Overusing foundation models for tasks that don't require them remains a primary engineering error. Chip Huyen identifies this tendency as a recurring mistake in public case studies and personal experience. Developers often treat generative AI as a universal tool. Practitioners must prioritize deterministic logic over probabilistic outputs to ensure system reliability and efficiency.