SREday

Site Reliability, DevOps and Cloud

June 11, 2026 Ilert, Cologne, Germany

1
Day
15+
Speakers
1
Track
50+
Attendees

On-Prem AI Inferencing at Scale: Running NVIDIA DGX Workloads with Run:ai and Kubernetes

Umut Tuglu
Fraunhofer-Gesellschaft
Abstract

When Fraunhofer invested in NVIDIA DGX systems to provide self-hosted AI inferencing to all Fraunhofer employees, the path from hardware to platform was full of pain points. This talk walks through our migration from NVIDIA's Base Command Manager to a Run:ai-based setup integrated into our existing Rancher-based Kubernetes infrastructure, covering the architecture on both sides: a custom stack handling GPU partitioning and inferencing through our own vLLM Helm charts before, and the Run:ai control plane after. We'll wrap up with a look at how the platform is put to use across Fraunhofer, from the FhGenie chatbot to a growing set of internal AI-powered applications.

Bio

DevOps Engineer at Fraunhofer specializing in Kubernetes and private cloud infrastructure. His daily work spans IaC, automation, and networking to build and operate the on-premises platform that now powers Fraunhofer's internal AI inferencing services.

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