You are the one talking about “forming new concepts and reasoning from those concepts”.
Those things, forming concepts and reasoning, are actions that we only have a working formulation of in humans.
Memory that would allow the LLM to form new concepts and reason, as you state, would have to be interconnected. An offline text is not.