For third-year Honours Bachelor of Computer Science student Isla Mukheef, code stopped being an assignment on a screen when it began serving real people. In a story published by Sheridan College on September 25, she describes her work as a student researcher with the Centre for Applied AI at Generator at Sheridan. Instead of following a tidy classroom brief, she stepped into projects with live systems, real users and requirements that could change halfway through the work. That shift made every technical decision feel more immediate—and every solution more meaningful.
One of those projects was Scholarship Whizz, an AI-powered platform designed to help students find scholarship opportunities that fit their academic background and goals. Mukheef contributed across the full development journey: full-stack programming, data management, AI integration and an accessible user experience. She also prepared technical documentation covering the system’s architecture, deployment and maintenance, then helped present and hand the project over to the community partner. The result was not just a piece of software. It was a complete exercise in turning a good idea into something another person could understand, use and continue to develop.
That is where the story becomes especially relevant to international students. A project rarely arrives with every answer neatly labelled. Students may need to ask better questions, explain a difficult concept in plain language, listen when a user changes direction and work with teammates whose approaches are different from their own. Mukheef’s experience shows that confidence grows through those uncertain moments. Technical knowledge opens the door, but adaptability, documentation, collaboration and stakeholder communication are what help a student walk through it.
Sheridan’s applied-research environment offers a useful picture of how study can connect with working life. A student portfolio becomes stronger when it contains more than a final screenshot: it can show the problem, the choices, the teamwork and the impact on real users. By the end of the project, Mukheef had not simply added new tools to her résumé. She had learned how to carry an idea from an early conversation to a working product—and how to speak about her contribution with the calm confidence of someone who has already faced the unexpected.
Source: Sheridan College, “Building confidence through code,” September 25, 2026.
https://www.sheridancollege.ca/newsroom/articles/research-scholarship/computer-science-student-applied-research-builds-confidence
