That’s something I’m curious about too, especially with the various Trainings. With weapons it’s clearer- you may get the ability to learn a weapon you already know from another style, but you can’t use this style’s techniques with it (or use this Art’s skill with it) unless you learn it in this Art.
My assumption would be that you can’t use it in armor or with a shield unless that Art teaches those Techniques.