We know in the same sense we understand the rules in Conway's game of life - at low level - but don't understand what those rules will produce at high level (gliders, guns) except by executing and seeing. Analogous to knowing what the code looks like and not knowing if it will halt.

Knowing the low level rules, or the recursive transition rule of a system does not tell you its evolution in time.