Overusing foundation models for simple tasks remains a primary error for developers. Chip Huyen warns against treating generative AI as a universal solution for every problem. This tendency often leads to inefficient architectures where deterministic logic suffices. Practitioners should prioritize traditional software patterns over LLMs to ensure reliability and lower operational costs.