Overusing generative AI for simple tasks remains a frequent mistake for developers. Chip Huyen warns that engineers often treat LLMs as a universal tool for problems that don't require them. This tendency leads to inefficient architectures. Practitioners should prioritize deterministic logic over stochastic models when precision is required for the final output.