Overusing foundation models for tasks solvable by traditional logic is a primary failure mode. Chip Huyen warns that developers often treat generative AI as a universal tool, even for deterministic problems like energy optimization. This tendency leads to inefficient systems. Practitioners should prioritize simple heuristics over LLMs to ensure reliability and lower latency.