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