sounds like every step needs one more derivative to be continuous...?
In physics/mechanical engineering they have even names for these derivatives when we talk about motion (in this order):
position
velocity
acceleration
jerk
snap
crackle
pop
Also see: https://en.wikipedia.org/wiki/Jerk_%28physics%29