It is my understanding that just baking the model itself into silicon only gives moderate gains because memory bandwidth remains a bottleneck.
The big benefit is ROM cells require fewer components than DRAM. So the chips would be tiny, dense, cheap and consume far less power.
Did you try using the the talaas chat? Something stupid like 18k tokens/second.
Think it's called Askjimmy or similar.