{"id":487,"date":"2026-06-28T14:59:18","date_gmt":"2026-06-28T06:59:18","guid":{"rendered":"http:\/\/www.longxiapro.com\/?p=487"},"modified":"2026-06-28T14:59:18","modified_gmt":"2026-06-28T06:59:18","slug":"neihetaifanzuobihexinfanghujizhinixiangchaijieyu-ai-zhinengjiagutixigongchengluodequanzhinan","status":"publish","type":"post","link":"https:\/\/www.longxiapro.com\/index.php\/487\/","title":{"rendered":"\u5185\u6838\u6001\u53cd\u4f5c\u5f0a\u6838\u5fc3\u9632\u62a4\u673a\u5236\u9006\u5411\u62c6\u89e3\u4e0e AI \u667a\u80fd\u52a0\u56fa\u4f53\u7cfb\u5de5\u7a0b\u843d\u5730\u5168\u6307\u5357"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u7cfb\u7edf\u68b3\u7406\u5176\u9632\u62a4\u94fe\u8def\u7684\u8bbe\u8ba1\u903b\u8f91\u4e0e\u6280\u672f\u7ec6\u8282\uff1b\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u63d0\u51fa\u53ef\u5de5\u7a0b\u5316\u843d\u5730\u7684 AI \u667a\u80fd\u52a0\u56fa\u65b9\u6848\uff0c\u5e2e\u52a9\u9632\u62a4\u4f53\u7cfb\u4ece \u201c\u56fa\u5b9a\u89c4\u5219\u5339\u914d\u201d \u5411 \u201c\u667a\u80fd\u884c\u4e3a\u8bc6\u522b\u201d \u5347\u7ea7\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u3001\u5185\u6838\u7ea7\u53cd\u4f5c\u5f0a\u6838\u5fc3\u9632\u62a4\u673a\u5236\u9006\u5411\u89e3\u6790<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u8fdb\u7a0b\u4e0e\u7ebf\u7a0b\u5168\u751f\u547d\u5468\u671f\u56de\u8c03\u7ba1\u63a7<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u53cd\u4f5c\u5f0a\u9a71\u52a8\u901a\u8fc7\u6ce8\u518c\u8fdb\u7a0b\u3001\u7ebf\u7a0b\u7684 PRE\/POST \u53cc\u5411\u56de\u8c03\uff0c\u5b9e\u73b0\u5bf9\u8fdb\u7a0b\u521b\u5efa\u3001\u7ebf\u7a0b\u64cd\u4f5c\u7684\u5168\u94fe\u8def\u7ba1\u63a7\uff0c\u6838\u5fc3\u903b\u8f91\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7279\u5b9a\u8fdb\u7a0b\u7ebf\u7a0b\u521b\u5efa\u62e6\u622a<\/strong>\uff1a\u9488\u5bf9 CROSSFIRE.EXE\u3001DNF.EXE\u3001GAMELOADER.EXE \u4e09\u7c7b\u76ee\u6807\u8fdb\u7a0b\uff0c\u5f53\u5916\u90e8\u8fdb\u7a0b\u5c1d\u8bd5\u5728\u5176\u5185\u90e8\u521b\u5efa\u7ebf\u7a0b\u65f6\uff0c\u76f4\u63a5\u8fd4\u56de STATUS_ACCESS_DENIED \u62d2\u7edd\u8bbf\u95ee\uff0c\u963b\u65ad\u8fdc\u7a0b\u7ebf\u7a0b\u6ce8\u5165\u8def\u5f84\u3002<\/li>\n\n\n\n<li><strong>\u8de8\u8fdb\u7a0b\u7ebf\u7a0b\u64cd\u4f5c\u6743\u9650\u88c1\u526a<\/strong>\uff1a\u5f53\u975e\u6e38\u620f\u8fdb\u7a0b\u5c1d\u8bd5\u64cd\u4f5c\u6e38\u620f\u8fdb\u7a0b\u5185\u7684\u7ebf\u7a0b\u65f6\uff0c\u81ea\u52a8\u6e05\u9664 THREAD_SET_INFORMATION \u4e0e THREAD_SET_CONTEXT \u6743\u9650\uff0c\u9632\u6b62\u901a\u8fc7\u4fee\u6539\u7ebf\u7a0b\u4e0a\u4e0b\u6587\u6267\u884c Shellcode\u3002<\/li>\n\n\n\n<li><strong>\u7ebf\u7a0b\u5c5e\u6027\u5168\u91cf\u76d1\u63a7<\/strong>\uff1a\u901a\u8fc7 ZwOpenThread \u83b7\u53d6\u7ebf\u7a0b\u53e5\u67c4\u540e\uff0c\u67e5\u8be2\u7ebf\u7a0b\u8d77\u59cb\u5730\u5740\u4e0e ThreadBreakOnTermination \u5c5e\u6027\uff1b\u8be5\u5c5e\u6027\u7f6e\u4f4d\u540e\uff0c\u4efb\u52a1\u7ba1\u7406\u5668\u7ed3\u675f\u8fdb\u7a0b\u4f1a\u89e6\u53d1\u7cfb\u7edf\u8fdb\u7a0b\u63d0\u793a\uff0c\u5e38\u88ab\u7528\u4e8e\u8fdb\u7a0b\u4fdd\u62a4\u4e0e\u53cd\u8c03\u8bd5\u573a\u666f\uff0c\u9a71\u52a8\u4f1a\u5bf9\u8be5\u5c5e\u6027\u7684\u53d8\u66f4\u884c\u4e3a\u505a\u65e0\u6df1\u5ea6\u9608\u503c\u9650\u5236\u7684\u5168\u91cf\u8c03\u7528\u6808\u8bb0\u5f55\u3002<\/li>\n\n\n\n<li><strong>\u8fdb\u7a0b\u57fa\u7ebf\u4e0e\u5f02\u5e38\u5bb9\u9519<\/strong>\uff1a\u56de\u8c03\u4f1a\u91c7\u96c6\u5168\u91cf\u8fdb\u7a0b\u57fa\u7840\u4fe1\u606f\u5e76\u7ef4\u62a4\u8fdb\u7a0b\u94fe\u8868\uff0c\u4e3a\u540e\u7eed\u5bf9\u8c61\u56de\u8c03\u7684\u6743\u9650\u6821\u9a8c\u63d0\u4f9b\u6570\u636e\u652f\u6491\uff1b\u540c\u65f6\u5ffd\u7565 System Idle\uff08PID 0\uff09\u4e0e System\uff08PID 4\uff09\u7cfb\u7edf\u8fdb\u7a0b\u7684\u52a0\u8f7d\u4e8b\u4ef6\uff0c\u51cf\u5c11\u65e0\u6548\u65e5\u5fd7\u5f00\u9500\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u865a\u62df\u5185\u5b58\u5206\u914d\u4e0e\u4fdd\u62a4\u62e6\u622a\u903b\u8f91<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5185\u5b58\u6ce8\u5165\u662f\u6700\u4e3b\u6d41\u7684\u4f5c\u5f0a\u5b9e\u73b0\u8def\u5f84\uff0c\u9a71\u52a8\u901a\u8fc7 Hook NtAllocateVirtualMemory\u3001ZwProtectVirtualMemory \u7b49\u6838\u5fc3\u7cfb\u7edf API\uff0c\u6784\u5efa\u591a\u5c42\u5185\u5b58\u9632\u62a4\u62e6\u622a\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u524d\u7f6e\u6761\u4ef6\u5feb\u901f\u6821\u9a8c<\/strong> \u9996\u5148\u6821\u9a8c\u5185\u5b58\u5206\u914d\u7684 AllocationType \u6807\u5fd7\u4f4d\uff0c\u4ec5\u5f53\u540c\u65f6\u5305\u542b MEM_RESERVE\uff080x2000\uff09\u4e0e MEM_COMMIT\uff080x1000\uff09\u65f6\uff0c\u624d\u8fdb\u5165\u540e\u7eed\u6df1\u5ea6\u6821\u9a8c\uff1b\u82e5\u4e3a\u67e5\u8be2\u3001\u91ca\u653e\u7b49\u975e\u5206\u914d\u64cd\u4f5c\uff0c\u76f4\u63a5\u900f\u4f20\u539f\u59cb\u51fd\u6570\u3002\u540c\u65f6\u6821\u9a8c\u76ee\u6807\u8fdb\u7a0b\u662f\u5426\u5728\u767d\u540d\u5355\u4e2d\uff0c\u767d\u540d\u5355\u8fdb\u7a0b\u76f4\u63a5\u653e\u884c\u3002<\/li>\n\n\n\n<li><strong>\u6267\u884c\u6743\u9650\u786c\u89c4\u5219\u62e6\u622a<\/strong> \u82e5\u5185\u5b58\u4fdd\u62a4\u5c5e\u6027\u5305\u542b\u53ef\u6267\u884c\u6743\u9650\uff0c\u5305\u62ec PAGE_EXECUTE\u3001PAGE_EXECUTE_READ\u3001PAGE_EXECUTE_READWRITE\u3001PAGE_EXECUTE_WRITECOPY \u56db\u7c7b\uff0c\u76f4\u63a5\u89e6\u53d1\u62e6\u622a\uff0c\u4ece\u6e90\u5934\u963b\u65ad\u53ef\u6267\u884c\u5185\u5b58\u7684\u5206\u914d\u4e0e\u5c5e\u6027\u4fee\u6539\u3002<\/li>\n\n\n\n<li><strong>\u8c03\u7528\u6e90\u5408\u6cd5\u6027\u6821\u9a8c<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u68c0\u67e5\u51fd\u6570\u8fd4\u56de\u5730\u5740\u662f\u5426\u5904\u4e8e\u5185\u6838\u7a7a\u95f4\uff0c\u6392\u9664\u7528\u6237\u6001\u76f4\u63a5\u8c03\u7528\u7cfb\u7edf\u51fd\u6570\u7684\u7ed5\u8fc7\u884c\u4e3a\uff1b<\/li>\n\n\n\n<li>\u6821\u9a8c\u8fd4\u56de\u5730\u5740\u662f\u5426\u5c5e\u4e8e\u9884\u5b9a\u4e49\u7684\u53ef\u4fe1\u5185\u6838\u6a21\u5757\u8303\u56f4\uff0c\u8bc6\u522b\u672a\u5907\u6848\u5185\u6838\u6a21\u5757\u53d1\u8d77\u7684\u5185\u5b58\u5206\u914d\u8bf7\u6c42\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8f85\u52a9\u7ed5\u8fc7\u9632\u62a4<\/strong> \u6821\u9a8c\u64cd\u4f5c\u53e5\u67c4\u662f\u5426\u4e3a &#8211; 1 \u7b49\u7279\u6b8a\u4f2a\u53e5\u67c4\uff0c\u89c4\u907f\u57fa\u4e8e\u7279\u6b8a\u53e5\u67c4\u7684\u6743\u9650\u7ed5\u8fc7\uff1b\u540c\u65f6\u9488\u5bf9 ntdll.dll \u4e2d\u7684 LdrLoadDll\u3001ZwTestAlert \u7b49\u6ce8\u5165\u94fe\u8def\u5173\u952e\u51fd\u6570\u505a Hook\uff0c\u8986\u76d6 DLL \u6ce8\u5165\u3001\u5f02\u6b65\u8fc7\u7a0b\u8c03\u7528\u7b49\u975e\u4e3b\u6d41\u653b\u51fb\u8def\u5f84\u3002<\/li>\n\n\n\n<li><strong>\u5f02\u5e38\u65e5\u5fd7\u7559\u5b58\u673a\u5236<\/strong> \u89e6\u53d1\u62e6\u622a\u6761\u4ef6\u65f6\uff0c\u8c03\u7528\u65e5\u5fd7\u51fd\u6570\u8bb0\u5f55\u5b8c\u6574\u4e0a\u4e0b\u6587\uff0c\u5e76\u6267\u884c\u5806\u6808\u56de\u6eaf\uff1b\u5f53\u8c03\u7528\u6808\u6df1\u5ea6\u22652 \u5c42\u65f6\uff0c\u7559\u5b58\u5b8c\u6574\u8c03\u7528\u6808\u4fe1\u606f\u7528\u4e8e\u4e8b\u540e\u6eaf\u6e90\u5206\u6790\u3002<\/li>\n\n\n\n<li><strong>\u7cfb\u7edf\u8d44\u6e90\u5bb9\u9519<\/strong> \u5f53\u7cfb\u7edf\u8d44\u6e90\u4e0d\u8db3\uff08\u8fd4\u56de\u9519\u8bef\u7801 0xC000009A\uff09\u65f6\uff0c\u81ea\u52a8\u8df3\u8fc7\u56de\u8c03\u6ce8\u518c\u903b\u8f91\uff0c\u907f\u514d\u9a71\u52a8\u52a0\u8f7d\u5931\u8d25\u5f15\u53d1\u7cfb\u7edf\u5f02\u5e38\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">1.3 \u5185\u6838 &#8211; \u7528\u6237\u6001\u5b89\u5168\u901a\u4fe1\u7aef\u53e3\u5b9e\u73b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9a71\u52a8\u57fa\u4e8e\u6587\u4ef6\u7cfb\u7edf\u5fae\u8fc7\u6ee4\u5668\u6846\u67b6\uff0c\u901a\u8fc7 FltCreateCommunicationPort \u521b\u5efa\u540d\u4e3a<code>\\\\OWNeacSafePort<\/code>\u7684\u5185\u6838\u901a\u4fe1\u7aef\u53e3\uff0c\u7528\u4e8e\u4e0e\u7528\u6237\u6001\u53cd\u4f5c\u5f0a\u670d\u52a1\u5efa\u7acb\u53cc\u5411\u53ef\u4fe1\u901a\u4fe1\u901a\u9053\uff0c\u6838\u5fc3\u5b89\u5168\u673a\u5236\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8fde\u63a5\u591a\u91cd\u8eab\u4efd\u6821\u9a8c<\/strong>\uff1a\u7528\u6237\u6001\u8fdb\u7a0b\u901a\u8fc7 FilterConnectCommunicationPort \u53d1\u8d77\u8fde\u63a5\u65f6\uff0c\u9a71\u52a8\u4f1a\u4f9d\u6b21\u6821\u9a8c\u8fde\u63a5\u7ed3\u6784\u4f53\u957f\u5ea6\u3001\u9884\u8bbe\u901a\u4fe1\u5bc6\u94a5\u3001\u534f\u8bae\u7248\u672c\u53f7\uff0c\u4efb\u4e00\u6821\u9a8c\u4e0d\u901a\u8fc7\u5219\u76f4\u63a5\u62d2\u7edd\u8fde\u63a5\u3002<\/li>\n\n\n\n<li><strong>\u8fde\u63a5\u6743\u9650\u5206\u7ea7\u7ba1\u63a7<\/strong>\uff1a\u57fa\u4e8e\u8fdb\u7a0b\u767d\u540d\u5355\u505a\u6743\u9650\u5206\u7ea7\uff0c\u975e\u767d\u540d\u5355\u8fdb\u7a0b\u5373\u4f7f\u8fde\u63a5\u6210\u529f\uff0c\u4e5f\u4f1a\u88ab\u79fb\u9664 PROCESS_VM_READ\uff080x10\uff09\u6743\u9650\uff0c\u9632\u6b62\u901a\u8fc7\u901a\u4fe1\u7aef\u53e3\u8bfb\u53d6\u6e38\u620f\u8fdb\u7a0b\u5185\u5b58\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u5168\u91cf\u8fde\u63a5\u5ba1\u8ba1\u6eaf\u6e90<\/strong>\uff1a\u6240\u6709\u8fde\u63a5\u8bf7\u6c42\u90fd\u4f1a\u8bb0\u5f55\u65f6\u95f4\u6233\u3001\u8c03\u7528\u8005\u8fdb\u7a0b \/ \u7ebf\u7a0b ID\u3001\u76ee\u6807\u8fdb\u7a0b ID\u3001\u8bf7\u6c42\u6743\u9650\u4e0e\u6700\u7ec8\u6388\u4e88\u6743\u9650\u3001\u8c03\u7528\u6808\u7b49\u4fe1\u606f\uff0c\u652f\u6301\u653b\u51fb\u94fe\u8def\u4e8b\u540e\u56de\u6eaf\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">1.4 \u9875\u9519\u8bef\u62e6\u622a\u4e0e\u5185\u5b58\u6307\u4ee4\u52a8\u6001\u4fee\u6b63<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9a71\u52a8\u901a\u8fc7\u6ce8\u518c\u9875\u9519\u8bef\u56de\u8c03\uff0c\u5b9e\u73b0\u66f4\u5e95\u5c42\u7684\u5185\u5b58\u6267\u884c\u6d41\u76d1\u63a7\u4e0e\u52a8\u6001\u4fee\u6b63\uff0c\u6838\u5fc3\u903b\u8f91\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\u786e\u8ba4\u8bbf\u95ee\u6a21\u5f0f\u4e3a\u5185\u6838\u6a21\u5f0f\uff0c\u6392\u9664\u7528\u6237\u6001\u5e38\u89c4\u9875\u9519\u8bef\u7684\u65e0\u6548\u6821\u9a8c\uff1b<\/li>\n\n\n\n<li>\u6821\u9a8c FaultStatus \u6807\u5fd7\u4f4d\uff0c\u5224\u65ad\u9875\u9762\u9519\u8bef\u662f\u5426\u7531\u6307\u4ee4\u83b7\u53d6\uff08Instruction Fetch\uff09\u89e6\u53d1\uff1b<\/li>\n\n\n\n<li>\u8bfb\u53d6\u6545\u969c\u5730\u5740\u5904\u7684 4 \u5b57\u8282\u5185\u5bb9\uff0c\u4e0e\u9884\u8bbe\u7279\u5f81\u7801\u505a\u5339\u914d\uff1b\u82e5\u5339\u914d\u6210\u529f\uff0c\u5219\u5c06\u8be5\u5730\u5740\u9996\u5b57\u8282\u4fee\u6539\u4e3a 0xC3\uff08RET \u6307\u4ee4\u673a\u5668\u7801\uff09\uff0c\u76f4\u63a5\u4e2d\u65ad\u5f02\u5e38\u6267\u884c\u6d41\u3002<\/li>\n\n\n\n<li>\u5f15\u5165 CR3 \u9875\u8868\u5207\u6362\u673a\u5236\uff1a\u6821\u9a8c\u5f53\u524d PML4 \u5e27\u53f7\u4e0e\u76ee\u6807\u8fdb\u7a0b CR3 \u5e27\u53f7\u662f\u5426\u4e00\u81f4\uff0c\u82e5\u4e0d\u4e00\u81f4\u5219\u901a\u8fc7__writecr3 \u5207\u6362\u9875\u8868\uff0c\u5b9e\u73b0\u8de8\u8fdb\u7a0b\u5185\u5b58\u4e0a\u4e0b\u6587\u7684\u6821\u9a8c\u4e0e\u4fee\u6539\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">1.5 Win32k \u5b50\u7cfb\u7edf\u51fd\u6570\u5206\u53d1\u76d1\u63a7<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9488\u5bf9\u57fa\u4e8e GUI 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\u53ef\u4fe1\u57fa\u7ebf\u4e0e\u8f85\u52a9\u7279\u5f81\u4f53\u7cfb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u5e73\u8861\u9632\u62a4\u5f3a\u5ea6\u4e0e\u8bef\u6740\u7387\uff0c\u9a71\u52a8\u6784\u5efa\u4e86\u591a\u5c42\u53ef\u4fe1\u57fa\u7ebf\u4e0e\u7279\u5f81\u5e93\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u5b57\u7b7e\u540d\u53ef\u4fe1\u4f53\u7cfb<\/strong>\uff1a\u6821\u9a8c\u5185\u6838\u6a21\u5757\u7684\u6570\u5b57\u7b7e\u540d\u4e3b\u4f53\uff0c\u5c06\u7b7e\u540d\u8005\u4e3a Microsoft Corporation \u7684\u6a21\u5757\u52a0\u5165\u53ef\u4fe1\u5217\u8868\uff0c\u9ed8\u8ba4\u653e\u884c\u5176\u6b63\u5e38\u64cd\u4f5c\u3002<\/li>\n\n\n\n<li><strong>\u5185\u5b58\u6bb5\u540d\u7279\u5f81\u5e93<\/strong>\uff1a\u7edf\u8ba1\u5e38\u89c1\u6ce8\u5165\u5de5\u5177\u7684\u5185\u5b58\u6bb5\u547d\u540d\u7279\u5f81\uff0c\u91cd\u70b9\u5173\u6ce8 FkTX\u3001SBTX\u30010000\u3001LTSK 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class=\"wp-block-paragraph\">\u4e0a\u8ff0\u57fa\u4e8e\u89c4\u5219\u7684\u5185\u6838\u9632\u62a4\u4f53\u7cfb\uff0c\u5728\u9762\u5bf9\u5df2\u77e5\u653b\u51fb\u65f6\u5177\u5907\u8f83\u9ad8\u7684\u62e6\u622a\u6548\u7387\uff0c\u4f46\u5728\u653b\u9632\u5bf9\u6297\u6301\u7eed\u5347\u7ea7\u7684\u5f53\u4e0b\uff0c\u5176\u5c40\u9650\u6027\u4e5f\u9010\u6e10\u51f8\u663e\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u89c4\u5219\u6ede\u540e\u6027\u660e\u663e<\/strong>\uff1a\u6240\u6709\u62e6\u622a\u89c4\u5219\u5747\u57fa\u4e8e\u5df2\u77e5\u653b\u51fb\u7279\u5f81\u5236\u5b9a\uff0c\u5bf9\u4e8e\u65b0\u578b\u6ce8\u5165\u624b\u6cd5\u3001\u7ed5\u8fc7\u6280\u5de7\u65e0\u6cd5\u53ca\u65f6\u8bc6\u522b\uff0c\u5b58\u5728\u660e\u663e\u7684\u9632\u62a4\u7a97\u53e3\u671f\u3002<\/li>\n\n\n\n<li><strong>\u9759\u6001\u767d\u540d\u5355\u6613\u88ab\u5192\u7528<\/strong>\uff1a\u56fa\u5b9a\u767d\u540d\u5355\u673a\u5236\u65e0\u6cd5\u5e94\u5bf9\u8fdb\u7a0b\u5192\u7528\u3001DLL \u4fa7\u4fe1\u9053\u653b\u51fb\u7b49\u624b\u6bb5\uff0c\u4e00\u65e6\u767d\u540d\u5355\u8fdb\u7a0b\u88ab\u52ab\u6301\uff0c\u9632\u62a4\u4f53\u7cfb\u4f1a\u76f4\u63a5\u5931\u6548\u3002<\/li>\n\n\n\n<li><strong>\u8bef\u6740\u4e0e\u6f0f\u6740\u5e73\u8861\u56f0\u96be<\/strong>\uff1a\u89c4\u5219\u7c92\u5ea6\u8d8a\u7ec6\uff0c\u8bef\u6740\u7387\u8d8a\u9ad8\uff1b\u89c4\u5219\u8d8a\u5bbd\u677e\uff0c\u6f0f\u6740\u98ce\u9669\u8d8a\u5927\uff0c\u96be\u4ee5\u5728\u7528\u6237\u4f53\u9a8c\u4e0e\u9632\u62a4\u5f3a\u5ea6\u95f4\u627e\u5230\u6700\u4f18\u89e3\u3002<\/li>\n\n\n\n<li><strong>\u5f02\u5e38\u5206\u6790\u4f9d\u8d56\u4eba\u5de5<\/strong>\uff1a\u65e5\u5fd7\u4ec5\u505a\u7559\u5b58\uff0c\u5f02\u5e38\u8c03\u7528\u6808\u3001\u5f02\u5e38\u884c\u4e3a\u7684\u8bc6\u522b\u4f9d\u8d56\u5b89\u5168\u4eba\u5458\u4eba\u5de5\u5206\u6790\uff0c\u65e0\u6cd5\u5b9e\u65f6\u5904\u7f6e\u672a\u77e5\u5a01\u80c1\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001AI 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class=\"wp-block-list\">\n<li><strong>\u5185\u6838\u6001\u91c7\u96c6\u5c42<\/strong>\uff1a\u5728\u73b0\u6709\u56de\u8c03\u903b\u8f91\u4e2d\u65b0\u589e\u7279\u5f81\u91c7\u96c6\u70b9\uff0c\u5c06\u7ed3\u6784\u5316\u7684\u884c\u4e3a\u7279\u5f81\u901a\u8fc7\u5171\u4eab\u5185\u5b58\u6216\u901a\u4fe1\u7aef\u53e3\u4e0a\u62a5\u81f3\u7528\u6237\u6001\uff0c\u5185\u6838\u4fa7\u4e0d\u6267\u884c\u590d\u6742\u8ba1\u7b97\uff0c\u4fdd\u969c\u7cfb\u7edf\u7a33\u5b9a\u3002<\/li>\n\n\n\n<li><strong>\u7528\u6237\u6001\u63a8\u7406\u5c42<\/strong>\uff1a\u90e8\u7f72\u8f7b\u91cf\u5316 AI \u63a8\u7406\u5f15\u64ce\uff0c\u5b9e\u65f6\u8ba1\u7b97\u884c\u4e3a\u5f02\u5e38\u8bc4\u5206\uff0c\u57fa\u4e8e\u9608\u503c\u8f93\u51fa\u544a\u8b66\u6216\u62e6\u622a\u6307\u4ee4\uff1b\u6240\u6709\u6a21\u578b\u5747\u505a INT8 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data-align=\"left\">\u8c03\u7528\u6e90\u7279\u5f81<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8fd4\u56de\u5730\u5740\u6a21\u5757\u53ef\u4fe1\u7c7b\u578b\u3001\u8c03\u7528\u6808\u6df1\u5ea6\u3001\u8c03\u7528\u6808\u53ef\u4fe1\u6a21\u5757\u5360\u6bd4\u3001\u7279\u6b8a\u53e5\u67c4\u6807\u8bb0<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u65f6\u5e8f\u7edf\u8ba1\u7279\u5f81<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5355\u8fdb\u7a0b 1s \u5185\u5185\u5b58\u5206\u914d\u6b21\u6570\u3001\u5206\u914d\u5927\u5c0f\u6ce2\u52a8\u7387\u3001\u53ef\u6267\u884c\u5185\u5b58\u5206\u914d\u5360\u6bd4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u6a21\u578b\u9009\u578b<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u91c7\u7528<strong>\u8f7b\u91cf\u5316\u5b64\u7acb\u68ee\u6797<\/strong>\u4f5c\u4e3a\u4e3b\u6a21\u578b\uff0c\u9002\u914d\u5ba2\u6237\u7aef\u65e0\u6807\u6ce8\u6570\u636e\u7684\u65e0\u76d1\u7763\u68c0\u6d4b\u573a\u666f\uff1b\u540c\u65f6\u642d\u914d<strong>1D TextCNN<\/strong>\u5bf9\u8c03\u7528\u6808\u5e8f\u5217\u505a\u7279\u5f81\u63d0\u53d6\uff0c\u8bc6\u522b\u5f02\u5e38\u8c03\u7528\u94fe\u8def\u6a21\u5f0f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u843d\u5730\u6b65\u9aa4<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5728\u73b0\u6709 NtAllocateVirtualMemory \u56de\u8c03\u4e2d\u65b0\u589e\u7279\u5f81\u91c7\u96c6\u903b\u8f91\uff0c\u5c06\u7279\u5f81\u7ed3\u6784\u5316\u540e\u901a\u8fc7\u901a\u4fe1\u7aef\u53e3\u4e0a\u62a5\u7528\u6237\u6001\uff1b<\/li>\n\n\n\n<li>\u90e8\u7f72\u91cf\u5316\u540e\u7684\u63a8\u7406\u6a21\u578b\uff0c\u5355\u6837\u672c\u63a8\u7406\u8017\u65f6\u63a7\u5236\u5728 1ms \u4ee5\u5185\uff0c\u907f\u514d\u5f71\u54cd\u7cfb\u7edf\u54cd\u5e94\uff1b<\/li>\n\n\n\n<li>\u8bbe\u7f6e\u53cc\u9608\u503c\u673a\u5236\uff1a\u4f4e\u9608\u503c\u89e6\u53d1\u65e5\u5fd7\u544a\u8b66\uff0c\u9ad8\u9608\u503c\u76f4\u63a5\u4e0b\u53d1\u62e6\u622a\u6307\u4ee4\u81f3\u5185\u6838\u9a71\u52a8\uff1b<\/li>\n\n\n\n<li>\u6bcf\u5468\u805a\u5408\u5ba2\u6237\u7aef\u5f02\u5e38\u6837\u672c\uff0c\u4eba\u5de5\u6807\u6ce8\u540e\u5fae\u8c03\u6a21\u578b\uff0c\u589e\u91cf\u66f4\u65b0\u7279\u5f81\u5e93\u4e0e\u6a21\u578b\u6743\u91cd\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 AI \u52a8\u6001\u8fdb\u7a0b\u53ef\u4fe1\u753b\u50cf\u4f53\u7cfb<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u843d\u5730\u76ee\u6807<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u66ff\u4ee3\u9759\u6001\u767d\u540d\u5355\uff0c\u57fa\u4e8e\u8fdb\u7a0b\u5168\u751f\u547d\u5468\u671f\u884c\u4e3a\u52a8\u6001\u8ba1\u7b97\u53ef\u4fe1\u8bc4\u5206\uff0c\u9632\u6b62\u767d\u540d\u5355\u8fdb\u7a0b\u88ab\u5192\u7528\u52ab\u6301\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u7279\u5f81\u5de5\u7a0b<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9759\u6001\u5c5e\u6027\uff1a\u955c\u50cf\u8def\u5f84\u54c8\u5e0c\u3001\u6570\u5b57\u7b7e\u540d\u4e3b\u4f53\u3001\u5bfc\u5165\u8868\u7279\u5f81\u3001\u8282\u533a\u7ed3\u6784\u7279\u5f81\uff1b<\/li>\n\n\n\n<li>\u8fd0\u884c\u65f6\u884c\u4e3a\uff1a\u5185\u5b58\u5206\u914d\u9891\u6b21\u3001\u8de8\u8fdb\u7a0b\u64cd\u4f5c\u6b21\u6570\u3001\u7ebf\u7a0b\u521b\u5efa\u6a21\u5f0f\u3001GUI \u8c03\u7528\u9891\u7387\u3001\u6a21\u5757\u52a0\u8f7d\u5e8f\u5217\uff1b<\/li>\n\n\n\n<li>\u73af\u5883\u4e0a\u4e0b\u6587\uff1a\u7236\u8fdb\u7a0b\u94fe\u3001\u542f\u52a8\u65f6\u673a\u3001\u6ce8\u518c\u8868\u8bbf\u95ee\u884c\u4e3a\u3001\u7f51\u7edc\u8fde\u63a5\u7279\u5f81\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6a21\u578b\u9009\u578b<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u91c7\u7528<strong>XGBoost \u5206\u7c7b\u5668<\/strong>\u8f93\u51fa\u8fdb\u7a0b\u53ef\u4fe1\u8bc4\u5206\uff0c\u540c\u65f6\u642d\u914d ** \u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09** \u6784\u5efa\u8fdb\u7a0b\u5173\u7cfb\u56fe\u8c31\uff0c\u8bc6\u522b\u8fdb\u7a0b\u95f4\u7684\u5f02\u5e38\u8c03\u7528\u94fe\u8def\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u843d\u5730\u6b65\u9aa4<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6269\u5c55\u73b0\u6709\u8fdb\u7a0b\u94fe\u8868\u7684\u91c7\u96c6\u7ef4\u5ea6\uff0c\u5168\u91cf\u8bb0\u5f55\u8fdb\u7a0b\u751f\u547d\u5468\u671f\u5185\u7684\u6838\u5fc3\u884c\u4e3a\u6570\u636e\uff1b<\/li>\n\n\n\n<li>\u521d\u59cb\u9636\u6bb5\u57fa\u4e8e\u5fae\u8f6f\u7b7e\u540d\u8fdb\u7a0b\u3001\u5b98\u65b9\u6e38\u620f\u8fdb\u7a0b\u7b49\u5df2\u77e5\u53ef\u4fe1\u6837\u672c\u8bad\u7ec3\u57fa\u7ebf\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>\u5b9e\u65f6\u8ba1\u7b97\u6bcf\u4e2a\u8fdb\u7a0b\u7684\u53ef\u4fe1\u8bc4\u5206\uff0c\u9ad8\u5206\u8fdb\u7a0b\u81ea\u52a8\u7eb3\u5165\u52a8\u6001\u767d\u540d\u5355\uff0c\u4f4e\u5206\u8fdb\u7a0b\u8fdb\u5165\u4e25\u683c\u9632\u62a4\u6a21\u5f0f\uff1b<\/li>\n\n\n\n<li>\u5efa\u7acb\u7528\u6237\u53cd\u9988\u901a\u9053\uff0c\u8bef\u6740\u7684\u53ef\u4fe1\u8fdb\u7a0b\u81ea\u52a8\u52a0\u5165\u6837\u672c\u5e93\uff0c\u8fed\u4ee3\u4f18\u5316\u6a21\u578b\u9608\u503c\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.4 \u8c03\u7528\u6808\u5f02\u5e38\u667a\u80fd\u8bc6\u522b\u5f15\u64ce<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u843d\u5730\u76ee\u6807<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u52a8\u8bc6\u522b\u5f02\u5e38\u8c03\u7528\u6808\u6a21\u5f0f\uff0c\u65e0\u9700\u4eba\u5de5\u7f16\u5199\u89c4\u5219\uff0c\u53d1\u73b0\u672a\u77e5\u7684\u8c03\u7528\u94fe\u8def\u7ed5\u8fc7\u624b\u6cd5\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u7279\u5f81\u5de5\u7a0b<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5e8f\u5217\u7279\u5f81\uff1a\u5c06\u8c03\u7528\u6808\u5730\u5740\u8f6c\u6362\u4e3a \u201c\u6a21\u5757 + \u504f\u79fb\u201d \u7684\u5e8f\u5217\u7f16\u7801\uff0c\u7edf\u4e00\u957f\u5ea6\u540e\u4f5c\u4e3a\u5e8f\u5217\u8f93\u5165\uff1b<\/li>\n\n\n\n<li>\u7edf\u8ba1\u7279\u5f81\uff1a\u8c03\u7528\u6808\u6df1\u5ea6\u3001\u8de8\u6a21\u5757\u8df3\u8f6c\u6b21\u6570\u3001\u672a\u77e5\u6a21\u5757\u5360\u6bd4\u3001\u7cfb\u7edf\u6a21\u5757\u51fa\u73b0\u987a\u5e8f\uff1b<\/li>\n\n\n\n<li>\u8bed\u4e49\u7279\u5f81\uff1a\u8c03\u7528\u6808\u4e2d\u51fd\u6570\u7684\u529f\u80fd\u7c7b\u522b\u5206\u5e03\uff0c\u63d0\u53d6\u6ce8\u5165\u884c\u4e3a\u7684\u5178\u578b\u8c03\u7528\u6a21\u5f0f\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6a21\u578b\u9009\u578b<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u91c7\u7528<strong>\u8f7b\u91cf LSTM + \u6ce8\u610f\u529b\u673a\u5236<\/strong>\u5904\u7406\u8c03\u7528\u6808\u5e8f\u5217\uff0c\u6355\u6349\u957f\u8ddd\u79bb\u4f9d\u8d56\uff1b\u540c\u65f6\u642d\u914d n-gram 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class=\"wp-block-list\">\n<li>\u57fa\u4e8e\u5386\u53f2\u7559\u5b58\u7684\u6b63\u5e38\u4e0e\u5f02\u5e38\u8c03\u7528\u6808\u6784\u5efa\u6807\u6ce8\u6570\u636e\u96c6\uff0c\u505a\u6570\u636e\u589e\u5f3a\u6269\u5145\u6837\u672c\u91cf\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u91cf\u5316\u540e\u90e8\u7f72\u81f3\u7528\u6237\u6001\uff0c\u5185\u6838\u89e6\u53d1\u56de\u8c03\u65f6\u540c\u6b65\u4e0a\u4f20\u8c03\u7528\u6808\u5e8f\u5217\u505a\u4e8c\u6b21\u6821\u9a8c\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u8f93\u51fa\u5f02\u5e38\u6982\u7387\uff0c\u4e0e\u89c4\u5219\u62e6\u622a\u7ed3\u679c\u505a\u52a0\u6743\u878d\u5408\uff0c\u964d\u4f4e\u5355\u4e00\u89c4\u5219\u7684\u8bef\u6740\u7387\uff1b<\/li>\n\n\n\n<li>\u672a\u77e5\u5f02\u5e38\u8c03\u7528\u6808\u81ea\u52a8\u4e0a\u62a5\u4e91\u7aef\uff0c\u8865\u5145\u653b\u51fb\u6837\u672c\u5e93\uff0c\u5b9e\u73b0\u6a21\u578b\u7684\u6301\u7eed\u8fed\u4ee3\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.5 \u5185\u6838\u901a\u4fe1\u7aef\u53e3 AI \u98ce\u63a7<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u843d\u5730\u76ee\u6807<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bc6\u522b\u5192\u7528\u901a\u4fe1\u7aef\u53e3\u7684\u5f02\u5e38\u8fde\u63a5\uff0c\u63d0\u5347\u5185\u6838 &#8211; \u7528\u6237\u6001\u901a\u4fe1\u901a\u9053\u7684\u6297\u7ed5\u8fc7\u80fd\u529b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u7279\u5f81\u5de5\u7a0b<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fde\u63a5\u57fa\u7840\u7279\u5f81\uff1a\u8fdb\u7a0b\u53ef\u4fe1\u8bc4\u5206\u3001\u5bc6\u94a5\u6821\u9a8c\u7ed3\u679c\u3001\u7248\u672c\u53f7\u5339\u914d\u5ea6\u3001\u6570\u636e\u5305\u957f\u5ea6\u5206\u5e03\uff1b<\/li>\n\n\n\n<li>\u65f6\u5e8f\u884c\u4e3a\u7279\u5f81\uff1a\u8fde\u63a5\u53d1\u8d77\u9891\u6b21\u3001\u6570\u636e\u5305\u53d1\u9001\u95f4\u9694\u3001\u4e0a\u4e0b\u884c\u6570\u636e\u91cf\u6bd4\u4f8b\u3001\u91cd\u8fde\u6b21\u6570\uff1b<\/li>\n\n\n\n<li>\u4e0a\u4e0b\u6587\u7279\u5f81\uff1a\u8fde\u63a5\u53d1\u8d77\u65f6\u8fdb\u7a0b\u7684\u5185\u5b58\u72b6\u6001\u3001\u7ebf\u7a0b\u6d3b\u8dc3\u5ea6\u3001\u6a21\u5757\u52a0\u8f7d\u60c5\u51b5\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6a21\u578b\u9009\u578b<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u91c7\u7528<strong>\u903b\u8f91\u56de\u5f52 + 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