Sandman: Building and Operating Sandboxes for Agentic Reinforcement Learning on Shared Kubernetes.

arXiv:2610.39711v1 Announce Type: cross Abstract: Agentic reinforcement learning (RL) often requires repeated tool calls in task-specific environments. A training job may create thousands of these environments in bursts while sharing a cluster with other jobs.