AI infrastructure is often discussed in terms of accelerators and compute performance.

But as systems scale, the challenge is becoming much broader.

More compute requires more memory bandwidth. Faster memory increases packaging demands. Larger clusters need better networking. Higher compute density puts greater pressure on power delivery and cooling.