Due to a serious internal security breach shortly before the internship began, our overall intellectual property—including behavioral scoring logic, archetype and insights engine, and other supporting systems—was compromised. As a result, the entire system was placed under strict quarantine to prevent further risk. Given these circumstances, no core components—including application logic or backend code—were made available for intern testing or interaction. The internship work was necessarily limited to preparatory documentation, designed to support a future black-box testing phase once the environment is fully secure and restored. Dima remained proactive and engaged within this limited scope, and we appreciate his effort under the constraints. However, no part of the compromised IP was exposed during the internship period, and no testing or validation of system components occurred.