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Automatically diagnose ML training failures in seconds. Built for distributed GPU training at scale.

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Failure Encyclopedia
Accuracy Benchmark
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NVIDIA Xid Decoder
nvidia-smi Parser
NCCL Log Decoder
GPU Downtime Calculator
NCCL Topology Linter

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Evaluation plan
Evidence policy
Procurement checklist

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Built for engineers who are tired of NCCL timeout lies.

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