You equally don't teach them responsibility by always being there as the backstop though. I think missing a couple of homeworks is quite a low-stakes thing that can teach them a lot about responsibility, failure, and how to recover from it.
A lot of kids now seem to go into adulthood having never been allowed to fail, and it can really mess them up the first time it inevitably happens.