
Shared vs. Dedicated GPUs for Enterprise AI
Compare dedicated GPUs, MIG, vGPU, and time-slicing for enterprise AI. Learn how isolation, performance, utilization, and workload type affect GPU allocation.
Read field noteField notes / Latest
Engineering notes from operating open infrastructure: the failures, design decisions, and upstream work that make open infrastructure better.
Browse all field notes
Compare dedicated GPUs, MIG, vGPU, and time-slicing for enterprise AI. Learn how isolation, performance, utilization, and workload type affect GPU allocation.
Read field note
Why infrastructure flexibility matters and how open cloud technologies can help organizations adapt as workloads and business needs change.
Read field note
Learn how AI workloads change network design across GPU clusters, storage, east-west traffic, RDMA/RoCE, Kubernetes placement, and production inference.
Read field noteTrends, best practices, and technical deep dives on open source cloud infrastructure.

Only 54% of AI projects reach production. The bottleneck is infrastructure, not models. Learn how OpenStack and Kubernetes close the gap to deployment.

5 questions to ask before choosing managed Kubernetes. Conformance, portability, monitoring, support, and deployment — covered.
Infrastructure decisions aren't just about performance anymore. For Kubernetes teams, where data lives is now the first design constraint.
Most teams think picking an EU region solves data sovereignty. It doesn't. Learn what sovereign Kubernetes actually requires — and how to get there.
GPUs get the headlines but storage, networking, and scheduling determine real AI performance. Learn what actually matters and how open infrastructure helps.
VEXXHOST's recap of KubeCon Europe 2026 in Amsterdam — key trends in managed Kubernetes, data sovereignty, platform engineering, AI infrastructure, and security.
Choosing between active-active, active-passive, and federated Kubernetes across regions? A practical breakdown of when each pattern fits, how each fails, and what to get right before you deploy.
The EU AI Act takes effect August 2026. Compliance starts at the infrastructure layer. Learn why sovereign AI needs OpenStack, Kubernetes, and Atmosphere.
Learn how a lightweight keystoneauth1 plugin brings your existing browser-based MFA and SSO to the OpenStack CLI, with no changes to any client tools.