Overusing foundation models for simple tasks remains a primary failure point for developers. Chip Huyen highlights a specific case where teams attempted to use generative AI for energy consumption optimization. This approach often replaces more efficient, deterministic algorithms. Practitioners must evaluate if a problem actually requires probabilistic outputs before deploying expensive LLM workflows.