Introduction  The CMR Institute of Technology (CMRIT) has established a robust ecosystem for research-based learning, designed to transition students from passive learners to active contributors in advanced technical fields. Through the Directorate of Research and Innovation (DORI), the institution provides a platform for both undergraduate and