Overusing foundation models for simple tasks remains a primary mistake for developers. Chip Huyen warns against treating generative AI as a universal tool, citing attempts to use it for energy optimization. This tendency creates unnecessary complexity. Practitioners should prioritize deterministic logic over probabilistic outputs to ensure reliability and reduce operational costs.