Power System Flexibility Aggregation focuses on quantifying, coordinating, and leveraging the collective flexibility of distributed energy resources (DERs) to enhance the reliability and economic efficiency of modern power grids. By aggregating heterogeneous resources such as electric vehicles, data center loads, energy storage systems, and renewable generation units, this research aims to develop scalable and interoperable flexibility models powered by advanced optimization and learning techniques, including active learning and distributionally robust optimization.