Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen warns that teams often apply generative AI to problems where traditional algorithms are more efficient. This tendency creates unnecessary complexity and cost. Practitioners should prioritize deterministic logic over LLMs for optimization tasks to ensure reliability and performance.