> Notably, at 1 million tasks, I observed that the overhead of launching tasks became evident, and most programs required more than 12 seconds to complete.

I didn’t quite get this part. Even if your runtime has no overhead, the fastest way you can execute 1 million 10-second tasks is 10 * 1 million / num_cores, right? Why would these million tasks only take 12 sec?