Uvation

If you have run training at scale, you know the feeling. The pager goes off at 3am because one GPU out of thousands died and took the entire job down with it. You checkpoint, find the dead node, swap it, restart from the last save, and go back to bed. Then it happens again a few hours later.

This is not bad luck. On a 16,000-GPU run, hardware breaks roughly every 3 hours. A single node fails about once every 42 days, so stack thousands of them and something is always down. Your cluster is never fully healthy. That is just the math.

And these jobs are synchronized, so one dead chip does not slow the run, it stops it. Thousands of GPUs sit idle while you recover, along with all the power and cooling feeding them. Minutes if your operations are sharp, hours if they are not. Across a run that lasts months, the wasted compute is staggering.

The GPUs are the easy part. Staying up at scale is a discipline: fast failure detection, hot spares, automatic node replacement, checkpointing that costs minutes not days. That discipline is the difference between shipping the model and burning the budget on restarts. Talk to us about infrastructure built to stay up at scale.

The server build you scoped last quarter costs more today. The lead time has doubled, and the quote expires before you can sign it. This is the memory market right now, and it is not going back.

Roughly 70% of the world's memory chips this year are going to AI data centers. The hyperscalers placed huge orders early, and the chip makers fill those first. A single AI server eats 10 to 20 times the memory of a normal one, so supply is getting pulled away from everyone else fast.

Waiting for prices to settle does not work this time. The chip makers are permanently shifting capacity to AI memory, so prices are not bouncing back and lead times keep stretching. The build you keep postponing gets more expensive and harder to source every quarter.

Buying piece by piece in this market means getting repriced every time you order. Securing supply ahead of the build is the difference between shipping on schedule and waiting in line. Talk to us about securing the stack before the next shortage.