You also need to ask: How much do mainframes cost? They were engineered for backwards compatibility and reliability, with built in redundancy you don't find in consumer hardware.

AI models are changing every other day. I have to rebuild llama.cpp from source regularly. We are no where close to a personal "AI mainframe."