"You're Right, Let Me Fix It": How LLM Agents Damage Correct Work When Falsely Accused

Xutao Mao, Rui Qian, Longxiang Wang +6

LLM agents increasingly keep working after a task succeeds as they resume after compaction or take over handoffs. Their finished work keeps receiving follow-up input that sometimes…