Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen warns against treating generative AI as a universal solution, citing attempts to use LLMs for basic energy optimization. Practitioners should prioritize deterministic logic over probabilistic models when precision is required. This incremental advice targets early-stage architectural errors.