The way I understood it was Grave noticed the time loop without retaining memories, while Killian did. Honestly no idea about Aster. The way she said about always living as a child probably implies the she doesn’t really have any long term plans for the time being.

Also, my spoiler-fu is weak in this case. Can’t find anything past the main story.