Definition
To take a risk for the chance of some benefit or reward.
Origins
Chosen for the rhyme.
How People Actually Use It
Simply, you are willing to risk the consequences to get whatever reward you are after
"Jill: Aren't you allergic to to that? Why are you eating it? Jack: It's good so I'm gonna risk it for the biscuit."
Source: Urban Dictionary