DeLoop: Repeated Actions as Self-Supervision for Long-Horizon Agents.

arXiv:2610.19376v1 Announce Type: new Abstract: Language-model agents that run long tasks often redo work they have already done: they re-issue a tool call they made earlier and get back exactly the same observation, a step that adds no new information. We ide