Overusing foundation models for simple tasks remains a primary failure point for developers. Chip Huyen warns against treating generative AI as a universal solution for problems better solved by traditional logic. This tendency leads to inefficient architectures. Practitioners must prioritize deterministic methods over stochastic models to ensure reliability and reduce unnecessary compute costs.