Yes, one was designed while the other evolved. That makes understanding their operation qualitatively different (e.g. one is almost linear sequence of nearly ideal stages with minimal degrees of freedom, while the other are completely non-linear chemical systems with hundreds or thousands of degrees of freedom). Even reverse engineering a GPT3 instance is mind boggling and the number of independent variables is tiny in comparison.