I will present recent advances in applying AI-based methods to interpret genetic sequences, with a particular focus on identifying disease-causing mutations. In addition, I will share insights from establishing GHGA—the German Human Genome-Phenome Archive—an NFDI initiative dedicated to the secure sharing of human genomic data for secondary research.