The Vukfunde Report

Build understanding before automation.

AI is moving fast inside universities and TVETs. Most confusion does not come from lack of tools, but from lack of clear thinking. The Vukfunde Report exists to help you reason, decide, and build responsibly.

The Vukfunde Report. Weekly clarity on AI and automation in higher education.

One focused idea every Monday, grounded in South African higher education.

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