I believe it's weighted random where when you get an exotic your chances of getting it again increase and the likelihood of getting stuff you don't have decreases
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that could be another explanation that RNG is rigged ;)
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Here, this is a very reasonable sought. This could be a good method to keep people grinding, playing and buying DLC`s.
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Once people are down to the last lot they would have no choice but to grind