Overusing foundation models for tasks that do not require generative capabilities is a primary failure mode for developers. Chip Huyen highlights this tendency, noting that engineers often treat AI as a universal tool. This mismatch leads to inefficiency. Practitioners must prioritize deterministic logic over LLMs when simple algorithms suffice for the task.