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I found an interesting post about brass annealing when I googled it:


That is about the easiest way I can imagine of annealing

I think cheaper source of brass rod could be this :
http://www.mcmaster.com/#8859k511/=40kqh0
7.44 per pack of 15 12'' rods.
Not sure on quality, but McMaster has no question return policy.