A team once tried to use generative AI to optimize a household's energy consumption, a move Chip Huyen calls a classic overreach. The post lists dozens of similar missteps, from unnecessary model calls to brittle prompts. Engineers should audit each use case, favoring rule‑based or statistical methods first. Avoiding these pitfalls saves time and cost.