The keynote mentioned it's for H2 chips, meaning it should also work for the recently announced AirPods 4.
Every model has to go through the same rigor with design controls and get clearance through the 510k process. There is a lot of process and documentation, and as a medical device you can't just update firmware and swap components as they go end of life. And you can't just discontinue a product. When you submit for approval you have to define the lifetime of the product and how you plan to support it through that lifetime.
I imagine Apple will keep the AirPods Pro 2 around for about a decade as their hearing aid device.