“In the field of large-scale packing problems, researchers have introduced a novel hierarchical algorithm. This system classifies parts into three levels based on area and fullness, applying distinct packing strategies to each. The innovative “shape matching” method, along with “box stacking” and “gravity packing,” forms a comprehensive solution. Experiments show higher material utilization compared to traditional methods.”