Overusing foundation models for simple tasks remains a primary error for developers. Chip Huyen warns that engineers frequently apply generative AI to problems where traditional algorithms perform better. This tendency creates unnecessary complexity and cost. Practitioners should prioritize deterministic logic over probabilistic outputs to ensure reliability and efficiency in production environments.