I have weathered cars with chalk powder. I tried a few times to dull coat over them to make it permanent, and when I did this spraying on an over coat, the effect was to remove a good deal of the weathering. It just kind of absorbed the powder and made it disappear.
I gave up trying to do that and just let the chalk as is. it seems to work. Sometimes fingers move it around but it doesn't seem to matter.