why does AI need so many GPUs?
AI needs many GPUs because one chip solves problems one at a time, but many chips split the same work and finish it together. That's what a GPU is for and why they cost so much. Watch the difference yourself.
A tap-to-build GPU demo — one chip vs. sixteen cores working at once.