NVIDIA Wires AI-Factory Telemetry Into One Causal Graph: 81 Alerts Become One Incident, Saving About 54 Cluster Hours
NVIDIA has introduced Minerva, an AIOps platform for AI factories that feeds telemetry from GPUs, switches, storage and training jobs into a knowledge graph updated as jobs move, then applies supervised and unsupervised models to catch the gray failures static thresholds miss. In one NVIDIA case, 81 separate events triggered by a switch restart were merged into a single incident, saving about 54 hours of cluster uptime; in another, the platform found one quietly degrading NVLink connection among roughly 400,000 interfaces. These figures come from NVIDIA's internal testing and case descriptions, within its supported scenarios.