What is it about?

TA training, using Virtual reality and AI agents. • Three-stage model: Observe → Interact→ Reflect • Five AI student personas (high-need, low-confidence, solution-focused, disengaged, cheating) • AI conversational agent avatars display code on a whiteboard • Rubric-based feedback given by an AI agent grounded in the MUSIC Model (empowerment, success, caring)

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Why is it important?

Computer science TAs shape student motivation and belonging, but traditional training lacks scalable, realistic practice. VISTA is an XR + AI tool that simulates office-hour interactions in a virtual environment.

Perspectives

Work-in-progress with strong potential for widespread TA training.

Fatemeh Sarshartehrani
Virginia Polytechnic Institute and State University

Read the Original

This page is a summary of: VISTA: Virtual Interactive Simulation for Teaching Assistants, February 2026, ACM (Association for Computing Machinery),
DOI: 10.1145/3770761.3777315.
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