AINeutralarXiv – CS AI · 9h ago6/10
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Beyond Similarity: Trustworthy Memory Search for Personal AI Agents
Researchers propose MemGate, a security-focused plugin that addresses critical vulnerabilities in personal AI agent memory systems. While semantic similarity-based memory retrieval improves personalization, it can inadvertently enable cross-domain data leakage, jailbreaks, and erratic behavior—risks that MemGate mitigates through task-conditioned memory filtering without requiring LLM modifications.