Code is not only code.

It's like saying physics it's just math. If we read:

F = m*a

There is ton of knowledge encoded in that formula.

We cannot evaluate the formula alone. We need the knowledge behind it to see if it matches reality.

With llms we know for a fact that if the code matches reality, or expectations, it's a happy accident.