Structurally Close, Temporally Distant: Measuring Security Exposure in Long-Horizon LLM Agents

Md Jafrin Hossain, Nur Al Hasan Haldar

Long-horizon LLM agents interact with untrusted content, persistent memory, external state, and sensitive tools. Existing analyses often characterize attacks by the number of execu…