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