No, it will not die, ever.... Unless we find out that there is an end prime, a prime with no larger prime. If such a thing even exists it could take ~100,000 years of technological advancement .
It's easily provable that there is no largest prime, and besides, Primecoin isn't trying to search for the largest prime. It searches for large prime chains.