Large language model agents are increasingly being deployed as autonomous loops that repeatedly discover work, plan, execute, and verify outcomes across many unattended iterations.

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, verifies outcomes and persists state across many unattended iterations.

http://arxiv.org/abs/2608.27141v1