RoCE vs InfiniBand for AI Training Clusters: A Practical Comparison
A practical breakdown of when to choose RoCEv2 over InfiniBand for AI training workloads, covering latency, cost, operational complexity, and real-world tradeoffs.
I help organizations design and operate AI data center networks — and build applied AI solutions that automate workflows and improve outcomes.
Two focused practice areas at the intersection of AI and infrastructure.
Custom AI applications that automate repetitive tasks, augment decision-making, and integrate into your existing workflows — delivering measurable improvements in speed and outcomes.
Learn moreDesign, optimization, and management of high-performance AI fabric networks — including InfiniBand, RoCE, and Ethernet-based GPU cluster interconnects for training and inference workloads.
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I'm a consultant with deep expertise in AI data center networks and infrastructure, as well as AI applications for automating tasks or improving workflow process outcomes. With years of experience spanning networks of all types, hyperscale data centers and AI deployments, I bridge the gap between cutting-edge AI research and real-world production systems.
Full profileA practical breakdown of when to choose RoCEv2 over InfiniBand for AI training workloads, covering latency, cost, operational complexity, and real-world tradeoffs.
Most RAG prototypes impress in demos and disappoint in production. Here is what separates the ones that work from the ones that do not.
Whether you need a network architecture review or a custom AI application, let's start with a conversation.
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