Naval Brass and forging brass are both copper and zinc, Navel has a tiny (<1%) amount of tin and forging brass has a couple percent of lead. Both forge easily. Never seen a brass that wouldn't forge. Sure gotta watch the heat though.
When annealing, fast cooling is just for convenience, makes no difference in the resulting hardness.