In this case, the problem was the seed was low entropy, so if you generated a bunch of random numbers with a single initialization of the RNG seed you would get

In this case, the problem was the seed was low entropy, so if you generated a bunch of random numbers with a single initialization of the RNG seed you would get unique values. It's a tricky scenario to test for if you don't know of the failure mode...