
From Users to Builders: The Test Facing South Africa’s Universities
Why the diagnosis holds Manamela argued that AI makes the university’s traditional work more urgent: questioning arguments, testing evidence and taking responsibility for knowledge. AI systems can produce content without establishing whether it is true. The labour market gives that argument weight. Graduates recorded 12.4% unemployment in the second quarter

