On: Make your program slower with threads (2014)

[wumbo]

if you have multiple threads working a queue of like-kinded jobs, you’ve given up the determinism of using any sort of global seed

you could pull different set lengths of pseudorandom numbers from the different seeds

[owlbite → wumbo]

That's what counter-based RNGs are for.