Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen warns that engineers often apply generative AI to problems where traditional logic suffices. This tendency leads to unnecessary complexity and cost. Practitioners should prioritize deterministic solutions over LLMs to ensure reliability and reduce latency in production environments.