GMOs are organisms with altered genetic material through genetic engineering, while hybrids inherit traits from two parents. GMOs involve direct genetic modification, while hybrids result from natural or assisted crossbreeding. Both have desired traits, but GMOs face debate over safety and environmental impact, while hybrids may exhibit weaknesses like infertility.