Overusing foundation models for tasks that don't require generative capabilities remains a primary failure point for developers. Chip Huyen highlights how teams often apply LLMs to deterministic problems, such as energy optimization, where traditional algorithms outperform them. Practitioners should prioritize simple logic over complex models to reduce latency and cost.