Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen warns that teams often apply generative AI to problems better solved by traditional software. This tendency leads to unnecessary complexity and inefficiency. Practitioners should prioritize deterministic logic over stochastic models when precise, predictable outputs are required for the application.