I don't know what you mean by long supremacy, later you mention decades, but Nvidia's huge market share will last for 5 years, 7 years max.
As soon as the computation has to not be absolutely accurate, but it has to approximate a very good solution of a large volume of data in a second, then biology is already great at that. Silicon chips are orders of magnitude worse, in energy consumption as well as the speed of the approximation, let alone the fact they overheat.
In my view, silicon is on it's way out, for use cases like that.
https://www.forbes.com/sites/zinnialee/2023/06/21/cortical-l...