Realistically, you'd train your model the same way it's done today and then custom-order analog ones with the weights programmed in. The advantage here would be faster inference (assuming analog circuits actually work out), but custom manufacturing circuits would only really work at scale.

I don't think reprogrammable analog circuits would really be feasible, at least with today's tech. You'd need to modify the resistors etc. to make it work.