Over-reliance on foundation models often leads developers to apply generative AI to problems better solved by traditional algorithms. Chip Huyen highlights this tendency, citing a team attempting to optimize energy consumption with LLMs. This mismatch creates unnecessary complexity. Practitioners should prioritize deterministic logic over probabilistic outputs to ensure system reliability and efficiency.