Overusing foundation models for tasks that don't require generative capabilities is a primary mistake for developers. Chip Huyen warns that engineers often treat AI as a universal tool, even for optimization problems. This tendency leads to inefficient architectures. Practitioners should prioritize deterministic logic over LLMs when precise outputs are required.