Overusing generative AI for tasks that don't require it remains a primary engineering error. Chip Huyen highlights a specific case where teams attempted to use LLMs for energy consumption optimization. This tendency to treat AI as a universal tool often leads to inefficient architectures. Practitioners should prioritize deterministic logic over probabilistic models for structured optimization.