Resilient training

HyperPod resiliency runs beneath your Ray workloads. Health checks detect faulty nodes and recover them, host-level detection catches silent stalls, and tiered checkpointing shortens recovery after a failure. These capabilities apply to Ray without changes to your Ray code.