I always chose to let my brother cut. Then, even if they were perfect halves, I still laughed like a maniac and acted like one piece was clearly better.
Independent third party cuts, siblings blind vote. Two votes for the same piece => cutter adjusts to make that one smaller. Repeat until siblings vote for different pieces.