The actual business model is in local, offline commodity consumer LLM devices. (Think something the size and cost of a wi-fi router.)

This won't happen until Chinese manufacturers get the manufacturing capacity to make these for cheap.

I.e., not in this bubble and you'll have to wait a decade or more.