PEARL: Adaptive Prefill-Decode Execution with Elasticity for Agentic Reinforcement Learning

Jiaan Zhu, Wei Gao, Youhui Bai +6

Multi-turn rollout dominates the cost of agentic reinforcement learning (RL). Asynchronous execution and elastic GPU resources can accelerate this stage, but adding rollout replica…