Overusing foundation models for simple tasks remains a primary error for developers. Chip Huyen highlights the tendency to apply generative AI where traditional logic suffices, citing an attempt to optimize energy consumption via LLMs. This pattern leads to unnecessary complexity. Practitioners should prioritize deterministic solutions over stochastic models to ensure reliability and lower costs.