Overusing foundation models for tasks better suited to traditional software remains a primary error for developers. Chip Huyen warns that the perceived versatility of generative AI leads teams to apply it to problems like energy optimization. This inefficiency wastes compute and increases latency. Practitioners should prioritize deterministic logic over probabilistic outputs for simple optimization tasks.