Using generative AI for everything is the most common mistake, says Chip Huyen. Many engineers jump on the hype, deploying models to optimize energy or automate tasks that don’t need AI capabilities. The result is wasted compute, unclear value, and fragile systems. Practitioners should first assess whether a generative solution truly solves the problem before adding it.