Overusing foundation models for tasks that do not require generative capabilities is a frequent engineering error. Chip Huyen highlights this tendency, citing a team attempting to optimize energy consumption via LLMs. This misapplication wastes resources and complicates architecture. Practitioners should prioritize deterministic logic over stochastic models for predictable, data-driven optimization tasks.