Because see how easy it was to get three corrupt evil-intentioned "heads"?
It would be less likely to have 12 corrupt evil-intentioned heads. Not impossible of course but less likely.
What should those other equal branches of government be now that you've seen how a puny three can be co-opted by evil so easily?.
Any ideas?