I’ve not seen that one, a most unusual way to first meet. I’ll have to take a look. I’ve yet to see a K-drama with aliens and was going to start with this one anyway, it seems to come highly rated. 
Edit: Ok I see what you are referring to, the car/palanquin cliffhanger scene (literally!) . 