Overusing foundation models for tasks that don't require generative capabilities is a frequent engineering error. Chip Huyen identifies this as a primary pitfall, citing teams attempting to optimize energy consumption with LLMs. Developers should prioritize deterministic logic over stochastic models. This approach reduces latency and eliminates unnecessary costs for simple optimization problems.