Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen warns that teams often apply generative AI to problems where traditional logic or optimization algorithms suffice. This inefficiency wastes compute and increases latency. Practitioners should prioritize deterministic solutions before deploying stochastic models to ensure reliability and cost-effectiveness.