Ruohan Zhao

PrivGate: Steering Contextual Integrity in LLMs via Latent Space Geometry

Securing *Contextual Integrity* (CI) is critical for privacy-preserving Large Language Model (LLM) agent execution. However, existing agents struggle to balance the agility of direct generation against the prohibitive latency of CI-constrained thinking. To address this, we propose *PrivGate*, a fram…