If you have not cut your stock yet, oversize it (in length and/or width) first and cut the mortises. Then trim the work to size.
If your stock is in its final dimension, cradle it and double-face tape the piece.
Cradling = Surround the work around with sheet goods of the same thickness. You can work on the end or surface with this approach.