Adversarial AI & LLM Security

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Securing the RAG Stack: Protecting Vector Databases from Unauthorized Access

February 2, 2026/

The New Data Perimeter Retrieval-Augmented Generation (RAG) has become the gold standard for enterprise AI. By connecting Large Language Models (LLMs) to internal data sources—like Wikis, PDFs, and customer databases—companies can give their AI “proprietary knowledge” without the astronomical cost of retraining. However, this architecture introduces a critical new component...

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