{"id":13436,"date":"2026-10-16T06:57:28","date_gmt":"2026-10-15T22:57:28","guid":{"rendered":"https:\/\/infernews.com\/blog\/last-secure-code-benchmark\/"},"modified":"2026-10-16T06:57:28","modified_gmt":"2026-10-15T22:57:28","slug":"last-secure-code-benchmark","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/last-secure-code-benchmark\/","title":{"rendered":"LSCBench \u63ed\u793a AI \u7de8\u7a0b\u4ee3\u7406\u5b89\u5168\u76f2\u9ede"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/LSCBench-AI.jpg\" alt=\"Qwen\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u7de8\u7a0b\u4ee3\u7406\u53ea\u6536\u5230\u529f\u80fd\u898f\u683c\u3001\u5b8c\u5168\u6c92\u6709\u88ab\u63d0\u9192\u8981\u8655\u7406\u5b89\u5168\u554f\u984c\u6642\uff0c\u80fd\u5426\u81ea\u884c\u907f\u958b\u5df2\u77e5\u6f0f\u6d1e\uff1fLast Secure Code Benchmark\uff08LSCBench\uff09\u6b63\u662f\u7528\u4f86\u56de\u7b54\u9019\u500b\u554f\u984c\u7684\u958b\u6e90\u57fa\u6e96\u6e2c\u8a66\u9805\u76ee\uff1a\u5b83\u5f9e\u771f\u5be6\u9805\u76ee\u79fb\u9664\u66fe\u7d93\u5305\u542b\u6f0f\u6d1e\u7684\u7a0b\u5f0f\u78bc\uff0c\u518d\u8981\u6c42\u4ee3\u7406\u6309\u898f\u683c\u91cd\u5efa\uff0c\u6700\u5f8c\u4ee5\u529f\u80fd\u6e2c\u8a66\u53ca\u91cd\u73fe\u539f\u6709\u653b\u64ca\u7684\u5b89\u5168\u6e2c\u8a66\u5171\u540c\u8a55\u5206\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LSCBench \u5171\u8a2d 450 \u500b\u4efb\u52d9\uff0c\u6db5\u84cb 150 \u500b\u6f0f\u6d1e\u60c5\u5883\uff0c\u5305\u62ec 115 \u500b Common Vulnerabilities and Exposures\uff08CVE\uff09\u6848\u4f8b\u53ca 35 \u500b\u5c08\u5bb6\u7de8\u5beb\u7684 Java \u61c9\u7528\u7a0b\u5f0f\uff0c\u652f\u63f4 C\u3001C++\u3001Go\u3001Java\u3001JavaScript\u3001PHP \u548c Python\u3002\u6bcf\u500b\u60c5\u5883\u5206\u6210 function\u3001file \u53ca repo \u4e09\u7a2e\u7c92\u5ea6\uff0c\u5206\u5225\u6e2c\u8a66\u4ee3\u7406\u4fee\u88dc\u6700\u5c0f\u51fd\u5f0f\u3001\u76f8\u95dc\u6a94\u6848\uff0c\u4ee5\u53ca\u8f03\u5b8c\u6574\u7a0b\u5f0f\u5eab\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u516d\u500b\u6a21\u578b\u5728 450 \u500b\u4efb\u52d9\u4e2d\u5927\u591a\u80fd\u7522\u751f\u53ef\u904b\u4f5c\u7a0b\u5f0f\u78bc\uff0c\u4f46\u540c\u6642\u901a\u904e\u529f\u80fd\u548c\u5b89\u5168\u6e2c\u8a66\u7684\u6bd4\u4f8b\u6700\u9ad8\u53ea\u6709 25.1%\u3002Claude Fable 5 \u914d\u5408 Claude Code \u53d6\u5f97\u6700\u9ad8 Func\u2227Sec \u6bd4\u4f8b\uff0cGPT-5.6-Sol \u7684\u5b89\u5168\u6e2c\u8a66\u901a\u904e\u7387\u5247\u4ee5 25.8% \u7a0d\u9ad8\uff1bKimi-K3 \u96d6\u7136\u529f\u80fd\u901a\u904e\u7387\u9054 91.3%\uff0c\u5169\u9805\u6e2c\u8a66\u540c\u6642\u901a\u904e\u7684\u6bd4\u4f8b\u53ea\u6709 16.4%\uff0c\u53cd\u6620\u529f\u80fd\u5b8c\u6210\u5ea6\u8207\u5b89\u5168\u6027\u4e26\u975e\u540c\u4e00\u4ef6\u4e8b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6e2c\u8a66\u7126\u9ede<\/strong>\uff1a\u7de8\u7a0b\u4ee3\u7406\u6c92\u6709\u6536\u5230\u5b89\u5168\u63d0\u793a\uff0c\u5fc5\u9808\u81ea\u884c\u8fa8\u8a8d\u98a8\u96aa\u3002<\/li>\n<li><strong>\u8a55\u5206\u65b9\u5f0f<\/strong>\uff1a\u529f\u80fd\u6e2c\u8a66\u78ba\u8a8d\u7a0b\u5f0f\u53ef\u904b\u4f5c\uff0c\u5b89\u5168\u6e2c\u8a66\u91cd\u64ad\u539f\u6709\u653b\u64ca\u3002<\/li>\n<li><strong>\u8cc7\u6599\u7bc4\u570d<\/strong>\uff1a450 \u500b\u4efb\u52d9\u3001150 \u500b\u6f0f\u6d1e\u60c5\u5883\u30017 \u7a2e\u7a0b\u5f0f\u8a9e\u8a00\u3002<\/li>\n<li><strong>\u7c92\u5ea6\u5dee\u7570<\/strong>\uff1a\u540c\u4e00\u60c5\u5883\u6703\u5728 function\u3001file\u3001repo \u4e09\u500b\u5c64\u6b21\u51fa\u73fe\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">LSCBench \u5c6c\u65bc\u9762\u5411 Computer-use agents\uff08CUAs\uff09\u53ca coding agents \u7684\u5b89\u5168\u57fa\u6e96\u6e2c\u8a66\uff0c\u5be6\u969b\u89e3\u6c7a\u7684\u662f\u300c\u751f\u6210\u7684\u7a0b\u5f0f\u78bc\u80fd\u5426\u5728\u6c92\u6709\u5b89\u5168\u63d0\u793a\u4e0b\u4ecd\u7136\u907f\u514d\u5df2\u77e5\u6f0f\u6d1e\u300d\u9019\u500b\u8a55\u4f30\u7f3a\u53e3\u3002\u5c0d\u6a21\u578b\u958b\u767c\u5718\u968a\u3001\u5b89\u5168\u5de5\u7a0b\u5e2b\u53ca\u63a1\u7528 AI \u8f14\u52a9\u7de8\u7a0b\u7684\u5718\u968a\u800c\u8a00\uff0c\u9805\u76ee\u63d0\u4f9b\u4e86\u6bd4\u55ae\u770b\u529f\u80fd\u901a\u904e\u7387\u66f4\u63a5\u8fd1\u771f\u5be6\u98a8\u96aa\u7684\u6aa2\u67e5\u65b9\u5f0f\uff1b\u4e0d\u904e\uff0c\u6e2c\u8a66\u7d50\u679c\u53ea\u6db5\u84cb\u6307\u5b9a\u6f0f\u6d1e\u8207\u653b\u64ca\u91cd\u73fe\u6d41\u7a0b\uff0c\u4e0d\u80fd\u53d6\u4ee3\u5b8c\u6574 code review\u3001\u6a21\u7cca\u6e2c\u8a66\u53ca\u6b63\u5f0f\u5b89\u5168\u5be9\u8a08\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/last-secure-code-benchmark.github.io\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/alibaba\/last-secure-code-benchmark\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>LSCBench \u4ee5\u4e0d\u63d0\u5b89\u5168\u7684\u771f\u5be6\u6f0f\u6d1e\u91cd\u5efa\u4efb\u52d9\u6e2c\u8a66\u7de8\u7a0b\u4ee3\u7406\uff0c\u7d50\u679c\u986f\u793a\u80fd\u6b63\u5e38\u904b\u4f5c\u8207\u540c\u6642\u5b89\u5168\u7684\u7a0b\u5f0f\u78bc\u4ecd\u6709\u660e\u986f\u8ddd\u96e2\u3002<\/p>\n","protected":false},"author":8,"featured_media":13435,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,171,116,76,185,153,147,152,150,146,170,191,199,207],"tags":[],"class_list":["post-13436","post","type-post","status-publish","format-standard","hentry","category-133","category-171","category-agentic","category-76","category-qwen","category-openai","category-deepseek","category-python","category-150","category-146","category-170","category-anthropic","category-dataset-","category-kimi"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13436","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=13436"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13436\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/13435"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=13436"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=13436"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=13436"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}