Jane Nicole Geronimo@GinColin

This study optimizes CNN, CNN-BiLSTM, and RF models using the MIT-BIH Database to classify five AAMI arrhythmias. It evaluates them across baseline revalidation, configuration analysis, and optimized development phases.

Programming often requires long hours of concentration, repetitive tasks, and extended periods in front of a computer. Maintaining focus and engagement throughout these sessions can be challenging, sometimes making the development process feel monotonous and isolating. While developers rely on powerful tools to write, debug, and manage code, the experience of working through these tasks can still lack interaction and companionship. Introducing ROVER (Responsive Observer and Virtual Engagement Robot), the little coding buddy behind Dev Mascot—a Windows desktop application designed to make the programming experience more engaging through an interactive virtual companion. Integrated with Visual Studio Code through a dedicated extension, ROVER monitors coding activity such as typing, editing code, and saving files. Rather than remaining a static desktop decoration, it reacts to the developer's workflow through animated behaviors and contextual interactions, creating a companion that feels connected to the user's everyday programming activities. ROVER features a movable desktop interface, interactive animations, coding activity reactions, and an idle detection system. When the developer becomes inactive, ROVER can fall asleep and wake up when activity resumes. These behaviors allow the mascot to accompany developers throughout their coding sessions without requiring them to leave their usual development environment. The goal of ROVER is to address the engagement and focus challenges associated with prolonged programming sessions by introducing lightweight interaction and companionship into the developer's workspace. By making routine coding activities more lively and interactive, ROVER aims to encourage sustained engagement and support a more enjoyable development experience. IBM Bob assisted in selected stages of development, including implementing specific features, debugging, and preparing the application for packaging. The project demonstrates how AI-assisted development can support the creation of an interactive desktop application integrated with a developer's coding environment.

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