I appreciate the optimism! This specific example is just a pedagogical toy designed to be simple enough to analyze fully.

That said, I do agree with the intuition that static networks have a ceiling. If we want systems that can truly adapt to new contexts (like different hospitals or different physical laws) without retraining, we likely need dynamic architectures.