As Michael says, much depends on the Brass. One of my old books says the properties of Brass alloys vary so much between extremes that they should be considered entirely different metals.
Brass formulated for casting (plumbing), doesn't anneal or bend well. Naval Brass is strong, not very malleable, and formulated for corrosion resistance. Brass with Lead in it doesn't anneal.
Cartridge Brass is specifically formulated to facilitate cold drawing and forming, which is ideal, but even it work hardens rapidly making it necessary to re-anneal at each of about nine stages from blank metal to finished cartridge. Plenty of advice on the web about annealing cartridges.
The important thing is not to overheat the Brass, but that temperature depends on the alloy, between 300 and 700°. Common brass anneal at about 450°, a little under dull red-heat in the dark (approx 500°C).
Don't know what alloy Jewellery brass is, except its soft and quenched in alcohol. Other brasses are left to air cool. Unfortunately the book I have to hand is vague about Brass, I'll look for another.
Dave