First off, let's say I'm wrong about Alpha Evolve. Fine, I made two more points; address them as well; that's just normal manners in a conversation.
Second, I question your idea of what Alpha Evolve is. You seem to think it's an LLM or LLM-adjacent when it's more like an evolutionary algo picking a better seed among the LLMs. That's not an LLM, if anything, it has some ability to correct itself.
Alpha Evolve is made from LLMs, but it's not the only part. If anything, it needs a genetic algo component. LLMs generally don't evolve.
Also, why are you focusing on AlphaEvolve? I made two other points you haven't addressed.