Complete AI layman here but it seems to me that the human mind's architecture has an overarching "executive" module that is involved in managing the numerous "expert" systems that do other stuff for us. (split brain experiments demonstrate multiple "minds" in the brain)

Based on what we know about different systems in the brain it might be a stretch to expect hallucination free AGI, using only a single LLM.