AI hardware scalability 3

https://pghxoil8gl.raidersfanteamshop.com/how-chipmakers-are-rethinking-their-ai-silicon-portfolio-to-keep-up-with-demand

Scaling AI hardware isn't just about adding more chips—it's about designing systems where processors, memory, and interconnects work together efficiently as workloads grow. As models get larger, bottlenecks in data movement and power use become critical, pushing engineers to rethink architectures beyond traditional CPUs and GPUs. The real challenge lies in maintaining performance gains without exploding costs or energy consumption.