As L. White says, dead on its own is used quite regularly. Throughout the UK, I think. But pure dead brilliant is a complete phrase in itself. The only other adjective I can ever recall being associated with it is, "She's pure dead gallus, so she is." Gallus being Glaswegian for cocky, confident, full of oneself.
LabRat