Over-reliance on foundation models often leads engineers to apply generative AI to problems that do not require it. Chip Huyen warns that treating LLMs as a universal tool creates unnecessary complexity. Developers should prioritize deterministic logic over probabilistic outputs. This shift reduces system fragility and lowers operational costs for production-grade AI applications.