Robust is the procedure for constructing a confidence interval about a mean, which means minor departures from normality do not affect the accuracy of an interval.
The robust confidence interval has a theoretical guarantee on having coverage, it also used to identify the sensitivity of inference when instrumental variable assumptions are violated.