For some moves, you can perhaps hold two dumbells at once (lat rows, for example, but not moves where the weight is over your head or face, like military presses or bench presses).
Or until you get heavier weights, increase the number of reps.
Or hold a weight and band at the same time (on some moves, it won't work for all).