Engineering · April 30, 2026 · AIPulse Deployment Engineering
The gap between a cluster that boots and a cluster that trains at expected throughput is almost always in the interconnect. Cabling that passes a link test can still leave collective operations well short of the performance the hardware is capable of.
That is why our deployment service treats validation as a distinct stage rather than a final checkbox. Once physical installation and network configuration are complete, we run collective communication benchmarks across the fabric and compare results against the expected profile for the topology.
The same stage covers spine-leaf and VXLAN configuration verification, storage throughput checks, and confirmation that the scheduling layer distributes work as intended across all nodes.
Only once those results are documented do we move to handover, which includes knowledge transfer to the customer's own team so they understand the configuration they have inherited.
It adds time before sign-off. It removes the far more expensive discovery, weeks later, that a production training run is quietly leaving a significant share of the cluster's capability unused.