Overusing foundation models for simple tasks remains a primary failure point for developers. Chip Huyen warns that engineers often treat generative AI as a universal tool, even for optimization problems better suited for traditional algorithms. This tendency leads to inefficient architectures. Practitioners should prioritize deterministic logic over LLMs when precise, predictable outputs are required.