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 optimization problems better suited for traditional software. This tendency leads to unnecessary complexity. Practitioners must prioritize deterministic logic over stochastic models to ensure reliability.