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LLMs that excel at evolutionary search aren't just smart zero-shot reasoners; they're masters of "local refinement," making small, consistent improvements without wandering off into the semantic wilderness.
Forget scaling laws: a carefully crafted data curriculum lets a 32B parameter model beat GPT-4.5 and Claude-4.5 on web navigation.
