Overusing foundation models for tasks that don't require generative capabilities remains a primary engineering error. Chip Huyen highlights this tendency, citing a failed attempt to optimize household energy consumption using LLMs. Practitioners should prioritize deterministic logic over stochastic models. This avoids unnecessary complexity and reduces unpredictable system behavior in production environments.