In order to properly engineer things, we must know how they work.

We cannot just jump from emergent property to more convincing emergent property as if the rocks on the surface of a lake.

"Reasoning" is an important part in said framework: yes, we must understand how it works, how it works properly, how its simulations work, how they work properly...