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Running out of ammo before meeting Ryes in the tower before the following begins makes the level permanently harder to beat because you cannot get back to the city and buy ammo and each time you get taken by the hunters, you start without ammo to defend against them.

With a complete save point including weapons and ammo at the start of a mission, constantly increasing difficulty after one slip would not happen.