Assuming you blackbox test the algorithms, you could include some signatures of past data. If those signatures are detected, you know the future and can trade o

Assuming you blackbox test the algorithms, you could include some signatures of past data. If those signatures are detected, you know the future and can trade optimally. If they are not detected, go for blind luck.