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GPU Utilization Is Breaking: AI Infrastructure Needs a New Definition of Efficiency

jimmysong.io · published 17 June 2026

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https://project-hami.io

project-hami.io

Kubernetes as the GPU Control Plane: HAMi v2.9 and Next-Gen AI Infra Read at the source ↗

From GPU to Token: The 8-Layer Observability Stack for AI Infrastructure Read at the source ↗

https://towardsdatascience.com/when-gpu-utilization-lies-the-hidden-systems-problem-slowing-modern-ai/

towardsdatascience.com

https://volcano.sh/en/

volcano.sh

https://kueue.sigs.k8s.io/

kueue.sigs.k8s.io

https://github.com/NVIDIA/KAI-Scheduler

github.com

https://jimmysong.io/blog/ai-inference-on-kubernetes

jimmysong.io