Polar: Agentic RL on Any Harness at Scale

Binfeng Xu, Hao Zhang, Shaokun Zhang +9

Reinforcement learning for language agents increasingly depends on custom harnesses that manage long-running context, multi-turn tool use and multi-agent orchestration. However, po…