Take a pregnancy test today and then again in a couple of days.

There are two possible explanations - the first is a pregnancy that didn't work out (like you had gotten pregnant last month and that was making your tests positive) or PCOS can also make this happen.

Faulty tests are also possible but usually this is false negatives not false positives.