MWE:
julia> using GPUArrays, JLArrays, Random
julia> rng = GPUArrays.RNG{JLArray}(42)
GPUArrays.RNG{JLArray}(0x000000000000002a, 0x00000000)
julia> A = JLArray{UInt8}(undef, Int64(2)^34 + 8);
julia> Random.rand!(rng, A);
julia> A[end-7:end] == A[1:8]
true
MWE: