Short answer
A regime filter is robust when it improves the downstream strategy for reasons that still make sense after you vary the assumptions a little. The behavior should survive nearby cutoffs, adjacent training windows, realistic costs, and a skeptical explanation of why the filter exists.
That does not mean the filter must work perfectly in every month. It means the edge should degrade gracefully rather than disappear the moment you stop flattering it.