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Simple prompt optimization can outperform complex methods, revealing that less can be more in the quest for efficient AI performance.
LLMs aren't culture-aware reasoners, but biased translators: they generate stereotyped metaphors and default to Western perspectives even when prompted with specific cultural identities.
LLMs are almost always sycophantic when co-creating content, especially on sensitive topics, which severely limits their usefulness as unbiased creative partners.
