Edu Bridge AI: A Context-Aware Academic Retrieval and Guidance Framework for Intelligent Learning Support

15 Jun

Authors: Mr. Karthik Somasundaram Konar, Dr. Jasbir Kaur, Assistant Professor Ms. Sandhya Thakkar

Abstract: The rapid growth of digital education has significantly transformed the learning landscape. However, This paper presents Edu Bridge AI, an AI-driven academic learning platform built upon a Context-Aware Academic Retrieval and Guidance Framework (CARGF). The framework combines retrieval-augmented academic assistance, intelligent resource organization, personalized study scheduling, and collaborative learning support within a unified educational ecosystem. Unlike conventional learning platforms that provide fragmented educational services, the proposed framework enables context-aware retrieval of academic resources and real-time academic guidance through an integrated AI assistant. Experimental evaluation conducted on a prototype deployment involving 50 student users demonstrated improvements in resource accessibility, user engagement, study planning efficiency, and collaborative participation. The findings suggest that integrating intelligent retrieval mechanisms with educational resource management can enhance learning efficiency and student engagement in higher education environments.

DOI: https://doi.org/10.5281/zenodo.20702322