My theory: the filter is behind us, and it’s the leap from single- to multicellular life.
Fossil evidence says that this took a whopping 3 billion years on Earth. That’s a quite significant chunk of the age of the universe.
It’s not all that unlikely that we got lucky and the mean time for this to happen is actually so long that it hasn’t happened anywhere else yet.