Overusing foundation models for tasks that don't require generative capabilities remains a primary engineering error. Chip Huyen warns that developers often treat AI as a universal tool, ignoring simpler, more reliable alternatives. Practitioners should prioritize deterministic logic over LLMs when optimizing specific metrics like energy consumption to avoid unnecessary complexity.