GPU Died. Training Didn't: Self-Healing Training at Scale — Crusoe
Crusoe built 'autoclusters' to automatically detect and replace failing GPU nodes at hyperscale
“GPU failures are inevitable. Therefore, at such a scale, manual troubleshooting is completely unviable.”
Crusoe Cloud presented their self-healing training infrastructure that combines Slurm and Kubernetes via their CMK managed service and Slinky integration. Their 'autoclusters' system automatically detects and replaces nodes with failing GPUs, eliminating the need for manual intervention during large-scale training runs. This is operationally significant for teams running multi-thousand GPU workloads where hardware failures are statistically certain.