Overusing generative AI for tasks that don't require it remains a primary failure mode. Chip Huyen warns that engineers often treat foundation models as a universal tool for every problem. This tendency leads to inefficient architectures. Practitioners must evaluate if simpler, deterministic logic solves the problem before deploying expensive and unpredictable LLM workflows.