The explosion in genomics data generation presents both unprecedented opportunities and significant challenges. Traditional analysis methods often struggle to keep pace, leading to bottlenecks in downstream applications such as illness diagnosis, treatment discovery, and personalized medicine. To address this critical need, a novel framework is req