ContextPilot: Teaching Agents for Proactive Context Management via Fine-grained RL

Summary

Long-horizon agentic tasks require large language models (LLMs) to iteratively retrieve, integrate, and maintain dispersed information across multi-turn interactions, but preserving all interaction histories leads to a continuously growing working context.