Measure First, Then Allocate: Calibrated Rollout Budgets for MCP Agents in Reinforcement Learning

Hieu Tran, Zonghai Yao, Sunjae Kwon +1

Training tool-using language models requires costly interaction, yet identical rewards within a rollout group provide no group-relative learning signal. We use reward disagreement…