Beyond Token Savings: A Systematic Study of Context Compression in LLM Agents.

arXiv:2609.32961v1 Announce Type: cross Abstract: As LLM agents tackle longer tasks, they increasingly compress growing histories of reasoning, actions, and tool outputs. Compression can reduce token use, but it also changes the information available for later