Overusing foundation models for simple tasks remains a primary error for developers. Chip Huyen highlights a specific case where teams attempted to use generative AI for energy consumption optimization. This misuse often ignores more efficient, deterministic alternatives. Practitioners must prioritize problem-fit over novelty to avoid unnecessary complexity and cost in production environments.