Over-reliance on foundation models often leads developers to use generative AI for tasks that require deterministic logic. Chip Huyen warns that treating LLMs as universal tools creates inefficiency and instability. Practitioners should prioritize traditional software engineering for optimization tasks. This incremental advice emphasizes choosing the simplest tool that solves the specific problem.