Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen warns against treating generative AI as a universal tool for every problem. This tendency often leads to inefficient architectures. Practitioners should prioritize deterministic logic over LLMs when a simpler, non-generative solution exists to ensure system reliability.