Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen warns against treating generative AI as a universal tool, citing an attempt to optimize energy consumption via LLMs. This tendency leads to inefficient architectures. Practitioners should prioritize deterministic logic over stochastic models when precise, rule-based outcomes are required.