Safety Does Not Compose: Non-Decaying Loop State for Autonomous LLM Agents

Chenhao Wu, Haoxuan Jia, Yang Liu +11

Large language model agents are increasingly deployed as autonomous loops. Starting from one human goal, such a system repeatedly discovers work, plans, executes tool calls, verifi…