Munaisyah Abdullah

HAICA: A framework for reasoning transparency in AI-enabled higher education assessment

Generative Artificial Intelligence (GenAI) has destabilized conventional assumptions about the evidentiary basis of higher education assessment. When students can produce polished and technically plausible outputs with AI support, final submissions alone may no longer provide suf...