Overusing foundation models for simple tasks remains a primary error for developers. Chip Huyen warns against treating generative AI as a universal solution, citing attempts to use LLMs for energy optimization. This incremental advice urges practitioners to prioritize deterministic logic over stochastic outputs. Choosing the simplest tool reduces latency and prevents unpredictable system failures.