Show HN: PantheonGPU – GPU health testing and AI workload benchmarking

Hi HN, I built PantheonGPU because I wanted a better way to answer a simple question: is this GPU actually healthy and performing the way it should?

A GPU can show normal temperatures and utilization and still be underperforming, unstable under certain workloads, or have memory, PCIe, or configuration issues.

PantheonGPU actively tests the GPU instead of only monitoring telemetry. It currently includes 45+ tests covering compute, tensor workloads, memory, cache, PCIe, thermals, stability, and AI/LLM inference.

It supports both NVIDIA CUDA and AMD ROCm.

I’m also exploring a larger use case: running Pantheon across GPU fleets to identify individual GPUs that behave differently from the rest of a server or cluster.

I’d especially appreciate feedback from people running AI infrastructure, multi-GPU systems, local LLMs, or GPU clouds.




Comments URL: https://news.ycombinator.com/item?id=49350637


Points: 8


# Comments: 0

guid

https://news.ycombinator.com/item?id=49350637

source_url

https://pantheongpu.com/

author_name

saqibkhan1992

id: 5916
uid: 4fvmq
insdate: 2026-08-18 20:05:22
title: Show HN: PantheonGPU – GPU health testing and AI workload benchmarking
additional:

Hi HN, I built PantheonGPU because I wanted a better way to answer a simple question: is this GPU actually healthy and performing the way it should?

A GPU can show normal temperatures and utilization and still be underperforming, unstable under certain workloads, or have memory, PCIe, or configuration issues.

PantheonGPU actively tests the GPU instead of only monitoring telemetry. It currently includes 45+ tests covering compute, tensor workloads, memory, cache, PCIe, thermals, stability, and AI/LLM inference.

It supports both NVIDIA CUDA and AMD ROCm.

I’m also exploring a larger use case: running Pantheon across GPU fleets to identify individual GPUs that behave differently from the rest of a server or cluster.

I’d especially appreciate feedback from people running AI infrastructure, multi-GPU systems, local LLMs, or GPU clouds.




Comments URL: https://news.ycombinator.com/item?id=49350637


Points: 8


# Comments: 0


category: Hacker News
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guid: https://news.ycombinator.com/item?id=49350637
source_url: https://pantheongpu.com/
updated:
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author_name: saqibkhan1992
author_link:
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