Well, as somebody who likes complaining, I don’t like your new title either; evolution doesn’t ‘invent’ anything, and anthropomorphising it just confuses people (see also generative ai, grumble mutter).
Really? I think it kind of does invent. Trial and error. Back propagation. Mutation. Some randomness at conception. Sure it's a personification, but not a bad one.
The evolutionary fitness of a particular adaptation helps spread the genes that causes the adaptation. I think backpropagation is a very apt description for that phenomenon