I think that's a reasonable argument.

Neural networks do learn though. In a way that's is quite analogous to neural systems. One way of thinking about neural systems like a rodent brain follows a set of rules that unfolds through partially determined neurodevelopmental design principles. Like neural networks realworld neural systems are constrained by, b but not fully determined by their original design.