Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen highlights the tendency to apply generative AI to problems that do not require it, such as energy optimization. This misalignment wastes compute and increases latency. Practitioners should prioritize deterministic logic over LLMs for predictable, rule-based outcomes.