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

Ritul Satish, Prasoon Sinha, Akiho Kawada +1

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 i…