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Smaller AI models redefine what’s possible with Kubernetes

  • Kubernetes is playing a pivotal role in scaling and operationalizing AI, despite challenges in aligning its stateless architecture with AI’s stateful requirements.
  • Organizations are turning to Kubernetes as a foundation for experimental and enterprise-grade AI deployment to achieve real-world performance, cost-efficiency, and sustainability.
  • Kubernetes remains central to democratizing AI infrastructure, with a shift towards lightweight, domain-specific models that provide better results at lower costs.
  • The CNCF, supported by Red Hat, is helping standardize operations and drive convergence on shared benchmarks, ensuring sustainability, performance, and energy efficiency.

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