AI in higher education
Institutional transformation
Workforce alignment
Reflections on AI and cognition
Beyond AI Detection: The Real Future of Assessment Is Evidence of Capability
The article argues that AI has not made assessment obsolete, but it has exposed the weakness of models built around recall, static outputs, and detection. Instead of focusing mainly on whether someone used AI, institutions should redesign assessment to produce credible, contextual, and defensible evidence of human capability.