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 misuse leads to inefficiency. Practitioners should prioritize deterministic logic over stochastic models when precise, rule-based outcomes are the primary goal.