those guys you turn them into fuzzy balls okay and those fuzzy balls might overlap so for example this this sample and that sample mind up my end up being confused with each other because when you add noise you can turn one into the other and so the reconstruction error will probably increase so what is the system going to do very easy it's gonna make those fuzzy ball fly away from each other right so that they don't overlap and that really is not that interesting you know it just makes the norm of the output of the encoder just larger but it