Overusing foundation models for tasks that do not require generative capabilities remains a frequent error. Chip Huyen warns that engineers often treat AI as a universal tool, even for deterministic problems like energy optimization. This tendency leads to unnecessary complexity. Practitioners should prioritize simple, non-generative logic before integrating LLMs into their production pipelines.