When GPUs Fail Quietly: Observability-Aware Early Warning Beyond Numeric Telemetry

Michael Bidollahkhani, Freja Nordsiek, Julian M. Kunkel

GPU nodes are central to modern HPC and AI workloads, yet many failures do not manifest as immediate hard faults. While some instabilities emerge gradually as weak thermal or effic…