Overusing foundation models for tasks that don't require generative capabilities remains a frequent engineering error. Chip Huyen highlights this tendency, citing a team attempting to optimize energy consumption via LLMs. Developers should prioritize deterministic logic over probabilistic outputs. This approach reduces latency and eliminates unnecessary costs for simple optimization problems.