Who says you need anything other than the transformer? We've clearly not squeezed all the capability out of it.
Nobody has any knowledge of the "magic number" of size and data before "AGI" so people train increasingly large models.
Bigger models are in the process of being trained. They will continue to be until they no longer get better.