The Illusion of Local Privacy: Confidentiality Boundary Failures in Consumer LLM Serving Systems
It is argued that local LLM systems need explicit guarantees for prompt lifetime, persistent storage, and tenant isolation, because the surrounding serving software handles prompt data before, during, and after inference.
Y. Ibrahim, Muhammad Ikram, M. Salama
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