DeLoop: 57% of LLM Agent Tasks Are Stuck in Infinite Loops Under Context Compression

The majority of production LLM agents run with compressed histories; this paper reveals that compression alone causes over half of all tasks to collapse into infinite loops — and a label-free fix trained on the agent's own rollouts cuts that rate from 57% to 6%.