Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen warns that engineers often apply generative AI to problems better solved by traditional software. This tendency creates unnecessary complexity and inefficiency. Practitioners must prioritize deterministic logic over stochastic outputs when precise optimization or simple data processing is required.