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