I have had this happen many times over the years.
The problem is in the moisture content of the material. the more material you remove the more area is exposed for moisture evaperation. This causes the uneven contraction resulting in the cupping.
As was decribed before try to keep the material in a controled enviroment while machining.
When cupping occurs you can wet the opposite side with a damp cloth and place under a Heat lamp or set it in the sun and have a cup of coffee while you watch it strighten out.
The heat lamp and the sun accelerates the outgasing of the moisture causing the wood grain (pulp wood) to contract.
When the board is nearly flat clamp it to a flat surface and allow it to dry naturaly in a controled temp and humidity.
You can prove what I am explaining by finding a warped board weting the surface opposit the cupping and set it in the sun. If you let it set in the sun to long it will cup in the opposite direction.
It is amazing how much wood will move as it dries out.
With your Skill you sign your work.