Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen warns against treating generative AI as a universal tool for problems better solved by traditional software. This tendency leads to inefficient, unreliable systems. Practitioners must evaluate if a non-generative approach provides more predictable results before deploying LLMs.