Nexus Compute

AI Training Cluster

A multi-node GPU cluster engineered for training models from scratch.

Overview

The AI Training Cluster is a complete multi-node solution (GPU servers, high-speed fabric, shared storage, and orchestration) engineered for organizations training large models at scale. Nexus Compute acts as your hardware supplier and design partner, specifying and building every component so the cluster arrives as a coherent system, not a parts list. The decision that separates a cluster from a room of servers is where the model stops fitting in one node. Below that point you replicate the model and exchange gradients, and high-speed Ethernet can be adequate; above it you split the model across nodes, every step involves synchronous traffic between them, and the fabric rather than the GPUs sets how fast the run goes. That is why we specify network, storage, and compute together, and size the fabric for the node count you expect to reach rather than the one you start with. The other half of the design is the building: a cluster is a per-rack power and cooling problem multiplied by rack count, and the facility work usually has a longer lead time than the hardware, so it is worth starting first.

Warranty & Support