{"id":8677,"date":"2026-06-01T22:58:34","date_gmt":"2026-06-01T14:58:34","guid":{"rendered":"https:\/\/infernews.com\/blog\/from-prompt-injection-to-persistent-control-defending-agentic-workspaces-against\/"},"modified":"2026-06-01T22:58:34","modified_gmt":"2026-06-01T14:58:34","slug":"from-prompt-injection-to-persistent-control-defending-agentic-workspaces-against","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/from-prompt-injection-to-persistent-control-defending-agentic-workspaces-against\/","title":{"rendered":"ClawTrojan\uff1a\u63ed\u958b\u4ee3\u7406\u5de5\u5177\u7684\u96b1\u85cf\u5f8c\u9580\u5371\u6a5f"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-a1fa57988a5b.jpg\" alt=\"ClawTrojan benchmark overview\"><\/figure>\n<p>\u96a8\u8457 LLM \u4ee3\u7406\u958b\u59cb\u5177\u5099\u8b80\u5beb\u6a94\u6848\u3001\u547c\u53eb\u5de5\u5177\u7684\u80fd\u529b\uff0c\u60e1\u610f\u6307\u4ee4\u4e0d\u518d\u53ea\u85cf\u5728\u7576\u4e0b\u5c0d\u8a71\u4e2d\uff0c\u800c\u662f\u80fd\u88ab\u690d\u5165\u5de5\u4f5c\u5340\uff0c\u6f5b\u4f0f\u5230\u65e5\u5f8c\u624d\u767c\u52d5\u3002ClawTrojan \u6b63\u662f\u70ba\u9019\u7a2e\u300c\u6301\u7e8c\u6027\u6728\u99ac\u300d\u653b\u64ca\u800c\u8a2d\u8a08\u7684\u8a55\u6e2c\u9805\u76ee\uff0c\u6a21\u64ec\u4ee3\u7406\u5728 OpenClaw \u98a8\u683c\u7684\u74b0\u5883\u4e2d\u5982\u4f55\u88ab\u4e00\u6b65\u6b65\u64cd\u63a7\uff0c\u9023 GPT-5.4 \u90fd\u66fe\u9054\u5230 95.5% \u7684\u653b\u64ca\u6210\u529f\u7387\u3002<\/p>\n<p>\u5728\u63a1\u7528 GPT-5.4 \u7684 OpenClaw \u6a21\u64ec\u5de5\u4f5c\u7a7a\u9593\u4e2d\uff0cClawTrojan \u7684\u653b\u64ca\u6210\u529f\u7387 (ASR) \u9ad8\u9054 95.5%\uff0c\u800c\u73fe\u6709\u7684\u55ae\u56de\u5408\u63d0\u793a\u6ce8\u5165\u653b\u64ca\u5728\u540c\u4e00\u6a21\u578b\u4e0a\u7684 ASR \u5e7e\u4e4e\u70ba\u96f6\u3002\u70ba\u4e86\u61c9\u5c0d\u9019\u4e00\u5a01\u8105\uff0c\u6211\u5011\u63d0\u51fa\u4e86 DASGuard\uff0c\u5b83\u53ef\u4ee5\u6383\u63cf\u654f\u611f\u672c\u5730\u6587\u4ef6\u4e2d\u7684\u63a7\u88fd\u6587\u672c\uff0c\u8ffd\u8e64\u5176\u4f86\u6e90\uff0c\u4e26\u79fb\u9664\u975e\u53ef\u4fe1\u4f86\u6e90\u7684\u63a7\u5236\u5167\u5bb9\u3002<\/p>\n<p>\u9019\u500b\u9805\u76ee\u89e3\u6c7a\u4e86\u50b3\u7d71\u55ae\u8f2a\u9632\u79a6\u7684\u76f2\u9ede\uff1a\u6bcf\u4e00\u6b65\u770b\u4f3c\u7121\u5bb3\uff0c\u4f46\u4e32\u9023\u8d77\u4f86\u5c31\u80fd\u628a\u4e0d\u53ef\u4fe1\u6587\u5b57\u8b8a\u6210\u6301\u4e45\u63a7\u5236\u5167\u5bb9\u3002ClawTrojan \u5167\u5efa\u7bc4\u4f8b\u3001\u6b65\u9a5f\u6a19\u8a3b\u8207\u53ef\u57f7\u884c\u7684\u5de5\u4f5c\u5340\uff0c\u65b9\u4fbf\u7814\u7a76\u8005\u91cd\u73fe\u653b\u64ca\u93c8\u3002<\/p>\n<p>\u914d\u5957\u7684 DASGuard \u9632\u79a6\u6a5f\u5236\u662f\u53e6\u4e00\u4eae\u9ede\u3002\u5b83\u6703\u6383\u63cf\u654f\u611f\u672c\u5730\u6a94\u6848\u4e2d\u7684\u63a7\u5236\u985e\u6587\u5b57\uff0c\u8ffd\u8e64\u4f86\u6e90\u662f\u5426\u53ef\u4fe1\uff0c\u4e26\u5728\u57f7\u884c\u968e\u6bb5\u963b\u64cb\u653b\u64ca\u540c\u6642\u6e05\u7406\u5df2\u6c61\u67d3\u7684\u5167\u5bb9\u3002\u642d\u914d <code>agent_eval\/<\/code> \u4e2d\u7684\u6c99\u76d2\u57f7\u884c\u3001AgentDojo \u8f49\u63a5\u5668\u8207\u57fa\u6e96\u9069\u914d\u5668\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u540c\u6642\u6bd4\u8f03\u975c\u614b\u904e\u6ffe\u8207\u52d5\u614b\u9632\u79a6\u7684\u6210\u6548\u3002<\/p>\n<p>\u9019\u500b\u9805\u76ee\u7279\u5225\u9069\u5408\u95dc\u6ce8 LLM \u4ee3\u7406\u5b89\u5168\u3001AI \u7d05\u968a\u6f14\u7df4\u6216\u4f01\u696d\u5167\u90e8\u5de5\u5177\u9632\u8b77\u7684\u5718\u968a\u3002\u5c0d\u4e00\u822c\u4f7f\u7528\u8005\u800c\u8a00\uff0c\u7406\u89e3\u5b83\u7684\u50f9\u503c\u5728\u65bc\uff1a\u73fe\u6210\u7684\u4ee3\u7406\u4e26\u975e\u6ef4\u6c34\u4e0d\u6f0f\uff0c\u90e8\u7f72\u524d\u9700\u8981\u9019\u985e\u591a\u6b65\u9a5f\u58d3\u6e2c\u4f86\u627e\u51fa\u6f0f\u6d1e\u3002<\/p>\n<p><strong>\u91cd\u9ede\u6458\u8981<\/strong><\/p>\n<ul>\n<li>\u5c08\u6ce8\u65bc\u300c\u591a\u6b65\u6728\u99ac\u300d\u5834\u666f\uff0c\u88dc\u4e0a\u55ae\u8f2a\u63d0\u793a\u6ce8\u5165\u9632\u79a6\u7684\u7f3a\u53e3<\/li>\n<li>\u5728 GPT-5.4 \u4e0a\u5c55\u793a 95.5% \u653b\u64ca\u6210\u529f\u7387\uff0c\u51f8\u986f\u5a01\u8105\u771f\u5be6\u6027<\/li>\n<li>DASGuard \u7d50\u5408\u57f7\u884c\u968e\u6bb5\u963b\u64cb\u8207\u5de5\u4f5c\u5340\u6e05\u7406\uff0c\u63d0\u4f9b\u52d5\u614b\u9632\u79a6<\/li>\n<li>\u5167\u5efa\u6c99\u76d2\u3001AgentDojo \u8f49\u63a5\u5668\u8207\u57fa\u6e96\u9069\u914d\u5668\uff0c\u65b9\u4fbf\u6a6b\u5411\u6bd4\u8f03<\/li>\n<li>\u9644\u5e36\u91cd\u73fe\u8173\u672c\u8207\u5206\u7247\u5de5\u5177\uff0c\u652f\u63f4\u5927\u898f\u6a21\u5be6\u9a57\u8207\u7d50\u679c\u5f59\u6574<\/li>\n<\/ul>\n<p><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/RUC-NLPIR\/ClawTrojan\" rel=\"noopener noreferrer\">https:\/\/github.com\/RUC-NLPIR\/ClawTrojan<\/a><\/p>\n<p><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2605.31042\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2605.31042<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u500b\u9805\u76ee\u91dd\u5c0d LLM \u4ee3\u7406\u5728\u5de5\u4f5c\u5340\u4e2d\u53ef\u80fd\u906d\u9047\u7684\u591a\u6b65\u6728\u99ac\u653b\u64ca\u63d0\u4f9b\u57fa\u6e96\u6e2c\u8a66\u8207\u52d5\u614b\u9632\u79a6\u65b9\u6848\uff0c\u5354\u52a9\u7814\u7a76\u4eba\u54e1\u8a55\u4f30\u4e26\u963b\u64cb\u6301\u7e8c\u6027\u63d0\u793a\u6ce8\u5165\u5a01\u8105\u3002<\/p>\n","protected":false},"author":8,"featured_media":8676,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,116,189,197,201],"tags":[],"class_list":["post-8677","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-189","category-framework","category-skill-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8677","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=8677"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8677\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8676"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8677"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8677"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8677"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}