Overusing foundation models for tasks better suited to traditional software is a primary failure mode. Chip Huyen highlights the tendency to treat generative AI as a universal tool, citing an attempt to optimize energy consumption via LLMs. Practitioners should prioritize deterministic logic over stochastic generation to ensure reliability and efficiency.