Soybeans (Glycine max) are a vital global source of plant protein and oil, used in food, feed, and industry. Increasing soybean yields is critical for ensuring food security and promoting sustainable agriculture. However, the molecular mechanisms that shape seed size, weight, and composition still remain unclear.