Overusing foundation models for simple tasks remains a primary failure point for developers. Chip Huyen highlights a specific case where teams attempted to optimize household energy consumption using generative AI instead of traditional algorithms. This tendency to treat LLMs as a universal tool creates unnecessary complexity. Practitioners should prioritize deterministic logic over probabilistic outputs.