Overusing foundation models for simple tasks remains a primary error for developers. Chip Huyen warns that teams often apply generative AI to problems where traditional logic or optimization algorithms suffice. This tendency leads to unnecessary complexity and inefficiency. Practitioners should prioritize deterministic solutions over LLMs for predictable, rule-based energy or data optimization tasks.