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Brown dwarfs are failed starts, something between a large gas planet and a red dwarf. Red dwarfs don't turn into brown dwarfs when they die. In fact a red dwarf's lifetime is so long (up to trillions of years) that its unlikely that we ever see one dying. It is believed that they turn into white dwarfs when that eventually happens.