DevNation DayDevNation Day
Conference50min
INTERMEDIATE

Scaling AI on Hybrid Cloud for Production LLM Inference at Scale

Learn how to run production-ready LLM inference on Kubernetes with vLLM for fast, efficient, and cost-effective AI at scale across hybrid cloud environments. We’ll follow the evolution of production inference from vLLM fundamentals, to distributed inference patterns with llm-d, and finally to operating Models as a Service (MaaS) as a scalable platform capability across on-prem and cloud infrastructure.

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Roberto Carratala
Roberto CarratalaRed Hat

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Thursday, May 7, 12:20-13:10
Room E
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Learn how to run production-ready LLM inference on Kubernetes with vLLM for fast, efficient, and cost-effective AI at scale across hybrid cloud environments. We’ll follow the evolution of production inference from vLLM fundamentals, to distributed inference patterns with llm-d, and finally to operating Models as a Service (MaaS) as a scalable platform capability across on-prem and cloud infrastructure.
inference
maas
kubernetes
vllm
talks.speakers
Roberto Carratala

Roberto Carratala

Red Hat

Spain

Roberto is a Principal AI Architect working in the AI Business Unit specializing in Container Orchestration Platforms (OpenShift & Kubernetes), AI/ML, DevSecOps, and CI/CD. With over 10 years of experience in system administration, cloud infrastructure, and AI/ML, he holds two MSc degrees in Telco Engineering and AI/ML.
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Scaling AI on Hybrid Cloud for Production LLM Inference at Scale infographic
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