To have the best chance of no warping, you will have to make it from quartersawn material. That means the board will be cut perpendicular to the growth rings of the tree rather than flat sawn as most lumber you see at Home Depot or Lowes. No power tools at all??
you're going to get lots of exercise, especially when you are planing that board flat by hand.