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The Inference Paradox: How Split-Brain LLMs Are Killing Your GPU ROI

calendar_today June 10, 2026 person Shady Smaoui domain densify

During the Toronto KCD (Kubernetes Community Days), I attended an insightful talk on AI resource optimization that highlighted a staggering Gartner study: “AI infrastructure is adding $401 billion in new spending this year alone. Yet, real-world audits tell a much darker story, revealing that average GPU utilization in the enterprise is stuck at a dismal … The Inference Paradox: How Split-Brain LLMs Are Killing Your GPU ROI Read More » The post The Inference Paradox: How Split-Brain LLMs Are Killing Your GPU ROI appeared first on Kubex .

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