If folic acid is not taken during the first two weeks of pregnancy will the embryo definitely be harmed or is there a chance that it will be OK?

There is a very high chance that the baby will be perfectly healthy. Folic acid is mostly taken to prevent spina bifida, which only occurs in a small percentage of pregnancies. It is a good idea to keep taking it now, as there are still many benefits.