Overusing foundation models for tasks that do not require generative capabilities remains a frequent engineering error. Chip Huyen highlights this tendency, citing a team attempting to optimize energy consumption via LLMs. This pattern leads to unnecessary complexity and inefficiency. Practitioners should prioritize deterministic logic over stochastic models when a clear rule-based solution exists.