Chip Huyen describes a team that tried to use generative AI to optimize energy consumption, a clear example of over‑application. The post lists common mistakes, from misusing generative models to ignoring safety checks. Practitioners should first assess whether a foundation model truly adds value. Avoiding these pitfalls saves time and resources.