AINeutralarXiv – CS AI · 7h ago7/10
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AgentRedBench: Dynamic Redteaming and Integration-Aware Defense for LLM Agents over SaaS Integrations
Researchers introduce AgentRedBench, a dynamic benchmark testing LLM agents against indirect prompt injection attacks through third-party SaaS integrations. The study reveals significant vulnerabilities across major AI models, with attack success rates up to 81%, while proposing AgentRedGuard, a specialized defense that reduces attacks to 2.4% with minimal false positives.
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