Over-reliance on foundation models often leads engineers to use generative AI for tasks where traditional algorithms suffice. Chip Huyen warns that treating LLMs as a universal tool creates unnecessary complexity. This tendency ignores simpler, more reliable alternatives. Practitioners must validate if a generative approach actually improves the specific outcome over deterministic code.