The human brain has an estimated 100 trillion neuronal connections - so probably a good order of magnitude estimation for the parameter count of an AGI model.

Yeah, but a lot of those do things unrelated to higher reasoning. A small monkey is smarter than a moose, despite the moose obviously having way more synapses.

I don't think you can rely on this kind of argument so heavily. A brain isn't a muscle.