hybrids are the result of two different species breeding together, such as horse+donkey=mule
infertile means that they can't produce viable eggs/sperm. that means you can't breed them.
however, it looks like only male blood parrots are infertile so while your blood parrots won't hatch babies together, a female could in theory make babies with something else.