Seed quality is vital to sustainable crop production and food security. Seed quality traits encompass various attributes that determine the performance and value of seeds. High-quality seeds exhibit strong germination and vigor, leading to robust plant growth and higher yields. Advancements in genetic engineering are revolutionizing agriculture by enhancing seed quality traits, making seeds more resilient, nutritious, and productive. Genome editing techniques such as CRISPR-Cas9, transgenic approaches, and “OMICS” technologies enable precise genetic modifications, introducing desirable characteristics into seeds. These innovations facilitate the development of seeds with improved nutrient content, disease resistance, and tolerance to abiotic stresses like drought and salinity. Notable projects like Bt cotton and herbicide-tolerant soybeans demonstrate the practical benefits of genetically engineered seeds, including increased yields and reduced reliance on chemical inputs. However, ethical, environmental, and socioeconomic considerations are crucial to address public concerns and ensure responsible adoption. Integrating genetic engineering with traditional breeding methods can create more robust and resilient seed varieties. Genetic engineering offers significant potential for enhancing seed quality traits, including vigor, nutritional content, and stress tolerance. These improvements can lead to higher and more stable crop yields, addressing the challenges of food security and sustainable agriculture.