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 or optimization algorithms suffice. This tendency creates unnecessary complexity and cost. Practitioners should prioritize deterministic solutions over LLMs unless the task specifically requires creative generation.