Without getting philosophical, it would seem to me that if there was a single expression/equation/concept that explained everything - that it might be unknowable.

...because truly knowing it would create a new universe in that mind.

In that way, maybe we are a "simulation" - ie. inside the mind the prior person who understood the principle and created the universe again.

...or it's just impossible to fully know a system from within that system.