It's a tool for your toolbox, one among many. It's normally used in combination with other techniques -- simulated/quantum annealing and their many varieties, backpropagation, artificial (perhaps manual) selection, etc. etc. etc. Use it on its own, and you're likely to build CPU clocks that secretly pick up radio waves from your instrumentation.
The Entities, as described, use only evolution. That's why they're dumb.
If you use your human intelligence to examine the results of your evolutionary algorithm and reject the unusable, crazy or far too situational stuff, then you're already not using pure evolution.