AI Security: Preventing Data Leaks in RAG ?
AI Security: Preventing Data Leaks in RAG!
Basic RAG setups leak private data when vector searches run without access controls. Unfiltered semantic search pulls cross-tenant documents into the LLM context, triggering severe privacy breaches.
Never rely on probabilistic models for authorization. Enforce strict access control in your backend by injecting authenticated session IDs as mandatory vector filters. For exact records, bypass vector search entirely using direct, authenticated API tool calls.
This keeps permissions deterministically managed in code, stopping cross-tenant leaks before data reaches the model.
#AISecurity #RAG #LLMOps #SystemDesign #Cybersecurity #SoftwareArchitecture #DataPrivacy #TechTips
Basic RAG setups leak private data when vector searches run without access controls. Unfiltered semantic search pulls cross-tenant documents into the LLM context, triggering severe privacy breaches.
Never rely on probabilistic models for authorization. Enforce strict access control in your backend by injecting authenticated session IDs as mandatory vector filters. For exact records, bypass vector search entirely using direct, authenticated API tool calls.
This keeps permissions deterministically managed in code, stopping cross-tenant leaks before data reaches the model.
#AISecurity #RAG #LLMOps #SystemDesign #Cybersecurity #SoftwareArchitecture #DataPrivacy #TechTips
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