Overusing foundation models for simple optimization tasks remains a frequent error. Chip Huyen warns that engineers often treat generative AI as a universal tool, ignoring more efficient traditional methods. This tendency leads to unnecessary complexity and cost. Practitioners must validate if a non-generative approach solves the problem before deploying an LLM.