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Karim Mualla

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Review Open access Sep 2026

The Illusion of Private AI: Rethinking Data Privacy in Isolated Contextand Private Knowledge Base Systems

Private AI is used in this paper as a deployment-based umbrella term for AI systems whose data and computation are constrained within a defined trust boundary. That boundary may be local or on-device, on-premises or private-network infrastructure, a private or dedicated cloud, or a managed cloud service that provides l...

Karim Mualla · 0 citations

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