Overusing generative AI for simple tasks remains a primary failure point for developers. Chip Huyen warns that teams often apply foundation models to problems better solved by traditional software. This tendency ignores efficiency and reliability. Practitioners must prioritize the simplest tool that solves the problem to avoid unnecessary complexity and cost in production.