The way to decentralize AI is to decentralize the applications.

The models will likely centralize, due to capital requirements.^[ia]

But that doesn't really matter if there are three or more high-quality ones that are easy for an application layer to swap between.

That's why OpenAI is desperately vertically integratin^[ib]g and storing state, to avoid being a swappable component lower in the stack.