My entire motivation for using GAs is to get away from back propagation. When you aren't constrained by linearity and chain rule of calculus, you can approach problems very differently.

For example, evolving program tapes is not something you can back propagate. Having a symbolic, procedural representation of something as effective as ChatGPT currently is would be a holy grail in many contexts.