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, such as energy optimization. This tendency creates unnecessary complexity. Practitioners should prioritize deterministic solutions over LLMs to ensure reliability and reduce operational costs.