Overusing foundation models for simple tasks remains a primary failure point for developers. Chip Huyen warns that engineers often apply generative AI to problems where traditional algorithms suffice. This tendency leads to unnecessary complexity and inefficiency. Practitioners must evaluate if a deterministic solution works before deploying a stochastic model to ensure system reliability.