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