{"id":60475,"date":"2025-06-30T18:25:58","date_gmt":"2025-06-30T10:25:58","guid":{"rendered":"https:\/\/masterconcept.ai\/blog\/%e4%bc%81%e6%a5%ad%e8%87%aa%e5%bb%ba-llm-%e8%b3%87%e5%ae%89%e9%a2%a8%e9%9a%aa%e6%9c%89%e5%93%aa%e4%ba%9b%ef%bc%9f%e5%be%9e-owasp-top-10-%e6%8e%a2%e8%a8%8e%e4%bc%81%e6%a5%ad%e9%98%b2%e8%ad%b7%e7%ad%96\/"},"modified":"2025-07-10T12:18:02","modified_gmt":"2025-07-10T04:18:02","slug":"cybersecurity-risks-of-in-house-llm-development-an-owasp-top-10-perspective-for-enterprise-protection-strategies","status":"publish","type":"post","link":"https:\/\/masterconcept.ai\/zh-hant\/blog\/cybersecurity-risks-of-in-house-llm-development-an-owasp-top-10-perspective-for-enterprise-protection-strategies\/","title":{"rendered":"\u4f01\u696d\u81ea\u5efa LLM \u8cc7\u5b89\u98a8\u96aa\u6709\u54ea\u4e9b\uff1f\u5f9e OWASP Top 10 \u63a2\u8a0e\u4f01\u696d\u9632\u8b77\u7b56\u7565"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u9019\u5e7e\u5e74\uff0c\u5728\u5de5\u4f5c\u4e0a\u6c92\u6709\u4f7f\u7528 AI \u8f14\u52a9\u7684\u4eba\u5df2\u7d93\u975e\u5e38\u5c11\u4e86\uff0c\u8a31\u591a\u4f01\u696d\u9078\u64c7\u81ea\u5efa LLM\uff08Large Language Model, \u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff09 \uff0c\u4e0d\u4f46\u53ef\u4ee5\u66f4\u8cbc\u8fd1\u4f01\u696d\u672c\u8eab\u7684\u9700\u6c42\u3001\u63d0\u9ad8\u6a21\u578b\u7cbe\u6e96\u5ea6\uff0c\u9084\u53ef\u4ee5\u964d\u4f4e\u8cc7\u6599\u5916\u6d29\u7684\u98a8\u96aa\u3002\u7136\u800c\uff0c\u81ea\u884c\u5efa\u7f6e\u7684 LLM \u4e5f\u53ef\u80fd\u6210\u70ba\u8cc7\u5b89\u7834\u53e3\u3002   <\/p>\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">OWASP Top 10 for LLMs<\/h2>\n\n<p class=\"wp-block-paragraph\">\u975e\u71df\u5229\u7d44\u7e54 OWASP\uff08Open Worldwide Application Security Project\uff09\u5b9a\u671f\u516c\u5e03\u7684\u5404\u9818\u57df Top 10 \u95dc\u9375\u98a8\u96aa\u5f9e 2023 \u5e74\u8d77\u7d0d\u5165\u4e86 LLM\uff0c\u6700\u65b0\u7248\u672c\u7684\u95dc\u9375\u98a8\u96aa\u5206\u5225\u5305\u542b\uff1a <\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6307\u4ee4\u6ce8\u5165\uff08Prompt Injection\uff09<\/strong>\uff1a\u6709\u4e9b\u653b\u64ca\u8005\u6703\u900f\u904e\u7cbe\u5de7\u7684\u6307\u4ee4\u64cd\u63a7 LLM \u7522\u751f\u975e\u9810\u671f\u7684\u56de\u61c9\u6216\u884c\u70ba\uff0c\u8a98\u4f7f\u6a21\u578b\u6d29\u6f0f\u6a5f\u654f\u8cc7\u8a0a\u6216\u5f71\u97ff\u5176\u63d0\u4f9b\u7b54\u6848\u3002<\/li>\n\n\n\n<li><strong>\u654f\u611f\u8cc7\u8a0a\u63ed\u9732\uff08Sensitive Information Disclosure\uff09<\/strong>\uff1aLLM \u53ef\u80fd\u5728\u5176\u56de\u61c9\u4e2d\u4e0d\u614e\u6d29\u6f0f\u6a5f\u5bc6\u8cc7\u6599\uff0c\u6216\u662f\u4f7f\u7528\u8005\u5728\u8f38\u5165\u6642\u7121\u610f\u9593\u8f38\u5165\u4e86\u6a5f\u654f\u8cc7\u8a0a\uff0c\u5c07\u5c0e\u81f4\u8cc7\u6599\u672a\u7d93\u6388\u6b0a\u906d\u5230\u5b58\u53d6\u3001\u96b1\u79c1\u6b0a\u4fb5\u5bb3\u3001\u8cc7\u5b89\u6f0f\u6d1e\uff0c\u6216\u539f\u59cb\u78bc\u3001\u8a13\u7df4\u65b9\u6cd5\u7684\u6d29\u9732\u3002 <\/li>\n\n\n\n<li><strong>\u4f9b\u61c9\u93c8\u98a8\u96aa\uff08Supply Chain Vulnerabilities\uff09<\/strong>\uff1a\u5728 LLM \u958b\u767c\u90e8\u7f72\u7684\u6d41\u7a0b\u4e2d\uff0c\u82e5\u4f7f\u7528\u7684\u5143\u4ef6\u3001\u670d\u52d9\u6216\u8cc7\u6599\u96c6\u5b58\u5728\u7684\u8cc7\u5b89\u6f0f\u6d1e\uff0c\u53ef\u80fd\u7834\u58de\u7cfb\u7d71\u7684\u5b8c\u6574\u6027\uff0c\u5c0e\u81f4\u8f38\u51fa\u7d50\u679c\u7522\u751f\u504f\u898b\u3001\u8cc7\u5b89\u6f0f\u6d1e\u6216\u7cfb\u7d71\u6545\u969c\u3002<\/li>\n\n\n\n<li><strong>\u8cc7\u6599\u8207\u6a21\u578b\u6295\u6bd2\uff08Data and Model Poisoning\uff09<\/strong>\uff1a\u653b\u64ca\u8005\u53ef\u80fd\u64cd\u7e31\u7528\u65bc\u8a13\u7df4 LLM \u7684\u8cc7\u6599\uff0c\u5728\u9810\u8a13\u7df4\u3001\u5fae\u8abf\u6216\u5d4c\u5165\u7b49\u968e\u6bb5\u5f71\u97ff\u6a21\u578b\u7684\u5b78\u7fd2\u3002\u9019\u4e0d\u50c5\u6703\u964d\u4f4e\u6a21\u578b\u7684\u5b89\u5168\u6027\u3001\u5f71\u97ff\u6e96\u78ba\u5ea6\uff0c\u9084\u53ef\u80fd\u5c0e\u81f4\u8f38\u51fa\u504f\u9817\u6216\u6709\u5bb3\u7684\u5167\u5bb9\uff0c\u751a\u81f3\u690d\u5165\u53ea\u6709\u5728\u7279\u5b9a\u689d\u4ef6\u4e0b\u624d\u6703\u89f8\u767c\u7684\u6f0f\u6d1e\u3001\u5f8c\u9580\u6216\u504f\u898b\u3002 <\/li>\n\n\n\n<li><strong>\u4e0d\u7576\u8f38\u51fa\u8655\u7406\uff08Improper Output Handling\uff09<\/strong>\uff1a\u82e5 LLM \u7684\u7522\u51fa\u5728\u8f38\u51fa\u524d\u672a\u7d93\u904e\u9069\u7576\u7684\u9a57\u8b49\u3001\u7be9\u9078\u6216\u8655\u7406\uff0c\u53ef\u80fd\u5c0e\u81f4\u524d\u7aef\u653b\u64ca\uff08\u5982 XSS \u6216 CSRF\uff09\u6216\u5f8c\u7aef\u653b\u64ca\uff08\u5982 SSRF \u6216 RCE\uff09\u3002<\/li>\n\n\n\n<li><strong>\u904e\u5ea6\u4ee3\u7406\u6388\u6b0a\uff08Excessive Agency\uff09<\/strong>\uff1a\u7576 LLM \u5728\u61c9\u7528\u7a0b\u5f0f\u4e2d\u88ab\u8ce6\u4e88\u904e\u9ad8\u7684\u81ea\u4e3b\u6b0a\u6216\u904e\u591a\u7684\u6b0a\u9650\uff0c\u4f7f\u5176\u80fd\u900f\u904e\u5916\u639b\u7a0b\u5f0f\u6216\u5de5\u5177\u57f7\u884c\uff0c\u537b\u7f3a\u4e4f\u8db3\u5920\u7684\u63a7\u7ba1\u6642\uff0c\u53ef\u80fd\u5c0e\u81f4\u6a5f\u5bc6\u8cc7\u8a0a\u7684\u5b58\u53d6\u6216\u6d29\u9732\u3001\u6c7a\u7b56\u88ab\u66f4\u6539\u3001\u57f7\u884c\u672a\u7d93\u6388\u6b0a\u7684\u64cd\u4f5c\uff0c\u6216\u662f\u8cc7\u6e90\u7684\u904e\u5ea6\u6d88\u8017\u3002<\/li>\n\n\n\n<li><strong>\u7cfb\u7d71\u6307\u4ee4\u6d29\u9732\uff08System Prompt Leakage\uff09<\/strong>\uff1a\u6a21\u578b\u5167\u90e8\u6307\u4ee4\u906d\u5230\u6d29\u9732\u6642\uff0c\u653b\u64ca\u8005\u4fbf\u53ef\u5229\u7528\u6a5f\u654f\u8cc7\u8a0a\u3001\u5167\u90e8\u6a5f\u5236\u3001\u898f\u5247\u6216\u6b0a\u9650\u4f86\u7406\u89e3\u7cfb\u7d71\u904b\u4f5c\u65b9\u5f0f\u3001\u627e\u51fa\u5f31\u9ede\u3001\u898f\u907f\u63a7\u5236\uff0c\u6216\u767c\u52d5\u9032\u4e00\u6b65\u7684\u653b\u64ca\u3002<\/li>\n\n\n\n<li><strong>\u5411\u91cf\u8207\u5d4c\u5165\u5f31\u9ede\uff08Vector and Embedding Weaknesses\uff09<\/strong>\uff1a\u91dd\u5c0d\u4f7f\u7528\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08RAG\uff09\u6280\u8853\u7684 LLM \u7cfb\u7d71\u3002\u653b\u64ca\u8005\u53ef\u80fd\u900f\u904e\u5411\u91cf\u8207\u5d4c\u5165\u5c0d\u6a21\u578b\u6ce8\u5165\u6709\u5bb3\u5167\u5bb9\u3001\u64cd\u63a7\u6a21\u578b\u8f38\u51fa\uff0c\u6216\u5b58\u53d6\u6a5f\u654f\u8cc7\u8a0a\u3002 <br\/><\/li>\n\n\n\n<li><strong>\u932f\u8aa4\u8cc7\u8a0a\uff08Misinformation\uff09<\/strong>\uff1aLLM \u53ef\u80fd\u6703\u7522\u751f\u770b\u4f3c\u53ef\u4fe1\u4f46\u5be6\u969b\u4e0a\u4e0d\u6b63\u78ba\u6216\u5177\u8aa4\u5c0e\u6027\u7684\u8cc7\u8a0a\uff08\u5373\u300cAI \u5e7b\u89ba\u300d\uff09\uff0c\u9019\u53ef\u80fd\u5c0e\u81f4\u8cc7\u5b89\u554f\u984c\uff08\u4f8b\u5982\uff0c\u63a8\u85a6\u4e0d\u5b58\u5728\u7684\u60e1\u610f\u8edf\u9ad4\u5957\u4ef6\uff09\u3001\u5546\u8b7d\u640d\u5bb3\u53ca\u6cd5\u5f8b\u8cac\u4efb\u3002 <\/li>\n\n\n\n<li><strong>\u7121\u9650\u8cc7\u6e90\u8017\u76e1\uff08Unbounded Consumption\uff09<\/strong>\uff1a\u653b\u64ca\u8005\u53ef\u80fd\u64cd\u63a7 LLM \u7522\u751f\u5927\u91cf\u8f38\u51fa\u6216\u50b3\u9001\u5927\u91cf\u8017\u8cbb\u8cc7\u6e90\u7684\u8acb\u6c42\uff0c\u5c0e\u81f4\u963b\u65b7\u670d\u52d9\uff08DoS\uff09\u653b\u64ca\u3001\u6548\u80fd\u964d\u4f4e\u3001\u984d\u5916\u8cbb\u7528\uff0c\u6216\u662f\u4f01\u5716\u900f\u904e\u5927\u91cf\u67e5\u8a62\u4f86\u975e\u6cd5\u8907\u88fd\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">LLM \u8cc7\u5b89\u4fdd\u8b77\u5f9e\u4f55\u4e0b\u624b\uff1f<\/h2>\n\n<p class=\"wp-block-paragraph\">LLM \u7684\u8cc7\u5b89\u9632\u8b77\u53ef\u4ee5\u5f9e\u7db2\u8def\u5b89\u5168\u958b\u59cb\uff0c\u5c31\u50cf\u8a31\u591a\u4f01\u696d\u70ba\u5167\u90e8\u7db2\u8def\u90e8\u7f72\u9632\u706b\u7246\u3001WAF\uff0c LLM \u4e5f\u6709\u76f8\u5c0d\u61c9\u7684\u9632\u79a6\u670d\u52d9\u3002Master Concept \u7684\u5408\u4f5c\u5925\u4f34 Cloudflare \u5c31\u63d0\u4f9b Firewall for AI \u670d\u52d9\uff0cCloudflare \u7684\u300cAI \u9632\u706b\u7246\uff08Firewall for AI\uff09\u300d\u662f\u5c08\u70ba\u4fdd\u8b77\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u800c\u8a2d\u8a08\u7684\u8cc7\u5b89\u9632\u8b77\u5c64\uff0c\u80fd\u5920\u5728 API \u8acb\u6c42\u5230\u9054\u6a21\u578b\u4e4b\u524d\u6383\u63cf\u6bcf\u500b\u6307\u4ee4\uff0c\u5c0b\u627e\u6f5b\u5728\u653b\u64ca\u7684\u6a21\u5f0f\u548c\u7279\u5fb5\u3002   <\/p>\n\n<p class=\"wp-block-paragraph\">\u8209\u4f8b\u4f86\u8aaa\uff0c\u91dd\u5c0d OWASP Top 10 for LLM \u4e2d\u6307\u4ee4\u6ce8\u5165\u7684\u98a8\u96aa\uff0cAI \u9632\u706b\u7246\u53ef\u4ee5\u5206\u6790\u6307\u4ee4\uff0c\u6839\u64da\u5176\u60e1\u610f\u53ef\u80fd\u6027\u8a55\u5206\uff0c\u4e26\u4f9d\u5167\u5bb9\uff08\u5192\u72af\u6027\u3001\u5b97\u6559\u3001\u6027\u6697\u793a\u3001\u653f\u6cbb\u76f8\u95dc\u7b49\uff09\u6a19\u8a18\u5206\u985e\uff0c\u8b93\u4f7f\u7528\u8005\u53ef\u9810\u5148\u5efa\u7acb\u898f\u5247\uff0c\u963b\u64cb\u6216\u7ba1\u7406\u76f8\u95dc\u8acb\u6c42\uff0c\u6709\u6548\u904f\u6b62\u7279\u6b8a\u8a2d\u8a08\u7684\u8f38\u5165\u5c0e\u81f4 LLM \u7522\u751f\u975e\u9810\u671f\u56de\u61c9\u3002\u53c8\uff0cAI \u9632\u706b\u7246\u4e5f\u53ef\u4ee5\u904b\u7528\u6a5f\u654f\u8cc7\u6599\u5075\u6e2c\uff08Sensitive Data Detection, SDD\uff09WAF \u4ee3\u7ba1\u898f\u5247\u96c6\uff0c\u8b58\u5225\u6a21\u578b\u56de\u61c9\u4e2d\u53ef\u80fd\u5410\u51fa\u7684\u500b\u4eba\u8eab\u4efd\u8cc7\u8a0a (PII) \u6216\u6a5f\u5bc6\u8cc7\u8a0a\uff08\u5982\u4fe1\u7528\u5361\u865f\u6216 API \u91d1\u9470\uff09\u3002  <\/p>\n\n<p class=\"wp-block-paragraph\">AI \u9632\u706b\u7246\u8207 WAF \u672c\u8cea\u4e0a\u76f8\u540c\uff0c\u4f46\u7279\u5225\u91dd\u5c0d\u4e86 LLM \u7684\u6f5b\u5728\u98a8\u96aa\u5f37\u5316\u4e86\u6307\u4ee4\u548c\u7522\u51fa\u7684\u90e8\u5206\uff0c\u900f\u904e\u5206\u6790\u3001\u7be9\u9078\u3001\u9650\u5236\u7b49\u624b\u6bb5\u4fdd\u8b77 LLM\u3002 <\/p>\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">\u5f9e\u57fa\u790e\u5efa\u8a2d\u5c31\u7232 LLM \u8a2d\u4e0b\u9632\u8b77<\/h2>\n\n<p class=\"wp-block-paragraph\">\u5728\u81ea\u5efa LLM \u7684\u4e00\u958b\u59cb\uff0c\u5e73\u53f0\u7684\u9078\u64c7\u5f80\u5f80\u5c31\u8b93\u4f01\u696d\u50b7\u900f\u8166\u7b4b\uff0cGoogle \u5f37\u8abf\u7248\u672c\u63a7\u5236\u548c\u8cc7\u6599\u6cbb\u7406\uff1bAWS \u5247\u6709\u9ad8\u5ea6\u9748\u6d3b\u6027\u53ca\u5927\u91cf\u7b2c\u4e09\u65b9\u6574\u5408\uff1bAzure \u5247\u4e3b\u6253\u8207\u5fae\u8edf\u751f\u614b\u7cfb\u7684\u7121\u7e2b\u63a5\u5408\uff1b\u800c\u8a31\u591a\u8cc7\u5b89\u5927\u5ee0\u904b\u7528\u672c\u8eab\u8cc7\u6e90\u958b\u767c\u7684 AI \u5e73\u53f0\u7d50\u5408\u4e86\u672c\u8eab\u7684\u8cc7\u5b89\u57fa\u790e\uff0c\u5c0d\u65bc LLM \u9632\u8b77\u6574\u5408\u66f4\u52a0\u53cb\u5584\u3002  <\/p>\n\n<p class=\"wp-block-paragraph\">\u4ee5 Master Concept \u7684\u5408\u4f5c\u5925\u4f34 Cloudflare \u65d7\u4e0b\u7684 Workers AI \u4f86\u8aaa\uff0c\u5176\u5229\u7528 Cloudflare \u5168\u7403\u7684 GPU \u7db2\u8def\uff0c\u8b93 AI \u6a21\u578b\u5f97\u4ee5\u5728\u908a\u7de3\u904b\u884c\uff0c\u63d0\u4f9b\u4f4e\u5ef6\u9072\u3001\u9ad8\u6548\u80fd\u7684 AI \u670d\u52d9\uff1bWorkers AI \u6574\u5408\u4e86\u524d\u6bb5\u63d0\u5230\u7684\u300cAI \u9632\u706b\u7246\uff08Firewall for AI\uff09\u300d\uff0c\u6709\u6548\u9632\u7bc4\u6307\u4ee4\u6ce8\u5165\u3001\u904b\u7b97\u8cc7\u6e90\u906d\u5230\u6feb\u7528\u3001\u6a5f\u654f\u8cc7\u6599\u5916\u6d29\u7b49\u554f\u984c\uff0c\u4eab\u6709 Cloudflare \u7db2\u8def\u539f\u751f\u7684 DDoS \u9632\u8b77\u7684\u540c\u6642\uff0c\u4e5f\u5f37\u8abf\u300c\u9810\u8a2d\u96b1\u79c1\u300d\uff0c\u660e\u78ba\u8868\u793a\u4e0d\u6703\u4f7f\u7528\u5ba2\u6236\u8cc7\u6599\u8a13\u7df4\u6a21\u578b\uff0c\u4e14\u6a21\u578b\u4e0d\u5f9e\u4f7f\u7528\u884c\u70ba\u4e2d\u5b78\u7fd2\uff0c\u4e26\u652f\u63f4\u591a\u7a2e\u4e3b\u6d41\u958b\u6e90 AI \u6a21\u578b\u3002    <\/p>\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<p class=\"wp-block-paragraph\">\u9664\u4e86\u4e0a\u9762\u63d0\u5230\u7684 AI \u9632\u706b\u7246\u548c\u57fa\u790e\u5efa\u8a2d\u5916\uff0cLLM \u7684\u9632\u8b77\u9084\u53ef\u4ee5\u5f9e\u5b58\u53d6\u6b0a\u3001\u7aef\u9ede\u3001\u76e3\u63a7\u3001SIEM 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