5b9e\u73b0\u4e0b\uff0c\u4e91\u7aef\u6a21\u578b\u7684\u53ef\u89c1\u8f93\u5165\u4e3b\u8981\u7531\u7528\u6237\u4efb\u52a1\u63cf\u8ff0\u4e0e\u5c4f\u5e55\u56fe\u50cf\u5171\u540c\u6784\u6210\u3002\u76f8\u8f83\u4e8e\u6587\u672c\u8f93\u5165\uff0c\u9488\u5bf9\u5c4f\u5e55\u622a\u56fe\u4e2d\u7684\u5185\u5bb9\uff0c\u8c46\u5305\u52a9\u624b\u7aef\u4fa7\u76ee\u524d\u5c1a\u672a\u5f15\u5165\u989d\u5916\u7684\u5185\u5bb9\u8fc7\u6ee4\u6216\u8bed\u4e49\u7ea6\u675f\u673a\u5236\uff0c\u754c\u9762\u4e2d\u7684\u6587\u672c\u4fe1\u606f\u5c06\u88ab\u5b8c\u6574\u7eb3\u5165\u6a21\u578b\u63a8\u7406\u89c6\u91ce\uff0c\u5b8c\u5168\u4f9d\u8d56\u4e91\u7aef\u8fc7\u6ee4\u6216\u9694\u79bb\u3002\u5728\u5b9e\u9a8c\u73af\u5883\u4e2d\uff0c\u901a\u8fc7\u5bf9\u754c\u9762\u6587\u672c\u8fdb\u884c\u7cbe\u5fc3\u6784\u9020\u5e76\u7ed3\u5408\u654f\u611f\u8bcd\u7ed5\u8fc7\u624b\u6bb5\uff0c\u6211\u4eec\u5728\u7279\u5b9a\u6761\u4ef6\u4e0b\u6210\u529f\u83b7\u53d6\u4e86\u6a21\u578b\u7684 System Prompt\u3002\u540c\u65f6\uff0c\u6211\u4eec\u4e5f\u89c2\u5bdf\u5230\uff0cPrompt Injection \u53ef\u80fd\u5bf9\u4e91\u7aef\u9ad8\u654f\u64cd\u4f5c\u68c0\u6d4b\u903b\u8f91\u4ea7\u751f\u5e72\u6270\uff0c\u4ece\u800c\u5f71\u54cd\u6a21\u578b\u5bf9\u4efb\u52a1\u76ee\u6807\u4e0e\u6267\u884c\u72b6\u6001\u7684\u5224\u65ad\u3002<\/p>\n<p>\u6587\u521d\u6240\u5c55\u793a\u7684\u793a\u4f8b\u6b63\u662f\u57fa\u4e8e\u4e0a\u8ff0\u98ce\u9669\u6a21\u578b\u5c55\u5f00\uff1a\u5728\u7528\u6237\u53d1\u8d77\u5408\u6cd5\u4efb\u52a1\u8bf7\u6c42\u7684\u6d41\u7a0b\u4e2d\uff0c\u82e5\u6a21\u578b\u53d7\u5230\u6765\u81ea\u5916\u90e8\u8f93\u5165\uff08\u5982\u77ed\u4fe1\u3001\u90ae\u4ef6\u6216\u7f51\u9875\u5185\u5bb9\uff09\u7684\u6301\u7eed\u5e72\u6270\uff0c\u53ef\u80fd\u5728\u7f3a\u4e4f\u7528\u6237\u663e\u5f0f\u611f\u77e5\u7684\u60c5\u51b5\u4e0b\u66b4\u9732\u90e8\u5206\u4e2a\u4eba\u4fe1\u606f\uff08\u4f8b\u5982\u957f\u671f\u8bb0\u5fc6\u5185\u5bb9\u3001\u5f55\u97f3\u3001\u76f8\u518c\u3001\u77ed\u4fe1\u6216\u90ae\u4ef6\u7b49\uff09\uff0c\u6216\u88ab\u5d4c\u5165\u81f3\u66f4\u590d\u6742\u7684\u653b\u51fb\u94fe\u4e2d\uff0c\u8f85\u52a9\u5b8c\u6210\u540e\u7eed\u64cd\u4f5c\u3002\u5728\u7cfb\u7edf\u6027\u8bc4\u4f30\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u6ce8\u610f\u5230\uff0c\u8c46\u5305\u52a9\u624b\u4e91\u7aef\u5bf9\u8bc8\u9a97\u77ed\u4fe1\u4e0e\u9493\u9c7c\u7c7b\u5185\u5bb9\u7684\u8bc6\u522b\u80fd\u529b\u4ecd\u6709\u63d0\u5347\u7a7a\u95f4\uff1b\u800c\u5176\u5177\u5907\u7684\u9ad8\u6743\u9650\u81ea\u52a8\u64cd\u4f5c\u80fd\u529b\uff0c\u5219\u53ef\u80fd\u4f7f\u4e0a\u8ff0\u98ce\u9669\u5728\u7279\u5b9a\u573a\u666f\u4e0b\u8868\u73b0\u5f97\u66f4\u52a0\u76f4\u63a5\u3002<\/p>\n<p>\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u770b\uff0c\u82e5\u672a\u6765\u8c46\u5305\u52a9\u624b\u7b49\u667a\u80fd\u4f53\u80fd\u591f\u5177\u5907\u66f4\u5f3a\u7684\u5b89\u5168\u610f\u8bc6\u4e0e\u53cd\u8bc8\u80fd\u529b\uff0c\u5e76\u90e8\u7f72\u4e8e\u8001\u5e74\u4eba\u7b49\u201c\u7f51\u7edc\u5b89\u5168\u5f31\u52bf\u7fa4\u4f53\u201d\u4f7f\u7528\u7684\u8bbe\u5907\u4e2d\uff0c\u5219\u5176\u6709\u671b\u8f6c\u5316\u4e3a\u4e00\u79cd\u79ef\u6781\u7684\u9632\u62a4\u5de5\u5177\u3002<\/p>\n<\/p>\n<\/p>\n<p><strong>\u7ed3\u8bed<\/strong><\/p>\n<\/p>\n<\/p>\n<\/p>\n<p>\u8d85\u7ea7\u667a\u80fd\u4f53\u5df2\u7136\u6210\u4e3a\u884c\u4e1a\u53d1\u5c55\u7684\u5fc5\u7136\u8d8b\u52bf\u3002\u968f\u7740 OpenClaw \u7b49\u9879\u76ee\u7684\u6d8c\u73b0\uff0cAI \u88ab\u8d4b\u4e88\u66f4\u5f3a\u7684\u81ea\u4e3b\u80fd\u529b\u4e0e\u8de8\u57df\u6267\u884c\u529b\uff0c\u6b63\u9010\u6b65\u6df1\u5ea6\u878d\u5165\u4ece\u751f\u6d3b\u5230\u5de5\u4f5c\u7684\u5404\u7c7b\u573a\u666f\u4e4b\u4e2d\u3002<\/p>\n<p>\u5728\u8fd9\u4e00\u8fdb\u7a0b\u4e2d\uff0c\u667a\u80fd\u4f53\u7684\u5b89\u5168\u4f53\u7cfb\u5efa\u8bbe\u5fc5\u987b\u4e0e\u529f\u80fd\u8fdb\u5316\u540c\u6b65\u5411\u524d\u3002DARKNAVY \u81ea2024\u5e74\u8d77\uff0c\u4fbf\u4e0e\u591a\u5bb6\u884c\u4e1a\u4f19\u4f34\u643a\u624b\uff0c\u5171\u540c\u5e94\u5bf9\u624b\u673a\u667a\u80fd\u4f53\u3001\u610f\u56fe\u6846\u67b6\u7b49\u65b0\u578b\u7cfb\u7edf\u4e0e\u4f20\u7edf\u9886\u57df\u7ed3\u5408\u65f6\u6240\u5e26\u6765\u7684\u5168\u65b0\u5b89\u5168\u6311\u6218\u3002<\/p>\n<p>\u6211\u4eec\u6df1\u4fe1\uff0c\u9762\u5bf9AI\u667a\u80fd\u5316\u7684\u5168\u65b0\u6311\u6218\uff0c\u552f\u6709\u63d0\u524d\u6d1e\u5bdf\u5e76\u7cfb\u7edf\u6027\u5730\u6784\u5efa\u9632\u5fa1\uff0c\u624d\u80fd\u5728\u5176\u5927\u89c4\u6a21\u90e8\u7f72\u65f6\u5b9e\u73b0\u771f\u6b63\u7684\u53ef\u4fe1\u4e0e\u53ef\u9760\u3002<\/p>\n<\/p>\n<p><strong><em>\u53c2 \u8003\uff1a<\/em><\/strong><\/p>\n<\/p>\n<\/p>\n<p>[1] https:\/\/arxiv.org\/html\/2601.12349v1<\/p>\n<\/p>\n<\/p>\n<p>[2] https:\/\/security.googleblog.com\/2025\/01\/how-we-estimate-risk-from-prompt.html<\/p>\n<\/p>\n<\/p>\n<p>[3] https:\/\/supertokens.com\/blog\/gemini-phishing-attack<\/p>\n<\/p>\n<\/p>\n<p>[4] https:\/\/bughunters.google.com\/blog\/task-injection-exploiting-agency-of-autonomous-ai-agents<\/p>\n<p>[5] https:\/\/openai.com\/zh-Hans-CN\/index\/hardening-atlas-against-prompt-injection\/<\/p>\n<p>[6] https:\/\/embracethered.com\/blog\/posts\/2025\/chatgpt-operator-prompt-injection-exploits\/<\/p>\n<p>[7] https:\/\/blackhat.com\/eu-25\/briefings\/schedule\/#token-injection-crashing-llm-inference-with-special-tokens-48830<\/p>\n<p>[8] https:\/\/o.doubao.com\/whitepaper<\/p>\n<\/p>\n<\/p>\n<p style=\"color: #999; font-size: 14px;padding-top: 15px\">\u58f0\u660e\uff1a\u672c\u6587\u6765\u81eaDARKNAVY\uff0c\u7248\u6743\u5f52\u4f5c\u8005\u6240\u6709\u3002\u6587\u7ae0\u5185\u5bb9\u4ec5\u4ee3\u8868\u4f5c\u8005\u72ec\u7acb\u89c2\u70b9\uff0c\u4e0d\u4ee3\u8868\u5b89\u5168\u5185\u53c2\u7acb\u573a\uff0c\u8f6c\u8f7d\u76ee\u7684\u5728\u4e8e\u4f20\u9012\u66f4\u591a\u4fe1\u606f\u3002\u5982\u6709\u4fb5\u6743\uff0c\u8bf7\u8054\u7cfb anquanneican@163.com\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f53\u624b\u673a\u5f00\u59cb\u81ea\u5df1\u201c\u52a8\u624b\u201d\uff0c\u5b83\u5c31\u4e0d\u518d\u53ea\u662f\u56de\u7b54\u600e\u4e48\u70b9\u5916\u5356\u66f4\u5212\u7b97\uff0c\u800c\u662f\u4f1a\u771f\u7684\u6253\u5f00 App\u3001\u6bd4\u4ef7\u3001\u4e0b\u5355\u3002\u64cd\u4f5c\u6743\u4ece\u4eba\u7684\u624b\u6307\uff0c\u4ea4\u7ed9\u4e86\u4e00\u4e2a\u80fd\u770b\u5c4f\u3001\u80fd\u89c4\u5212\u3001\u80fd\u6267\u884c\u7684\u667a\u80fd\u4f53\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-43756","post","type-post","status-publish","format-standard","hentry","category-3"],"_links":{"self":[{"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/posts\/43756","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/comments?post=43756"}],"version-history":[{"count":0,"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/posts\/43756\/revisions"}],"wp:attachment":[{"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/media?parent=43756"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/categories?post=43756"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nuoya.nuoyayasuo.top\/index.php\/wp-json\/wp\/v2\/tags?post=43756"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}