Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen highlights a specific case where a team attempted to use generative AI for energy consumption optimization. This misapplication ignores the efficiency of traditional deterministic algorithms. Practitioners should prioritize the simplest tool that solves the problem.