In the new project blog format, after a project blog is posted there doesn't seem to be a way re-open it for editing.
One of the blogs I created has the pencil icon, but no edit option. The other blog doesn't even have a pencil icon.
I don't know if it is related but I sometimes had a similar problem with blogs that had been selected as featured.