{"id":131026,"date":"2026-06-02T16:55:34","date_gmt":"2026-06-02T08:55:34","guid":{"rendered":"https:\/\/version-2.com\/?p=131026"},"modified":"2026-06-02T16:57:05","modified_gmt":"2026-06-02T08:57:05","slug":"llm-%e5%85%b7%e9%9b%99%e9%87%8d%e7%94%a8%e9%80%94%ef%bc%8c%e9%82%a3%e5%b0%b1%e6%8a%8a%e5%ae%83%e7%94%a8%e8%b5%b7%e4%be%86%e5%90%a7%ef%bc%81","status":"publish","type":"post","link":"https:\/\/version-2.com\/zh\/2026\/06\/llm-%e5%85%b7%e9%9b%99%e9%87%8d%e7%94%a8%e9%80%94%ef%bc%8c%e9%82%a3%e5%b0%b1%e6%8a%8a%e5%ae%83%e7%94%a8%e8%b5%b7%e4%be%86%e5%90%a7%ef%bc%81\/","title":{"rendered":"LLM \u5177\u96d9\u91cd\u7528\u9014\uff0c\u90a3\u5c31\u628a\u5b83\u7528\u8d77\u4f86\u5427\uff01"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"131026\" class=\"elementor elementor-131026\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4da8c5f9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4da8c5f9\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[{&quot;jet_parallax_layout_image&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;_id&quot;:&quot;decf9c3&quot;,&quot;jet_parallax_layout_image_tablet&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;jet_parallax_layout_image_mobile&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;jet_parallax_layout_speed&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:50,&quot;sizes&quot;:[]},&quot;jet_parallax_layout_type&quot;:&quot;scroll&quot;,&quot;jet_parallax_layout_direction&quot;:&quot;1&quot;,&quot;jet_parallax_layout_fx_direction&quot;:null,&quot;jet_parallax_layout_z_index&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_x&quot;:50,&quot;jet_parallax_layout_bg_x_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_x_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_y&quot;:50,&quot;jet_parallax_layout_bg_y_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_y_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_size&quot;:&quot;auto&quot;,&quot;jet_parallax_layout_bg_size_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_size_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_animation_prop&quot;:&quot;transform&quot;,&quot;jet_parallax_layout_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;]}]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-133ba185\" data-id=\"133ba185\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fc2da8d post-content elementor-widget elementor-widget-text-editor\" data-id=\"fc2da8d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"card-container\"><div><h3>\u71df\u904b\u91cf\u66b4\u589e<\/h3><p>AI \u589e\u5f37\u578b\u5a01\u8105\u7375\u6355\u4f7f\u81ea\u52d5\u5316\u6f0f\u6d1e\u63ed\u9732\u901a\u5831\u5927\u91cf\u6e67\u5165\u6536\u4ef6\u4f47\u5217\u3002<\/p><\/div><div><h3>\u5c0d\u7a31\u5f0f\u9632\u79a6<\/h3><p>\u9632\u79a6\u8005\u5fc5\u9808\u90e8\u7f72 LLM\uff0c\u4ee5\u6a5f\u5668\u901f\u5ea6\u5be6\u73fe\u81ea\u52d5\u5316\u7684\u5206\u6d41\u3001\u9a57\u8b49\u8207\u7a0b\u5f0f\u78bc\u4fee\u5fa9\u3002<\/p><\/div><div><h3>\u6f0f\u6d1e\u734e\u91d1\u7684\u8f49\u8b8a<\/h3><p>\u7814\u7a76\u4eba\u54e1\u5fc5\u9808\u5f9e\u55ae\u7d14\u5c0b\u627e\u932f\u8aa4\uff0c\u8f49\u5411\u5c01\u88dd\u5b8c\u6574\u7684\u4fee\u88dc\u7a0b\u5f0f\u8207\u5165\u4fb5\u6307\u6a19\uff08IOC\uff09\u3002<\/p><\/div><\/div><div style=\"display: grid; grid-template-columns: 100%; margin-bottom: 30px;\"><div style=\"padding: 10px 0;\"><p class=\"intro-text\"><strong>\u9ad8\u968e\u6982\u8ff0\uff1a<\/strong> \u7522\u54c1\u5b89\u5168\u4e8b\u4ef6\u56de\u61c9\u5718\u968a\uff08PSIRT\uff09\u8207 CVE \u653f\u7b56\u5354\u8abf\u54e1\u6b63\u8fce\u4f86\u524d\u6240\u672a\u6709\u7684\u71df\u904b\u74f6\u9838\u3002\u751f\u6210\u5f0f AI \u7684\u5ee3\u6cdb\u61c9\u7528\u4f7f\u6f0f\u6d1e\u767c\u73fe\u8d70\u5411\u5546\u54c1\u5316\uff0c\u5c0e\u81f4\u901a\u5831\u91cf\u6025\u5287\u98c6\u5347\u3002\u7531\u65bc\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u672c\u8cea\u4e0a\u5c6c\u65bc\u300c\u96d9\u91cd\u7528\u9014\uff08Dual-Use\uff09\u300d\u6280\u8853\uff0c\u7d44\u7e54\u5fc5\u9808\u7a4d\u6975\u5c07\u5176\u6574\u5408\u81f3\u9632\u79a6\u5de5\u4f5c\u6d41\u4e2d\uff0c\u4ee5\u81ea\u52d5\u5316\u5f9e\u6536\u4ef6\u5230\u7de9\u89e3\u7684\u5b8c\u6574\u7ba1\u7dda\u3002<\/p><\/div><\/div><article><h2>\u6f0f\u6d1e\u6fc0\u589e\u7684\u7e3d\u9ad4\u8ecc\u8de1<\/h2><p>\u6839\u64da\u4f86\u81ea CVEDetails \u7684\u6b77\u53f2\u57fa\u6e96\u6307\u6a19\uff0c\u5df2\u767c\u5e03\u8207\u4fdd\u7559\u7684 CVE \u6578\u91cf\u5341\u591a\u5e74\u4f86\u6301\u7e8c\u5448 uninterrupted \u7684\u4e0a\u5347\u8da8\u52e2\u3002\u81f3\u95dc\u91cd\u8981\u7684\u662f\uff0c\u9019\u7a2e\u9661\u5ced\u7684\u8ecc\u8de1\u65e9\u5728\u81ea\u4e3b AI \u4ee3\u7406\u4eba\u9032\u5165\u8a72\u9818\u57df\u4e4b\u524d\u5c31\u5df2\u78ba\u7acb\u3002\u5982\u4eca\uff0c\u96a8\u8457 AI \u5927\u5e45\u52a0\u901f\u6f0f\u6d1e\u7684\u767c\u73fe\u8207\u901a\u5831\u7387\uff0c\u6cbb\u7406\u6f0f\u6d1e\u7ba1\u7406\u7684\u57fa\u790e\u8a2d\u65bd\u6b63\u9762\u81e8\u8feb\u5728\u7709\u776b\u7684\u898f\u6a21\u5316\u5371\u6a5f\u3002<\/p><p>\u9019\u4e00\u6311\u6230\u540c\u6642\u4e5f\u5e36\u4f86\u4e86\u5c07 CVE \u5f9e\u4fdd\u7559\u5230\u767c\u5e03\u4e4b\u7ba1\u7dda\u9032\u884c\u73fe\u4ee3\u5316\u7684\u5951\u6a5f\u3002\u591a\u500b\u8de8\u7522\u696d\u5de5\u4f5c\u5c0f\u7d44\u76ee\u524d\u6b63\u5728\u5efa\u69cb\u81ea\u52d5\u5316\u6846\u67b6\uff0c\u4ee5\u5be6\u73fe\u66f4\u5feb\u3001\u66f4\u6709\u6548\u7684\u6f0f\u6d1e\u63ed\u9732\u751f\u547d\u9031\u671f\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cCNA \u7814\u7a76\u5de5\u4f5c\u5c0f\u7d44\u5df2\u91dd\u5c0d\u6b64\u7bc4\u5f0f\u767c\u5e03\u4e86\u4e3b\u52d5\u5fb5\u6c42\u610f\u898b\uff08RFI\uff09\uff0c\u516c\u773e\u8a55\u8ad6\u5c07\u958b\u653e\u81f3 2026 \u5e74 6 \u6708 5 \u65e5\u3002<\/p><div class=\"quote\">\u300c\u5efa\u7acb\u5f37\u97cc\u7684\u9632\u79a6\u9700\u8981\u7a0b\u5e8f\u5316\u7684\u8def\u7531\u6a5f\u5236\u3002\u5728\u57fa\u6e96\u5c64\u9762\u4e0a\uff0c\u7522\u54c1\u6240\u6709\u8005\u61c9\u666e\u904d\u5728\u6839\u7db2\u57df\u4e2d\u90e8\u7f72\u7d50\u69cb\u5316\u7684 <code>.well-known\/security.txt<\/code> \u6a94\u6848\u3002\u9019\u7a2e\u7c21\u55ae\u7684\u6a5f\u5236\u80fd\u5f15\u5c0e\u4eba\u985e\u7814\u7a76\u4eba\u54e1\u8207\u81ea\u52d5\u5316\u4ee3\u7406\u4eba\u8d70\u5411\u6307\u5b9a\u7684\u63a5\u6536\u7ba1\u9053\uff0c\u9632\u6b62\u6709\u6548\u7684\u6f0f\u6d1e\u901a\u5831\u8ff7\u5931\u5728\u516c\u958b\u7684\u5ba2\u6236\u652f\u63f4\u4f47\u5217\u4e2d\u3002\u300d<\/div><h2>\u5c0d\u7a31\u5f0f\u5206\u6d41\uff1a\u4ee5\u81ea\u52d5\u5316\u4e4b\u706b\u5c0d\u6297\u81ea\u52d5\u5316\u4e4b\u706b<\/h2><p>\u9632\u79a6\u8005\u7121\u6cd5\u518d\u4ee5\u4eba\u985e\u7684\u901f\u5ea6\u53bb\u9a57\u8b49\u8207\u4fee\u5fa9 AI \u6b65\u4f10\u7684\u8cc7\u5b89\u901a\u5831\u3002\u70ba\u4e86\u5728\u9019\u4e00\u6ce2\u885d\u64ca\u4e2d\u5016\u5b58\uff0c\u63a5\u6536\u7ba1\u7dda\u5fc5\u9808\u69d3\u687f\u8207\u5916\u90e8\u7814\u7a76\u4eba\u54e1\u5b8c\u5168\u76f8\u540c\u7684\u6280\u8853\u529b\u91cf\u4e58\u6578\u3002LLM \u6975\u5176\u64c5\u9577\u6a21\u5f0f\u5339\u914d\u8207\u4e0a\u4e0b\u6587\u7d9c\u5408\u5206\u6790\uff0c\u9019\u4f7f\u5176\u6210\u70ba\u73fe\u4ee3\u652f\u63f4\u67b6\u69cb\u4e2d\u8655\u7406\u8b66\u5831\u5206\u6d41\u968e\u6bb5\u7684\u9ad8\u6548\u904e\u6ffe\u5668\u3002<\/p><p>\u7576\u6574\u5408\u9032\u63a5\u6536\u7ba1\u7dda\u5f8c\uff0cLLM \u53ef\u4ee5\u7acb\u5373\u91dd\u5c0d\u73fe\u6709\u7684\u9059\u6e2c\u6578\u64da\u5206\u6790\u65b0\u9032\u5831\u544a\uff0c\u4ee5\u5224\u65b7\u5176\u662f\u5426\u70ba\u5168\u65b0\u6f0f\u6d1e\uff0c\u5f9e\u800c\u7cbe\u6e96\u7be9\u9078\u6389\u7531\u5e38\u898b\u6383\u63cf\u5de5\u5177\u91cd\u8907\u7522\u751f\u7684\u5783\u573e\u5831\u544a\u3002\u4e00\u65e6\u901a\u904e\u9a57\u8b49\uff0c\u8edf\u9ad4\u5b89\u5168\u5718\u968a\u4fbf\u80fd\u5229\u7528 LLM \u5feb\u901f\u8d77\u8349\u5c40\u90e8\u7a0b\u5f0f\u78bc\u4fee\u5fa9\uff0c\u4e26\u8de8\u6574\u500b\u7a0b\u5f0f\u78bc\u5eab\u9032\u884c\u4ea4\u53c9\u6bd4\u5c0d\uff0c\u627e\u51fa\u96b1\u85cf\u5728 legacy \u7a0b\u5f0f\u78bc\u4e2d\u5176\u4ed6\u5730\u65b9\u7684\u76f8\u540c\u6f5b\u5728\u6f0f\u6d1e\u8b8a\u9ad4\u3002<\/p><h2>\u6f0f\u6d1e\u6f0f\u6d1e\u734e\u91d1\u4ea4\u4ed8\u7269\u7684\u6f14\u9032<\/h2><p>\u96a8\u8457 AI \u5de5\u5177\u964d\u4f4e\u4e86\u5b89\u5168\u7814\u7a76\u7684\u51c6\u5165\u9580\u6abb\uff0c\u55ae\u7d14\u7684\u6f0f\u6d1e\u5831\u544a\u6b63\u5728\u8cb6\u503c\u70ba\u5927\u5b97\u5546\u54c1\u3002\u70ba\u4e86\u4fdd\u6301\u7af6\u722d\u529b\u4e26\u6700\u5927\u5316\u7372\u53d6\u734e\u91d1\uff0c\u9802\u5c16\u7684\u6f0f\u6d1e\u7375\u4eba\u5fc5\u9808\u63d0\u5347\u5176\u4ea4\u4ed8\u5831\u544a\u7684\u54c1\u8cea\uff0c\u900f\u904e\u63d0\u4f9b\u9ad8\u5ea6\u7d50\u69cb\u5316\u7684\u5c01\u5b58\u5957\u4ef6\u5efa\u7acb\u5dee\u7570\u5316\u512a\u52e2\uff0c\u5176\u4e2d\u61c9\u5305\u542b\uff1a<\/p><ul><li><strong>\u9a57\u8b49\u904e\u7684\u653b\u64ca\u5411\u91cf\uff1a<\/strong> \u7d93\u904e\u56b4\u683c\u5be9\u8a08\u7684\u6982\u5ff5\u9a57\u8b49\uff08PoC\uff09\uff0c\u4e26\u5254\u9664\u6240\u6709 AI \u5e7b\u89ba\u8207\u4e0d\u5207\u5be6\u969b\u7684\u9810\u8a2d\u524d\u63d0\u3002<\/li><li><strong>\u7a0b\u5f0f\u5316\u4fee\u88dc\u7a0b\u5f0f\uff1a<\/strong> \u7522\u51fa\u5df2\u7531 LLM \u8f14\u52a9\u512a\u5316\u3001\u53ef\u4f9b\u5de5\u7a0b\u5718\u968a\u76f4\u63a5\u5be9\u67e5\u7684\u7a0b\u5f0f\u78bc\u4fee\u5fa9\uff0c\u4ee5\u52a0\u901f\u5ee0\u5546\u7684\u4fee\u5fa9\u9031\u671f\u3002<\/li><li><strong>\u5165\u4fb5\u6307\u6a19\uff08IOC\uff09\uff1a<\/strong> \u63d0\u4f9b\u660e\u78ba\u7684\u67b6\u69cb\u7279\u5fb5\u8207\u884c\u70ba\u65e5\u8a8c\uff0c\u5411\u9632\u79a6\u8005\u5c55\u793a\u5982\u4f55\u5728\u91ce\u5916\u5075\u6e2c\u8a72\u6f0f\u6d1e\u662f\u5426\u906d\u5230\u5be6\u969b\u5229\u7528\u3002<\/li><\/ul><h2>\u5de5\u7a0b\u73fe\u5be6 vs. \u7d55\u671b\u5f0f\u63d0\u793a\u8a5e<\/h2><p>\u7576\u5229\u7528 LLM \u9032\u884c\u9632\u79a6\u6027\u7a0b\u5f0f\u78bc\u751f\u6210\u6216\u5a01\u8105\u5206\u6790\u6642\uff0c\u5b89\u5168\u5718\u968a\u5fc5\u9808\u8b39\u8a18\uff0c\u9019\u4e9b\u6a21\u578b\u5728\u5e95\u5c64\u672c\u8cea\u4e0a\u662f\u300c\u6a5f\u7387\u6027\uff08Probabilistic\uff09\u300d\u7684\uff0c\u800c\u975e\u300c\u6c7a\u5b9a\u6027\uff08Mechanistic\uff09\u300d\u7684\u3002\u4f9d\u8cf4\u7d55\u671b\u5f0f\u63d0\u793a\u8a5e\uff08Desperation Prompting\uff09\u7b56\u7565\u2014\u2014\u4f8b\u5982\u5728 prompt \u672b\u5c3e\u5f37\u52a0\u300c\u4e14\u7d55\u5c0d\u4e0d\u80fd\u72af\u932f\u300d\u2014\u2014\u4e26\u7121\u6cd5\u6539\u8b8a\u795e\u7d93\u7db2\u8def\u7684\u5e95\u5c64\u6578\u5b78\u73fe\u5be6\u3002\u6838\u5fc3\u7684\u6210\u529f\u95dc\u9375\u5728\u65bc\u7cbe\u6e96\u7684\u60c5\u5883\u904e\u6ffe\u3001\u6c99\u7bb1\u5316\u7684\u904b\u884c\u9a57\u8b49\uff0c\u4ee5\u53ca\u6301\u7e8c\u7684\u4eba\u6a5f\u5354\u540c\u5be9\u67e5\u6a5f\u5236\u3002<\/p><\/article>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8085a61 post-content elementor-widget elementor-widget-shortcode\" data-id=\"8085a61\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"page\" data-elementor-id=\"130254\" class=\"elementor elementor-130254\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4790e813 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"4790e813\" data-element_type=\"section\" data-e-type=\"section\" 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class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1b2471dc\" data-id=\"1b2471dc\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-31365d9d elementor-widget elementor-widget-text-editor\" data-id=\"31365d9d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u95dc\u65bc runZero<\/strong><br \/>runZero \u662f\u4e00\u7a2e\u7db2\u8def\u767c\u73fe\u548c\u8cc7\u7522\u5eab\u5b58\u89e3\u6c7a\u65b9\u6848\uff0c\u7531 Metasploit \u7684\u5275\u5efa\u8005 HD Moore \u65bc 2018 \u5e74\u5275\u7acb\u3002 HD 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