💸The GPU Scheduling Nightmare: Kubernetes GPU Scheduling for AI and Enterprise Utilization

AI Unraveled: Latest AI News & Trends, ChatGPT, Gemini, DeepSeek, Gen AI, LLMs, Agents, Ethics, Bias by Etienne Noumen

S30 E22
20:07
Episode notes

Welcome to AI Unraveled: Your daily strategic briefing on the business impact of AI.

Today's Highlights: We are switching to "Special Episode" status for a critical infrastructure deep dive. We tackle the GPU Scheduling Nightmare—why your expensive H100s are sitting idle, why default Kubernetes fails at AI orchestration, and the new playbook enterprises are using to reclaim millions in wasted compute.

Strategic Pillars & Topics

📉 The Core Problem: The "Idle Iron" Crisis

  • The 15% Reality: Why most enterprises only utilize 15-30% of their GPU capacity despite massive investments.
  • The Kubernetes Gap: Why standard K8s schedulers (FIFO) choke on AI workloads and create "resource fragment ... 
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Keywords
The GPU Scheduling Nightmare