Actually, I wouldn't be surprised if AI isn't limited to a specific central processing core, which can be added to an existing system - much the way in that computer users can add a graphics card, soundcard, or various other fillers for their PCI slots.
Though, of course, I'm sure there's an alternative possibility of exactly as suggested, with the needs of the aI system written into the actual general operating system.
