This is the way. Checkout the technique mentioned in the alphaevolve paper and see if it works well for your setting.
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Thank you for the reference, I hope to be smart enough to try it out!
It's a straightforward "prompting" + single evolutionary algorithm technique, The paper looks like well, a paper, but the actual thing is simple.