MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory
arXiv:2605.03228v1 Announce Type: cross
Abstract: As large language model (LLM)-powered agents are increasingly deployed to perform complex, real-world tasks, they face a growing class of attacks that exploit extended user-agent-environment interactio…