Overusing foundation models for tasks that do not require generative capabilities remains a primary engineering error. Chip Huyen highlights the tendency to treat AI as a universal solution, citing a failed attempt to optimize energy consumption. Practitioners must prioritize deterministic logic over LLMs to avoid unnecessary complexity. This incremental advice warns against over-engineering simple problems.