It will not "stay in place" if it is too thin or if it cannot bind to the surfaces properly... in the latter case a bit of roughening up with sandpaper cures that.

If you are merely filling holes, without looking for strength, you can pour microballoons into the gaps then drip thin CA onto the powder.

Give the CA several hours to dry, then you can sand or work with the filled areas.