to keep trying to do something; to stay on a task or job. I hope he can stick at this job. He doesn't seem to be able to stick at anything for very long.
Scruple or hesitate, as in She sticks at nothing to gain her ends. This idiom, nearly always used in a negative context, was first recorded in 1525. Also see stop at nothing.