It's an LLM-powered evolutionary algorithm.

I'd like see a system like this take more inspiration from the ES literature, similar to AlphaEvolve. Let's see an archive of solutions, novelty scoring and some crossover rather than purely mutating the same file in a linear fashion.

That was my impression. Including evolutionary programming which normally would happen at the AST level, with the LLM it can happen at the source level.