EDIT: right, turned them both off, turned them on on the same time, now it works. Somehow, after a longer period of being powered down, it forgets its settings. Any info on this will be greatly appreciated!
I can confirm that it does not forget its settings. I suppose the hotspot wifi didn't show up in time for the slave one to connect to it