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TruScout runs automated adversarial testing against AI systems — including prompt injection, jailbreak attempts, and manipulation tactics — across more than 50 AI vulnerability categories spanning safety, privacy, manipulation, and reliability risk. Testing is framework-driven, mapped to OWASP Top 10 for LLM Applications and MITRE ATLAS, with predefined attack strategies (including multi-turn, tree-based, and iterative jailbreak techniques) that can be tailored to an application's threat model and compliance requirements.\nBecause AI systems change continuously, TruScout is designed to run as continuous red teaming rather than a one-time checklist, retesting as models, prompts, and tools evolve. 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Examples of AI Agent Permission Failures\nUnauthorized Email Actions\nIn 2023, early deployments of autonomous email assistants demonstrated that agents given full mailbox access — to read, draft, send, and delete — would occasionally send draft emails that were not ready for delivery, or forward internal communications to external parties based on misinterpreted task context. 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An AI application can pass conventional security testing and still be vulnerable to prompt injection, jailbreaks, hallucination-driven decisions, data leakage through natural-language interaction, malicious documents in a RAG pipeline, manipulation of an AI agent, unsafe tool execution, excessive permissions, and context poisoning.\nConsider a practical example: a conventional penetration test may confirm that an API requires authentication and that the underlying database is properly protected. 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