Chip Huyen notes a team that used Generative AI to optimize energy consumption, only to find the model added noise. The post lists common missteps, from over‑engineering to ignoring prompt limits, and shows how simple checks can save time. Practitioners should validate necessity before deploying foundation models and monitor for unintended outputs.