@PhysInHistory Computer Science. While AI is based on mathematics, its implementation requires computers. For this reason, I think it falls under the domain of Computer Science.
@PhysInHistory Application. Physicists develop and validate theories on how the physical world works. Engineers apply those theories to build new things.