IIRC, I read that the rice does work but it takes along time. That was natural long grain and not minute rice, minute rice just turned to powder.
I bought my Thumlers tumbler used on an auction site, and with it came two bags of cork media. It worked to remove carbon but left the cases really dull. I knew we had walnut as blasting media at work and tried some of that, been hooked ever since. The only prep work required for the walnut litter is to cut the bag and pour some out.
I did get a small jug of Lyman Turbo Brite and put about a tablespoon of that in, and like others, every once in awhile I'll toss a used dryer sheet in to pull/collect dust. I've swapped the stuff out twice now. When my fingers turn dark from handling the brass it's time, it still cleans well, it just gets really dirty. They say Corn cob polishes brass to a higher shine than walnut, but mine are plenty brite for me and the girls I date.
Whats really amazing is the Stainless Steel media out there. The stuff it spendy, like $50 for a few #'s, last forever though. Needs to used used in a slurry, but it cleans the inside and primer pockets like NEW brass, amazing. Argument is about being too clean, residual carbon inside the neck affects bullet tension, the same issue is realized when cases are annealed, removing all carbon.