Domain Intelligence (The Intelligence that works in real world) is General Intelligence equipped with domain knowledge --- And domain knowledge can and should be learned from interaction with AI agents --- not trained and given. Here I proposed A Self-Evolving Knowledge Engine, I believe it's the answer to the question of how AI agents become Domain Intelligence.