Overusing foundation models for simple tasks remains a primary failure mode 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 inefficiency wastes compute and increases latency. Practitioners should prioritize deterministic logic over LLMs when precise outputs are required.