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RAGShield slashes the attack success rate on poisoned RAG systems to near zero, but even cryptographic provenance can't stop a determined insider.
Multi-layered defenses can reduce chatbot attack success rates by up to two orders of magnitude, but performance varies wildly across different benchmark suites, highlighting the need for rigorous, independent evaluation.