NVSentinel

Detects and auto-remediates GPU faults on Kubernetes nodes to keep ML training jobs running.

PlatformWebfree

NVSentinel is an open-source tool that detects GPU and related hardware faults on Kubernetes nodes, then isolates and repairs the affected node automatically by cordoning, draining, and resetting or rebooting it. It integrates with existing GPU monitoring data and the Kubernetes API, and can be adopted incrementally from monitoring-only to full auto-remediation. It's built for ML infrastructure and platform teams running GPU workloads at scale.

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