Overusing foundation models for simple tasks remains a primary error for developers. Chip Huyen highlights the tendency to apply generative AI where traditional software suffices, citing an attempt to optimize energy consumption as a prime example. This mismatch leads to inefficiency. Practitioners must prioritize deterministic logic over stochastic outputs for predictable system behavior.