Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen warns that engineers often apply generative AI to problems where traditional logic suffices. This tendency creates unnecessary complexity and cost. Practitioners must prioritize deterministic solutions over probabilistic models to ensure application reliability and efficiency.