Ayush contributed to the continuousactivelearning/vibe repository by developing a feature that enhances proctoring security through virtual camera detection and stream integrity validation. Using React and TypeScript, Ayush implemented mechanisms to block virtual cameras and ensure the authenticity of video streams during proctored sessions. The solution integrated directly into the existing workflow, supporting auditability and debugging. Collaboration with Nandan Prabhudesai included code review and documentation to facilitate maintainability. While the work focused on a single feature over one month, it addressed a specific need for reliable proctoring by reducing the risk of spoofed video feeds and improving session integrity.