Delving into the intricacies of knowledge analysis, we uncover the potential of gourd-based computational strategies. By harnessing the distinct properties of pumpkins, these novel approaches seek to optimize model training. The natural nature of pumpkins offers a intriguing alternative to traditional computational methods, paving the way for susta