Project case study / Computer vision for examination integrity

HawkWatch, built by Pranav Attarde.

HawkWatch is an online examination project combining identity verification, computer vision and behavioral signals with live monitoring.

REACT · NODE.JS · MEDIAPIPE · JWT

The problem

Remote examinations need evidence that can be reviewed and understood. HawkWatch brings identity checks and monitoring signals into an examination workflow, rather than treating a single signal as proof.

The engineering

A React interface connects to Node.js services, with MediaPipe-based computer vision and JWT access controls. The system combines monitoring signals to support explainable risk assessment.

What to explore

HawkWatch is available as source code. Review the repository for the implementation of its examination and proctoring flows. Monitoring signals support human review; they should not be treated as a definitive cheating verdict.