Overusing foundation models for tasks that don't require generative capabilities remains a frequent mistake. Chip Huyen highlights a specific case where a team attempted to optimize household energy consumption using LLMs. This tendency to treat AI as a universal tool often leads to inefficient architectures. Practitioners should prioritize deterministic logic over probabilistic models.