May 19th 2026

Beyond GPUs: The Real Infrastructure Challenge Behind AI

Training a model is one challenge. Serving millions of requests reliably across distributed hardware environments, while preserving low latency, runtime efficiency, cache locality, and output quality is an entirely different systems problem. That is where modern AI infrastructure becomes interesting. And increasingly, that challenge looks less like traditional backend engineering and more like distributed systems orchestration at planetary scale.