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Infrastructure

Show HN: Utilyze – an open source GPU monitoring tool more accurate than nvtop

Utilyze reveals that standard GPU monitors (nvidia-smi, nvtop, CloudWatch) conflate single active CUDA cores with thousands, driving bad infrastructure decisions as H100 rental costs surge ~40% year-over-year.

Monday, April 27, 2026 12:00 PM UTC2 MIN READSOURCE: Hacker NewsBY sys://pipeline

Systalyze introduces Utilyze, a free open-source GPU monitoring tool that measures actual GPU efficiency rather than existing tools' binary "kernel active" metric. Existing monitoring solutions—nvidia-smi, nvtop, Weights & Biases, CloudWatch, Google Cloud Monitoring, Azure Monitor—incorrectly treat a single active CUDA core identical to thousands running, driving poor infrastructure decisions. The tool addresses a critical gap as GPU scarcity intensifies: NVIDIA H100 one-year rental pricing rose ~40% between October 2025 and March 2026.

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