GPU Sharing Done Right: Secrets, Security, and Scaling

Presentation delivered at the Southern California Linux Expo (SCALE), 23rd Edition in March 2026. Multi-tenant Kubernetes with GPU sharing is a compelling model for AI infrastructure, but it requires careful design to balance performance with security. This session shows how to build a secure and scalable environment where multiple teams can run GPU workloads without compromising isolation or…