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Is inference really that cheap? Why can't I do it at home with a reasonable amount of money?

Capex vs opex?

Well, both? I need money for the equipment, and I need money for electricity.

Capex is probably the biggest hurdle, but I can see how electricity cost might become a factor under heavy use.