Transparency & Reflection: Navigating student + AI work in higher education

Artificial intelligence has made polished student work easier to produce and harder to interpret. In response, higher education has placed growing faith in transparency statements, process logs, reflective essays, and other attempts to make learning visible. Transparency & Reflection asks what these practices actually reveal and what happens when educators treat them as evidence of student thinking.