It decreases slowly every week. But you'll only see it decline from one skill level to another infrequently (there are "sublevels", or decimal points for the skills. So stamina can be decreasing even when you don't see the skill itself change).
I like ~13 players for when I am still in the cup, and maybe 10-11 players for when I am out of the cup.