Overusing foundation models for simple tasks remains a primary failure point for developers. Chip Huyen highlights a specific case where teams attempted to optimize energy consumption using generative AI instead of traditional methods. This tendency to treat AI as a universal tool often leads to inefficiency. Practitioners should prioritize deterministic logic over LLMs for structured optimization.