I'm surprised I'm not able to find this out - can some one tell me whether AlphaEvolve involves backprop or not?

I honestly have no idea how AlphaEvolve works - does it work purely on the text level? Meaning I might be able to come up with something like AlphaEvolve with some EC2's and a Gemini API access?