AI Engineer · AI

GPU Died. Training Didn't: Self-Healing Training at Scale — Crusoe

Across thousands of GPUs, hardware failures are guaranteed. Fixing them by hand at 3 a.m. doesn't scale. Connor Guerrero, Young Jeong and Nikhil Gupta from Crusoe explain why they built Managed Slurm on top of Kubernetes. Slurm gives researchers gang scheduling, topology awareness and familiar sbatch workflows, but falls short on dynamic resources, node health and observability. Kubernetes fills those gaps without either team changing how it work

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