It can go on for a long time indeed. The issue is that eventually your infrastructure is hopelessly outdated. And your key industries run by goldbricks whose core competence is demanding subsidies and hand outs.

See the US steel industry for an example. It was a long hard fight but we did it. The US steel industry went from being a world leader to not particularly important in 50 years.