Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen warns that engineers often treat generative AI as a universal tool, even for deterministic problems like energy optimization. This tendency leads to unnecessary complexity. Practitioners should prioritize traditional software patterns over LLMs unless the task specifically requires generative capabilities.