
Diagnose GPU cluster failures with root cause logs




Denpex is an automated GPU cluster diagnostic and log intelligence platform for distributed AI training, fine-tuning, and inference workloads. It analyzes Slurm job allocations, PyTorch distributed runs, vLLM servers, NCCL collectives, and Kubernetes container logs to detect silent memory corruption, communication deadlocks, kernel driver crashes, and hardware faults with deterministic root cause evidence.

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