Think of it as what ?
Complementary.
Hmm.
I think the best systems  so , uh , everything that we did in in a way it was  it was just adamantly insisting on going in with a brain damaged system , which is something  actually , we 've done a lot over the last thirteen years. Uh ,  which is we say , well this is the way we should do it. And then we do it. And then someone else does something that 's straight forward. So , w th w this was a test that largely had additive noise and we did  we adde did absolutely nothing explicitly to handle ad additive noise.