Virginia Tech is exploring a human-in-the-loop approach to essay scoring that combines trained human reviewers with AI support tools. The model keeps human judgment central while using AI as a confirmatory layer to strengthen consistency, increase oversight, and trigger additional human review when scores significantly differ.