My solution is simple
I put a Hematite bead in each of my remaining Vallejo bottles,,,,,,,,,,and I shake them using that heavy bead as an agitator.
I also only shake them when the cap is still screwed on,,,,,,,,,that will hold the tip in place while shaking, as once you take it off of there, it is never again as tight a fit as when you first buy them.