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 deterministic problems like energy optimization. This mismatch leads to inefficiency and instability. Practitioners should prioritize traditional software patterns over LLMs when precise, rule-based logic suffices.