Overusing foundation models for simple tasks remains a primary error for developers. Chip Huyen warns that engineers often apply generative AI to problems where traditional logic suffices. This tendency leads to unnecessary complexity and inefficiency. Practitioners should prioritize deterministic solutions over LLMs unless the specific use case requires creative generation or complex reasoning.