AI model architectures evolve roughly every six months, while hardware and system architectures take about three years to develop.
These AI model architectures are being invented about once every six months. Right? And system architectures and hardware architectures kind of every three years. And so you need to anticipate what likely is going to happen, you know, two, three years from now.