09 · Hardware & Infrastructure

NVLink / InfiniBand

High-speed GPU interconnects

The wiring that lets thousands of GPUs in a cluster talk fast. Training a frontier model isn't one chip — it's tens of thousands working in concert, and the interconnect decides whether they cooperate efficiently or choke on overhead.

Concrete example

Poor interconnect can leave expensive GPUs idle, waiting on each other — directly dragging down MFU.

Why it matters

Often the hidden bottleneck that decides whether a giant cluster runs efficiently.