
AI Networking: What GPU Infrastructure Really Requires
Learn how AI workloads change network design across GPU clusters, storage, east-west traffic, RDMA/RoCE, Kubernetes placement, and production inference.
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
Learn how AI workloads change network design across GPU clusters, storage, east-west traffic, RDMA/RoCE, Kubernetes placement, and production inference.
Read field note
Booting a GPU server isn't the same as making it production-ready. How Atmosphere unifies OpenStack, Ironic, and Kubernetes to turn H200 hardware into recoverable, reusable AI infrastructure.
Read field note
Compare GPU VMs, bare metal, Kubernetes, and managed inference for AI workloads. Learn which architecture fits your performance, control, scaling, and operational needs.
Read field noteTrends, best practices, and technical deep dives on open source cloud infrastructure.

Done with VMware costs and lock-in? Here's a step-by-step plan that helps you move to OpenStack with Migratekit. You gain control, cut licensing costs, and move in auditable phases with near-zero downtime.

GPU instances boost AI and machine learning with high performance and scalability, enabling faster insights and driving innovation.
Discover when to use serverless and how Atmosphere’s Kubernetes, storage, and networking provide the foundation for open, scalable solutions.
Simplify Kubernetes adoption with Atmosphere: pre-configured clusters, seamless integrations, and scalable automation for enterprise cloud workloads.
Learn how to deploy hybrid clouds with OpenStack and Atmosphere for flexibility, control, and enterprise-ready scalability.
Running e-learning at scale is a feat given the tremendous appetite for AI- and lab-based learning. Here's a practical build guide if you want to deploy private clouds for GPU labs, low-latency access, and predictable costs.
Discover how Atmosphere enables secure, fast DevOps on OpenStack with IaC, CI/CD, secrets management, and continuous auditing.
Atmosphere transforms local storage in OpenStack, offering performance, scalability, and reliability for hybrid, edge, and high-performance cloud workloads.
Finops is extremely challenging to navigate for a lot of startups. You can regain cost control by automating idle resource cleanup, GPU-aware autoscaling, and policy-based infrastructure management.
Discover how Atmosphere simplifies data workloads by uniting VMs and Kubernetes for AI, big data, and IoT with seamless scalability and automation.