That might just make weirder rigs come to existence.

Multi-user memory-protected operating systems of the "rich" have spread to the machines for the "poor", simply because it's work that can be reused.

If there'll be enough RAM of a certain interface standard on the market due to that being used by all the AI hardware, it will eventually start making sense to produce personal hardware supporting it.