The AI stack is similar to what we have now.
AI utility comes from applications, which always rides on top of the underlying technology, which is infrastructure. So you have databases (housed on servers), API, and other technical items that make the Internet go.
AI is going to have a place in every layer but it will still ride on infrastructure. Even AI agents will have to run on some type of server or network.