Chip Huyen cites a team that used generative AI to optimize energy consumption, a misuse that wastes resources. The article catalogs frequent pitfalls, such as applying generative models where simpler solutions suffice. By highlighting these errors, Huyen urges developers to assess real need before deploying foundation models. Skipping this step can inflate costs and reduce product quality.