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 inefficient systems and unnecessary complexity. Practitioners must prioritize deterministic tools over LLMs when precise, predictable outputs are required for the application.