@article{contextpilotteachingagentsforproactiveco, title = {ContextPilot: Teaching Agents for Proactive Context Management via Fine-grained RL}, author = {Zhuoshi Pan and Qizhi Pei and Junru Lu and Honglin Lin and H. Vicky Zhao and Di Yin and Xing Sun}, year = {2026}, eprint = {2608.28476}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2608.28476}, }