Game engines don't need much if anything from GA (and I've written about using GA decades ago for software, and did it for some time, before realizing that trading that elegance for worse performance was not worth it).
Here's [1] one example from the godfather of GA demonstrating how poorly GA performs
[1] https://webspace.science.uu.nl/~kreve101/asci/GAraytracer.pd...