Pico wrote:"What item does Arthur see, that allows him to learn how to 'not fall'?"
As he is on the run from Agrajag, he trips, but just before hitting the ground he sees his old satchel that he had believed lost, and, startled, misses the ground.
I'm almost certain this is correct, but in case I've gotten my timeline confused, I'll wait for pico's confirmation.