Neutron stars don't tend to collapse into black holes. Although they are incredibly dense, they don't have the mass required to collapse into black holes. While there is likely an upper limit to the mass a neutron star can acquire before it's forced to collapse into a black hole, the stars are incredibly stable and we haven't found it yet. This large helps us approach that limit.