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CoinJoin doesn’t guarantee privacy—it just buys you a chance at privacy. One slip post-mix, and intersection attacks can trace you all the way back. Leaks compound fast, and even “perfect” mixes can collapse under real-world pressure.
Check out this post written by Spiral’s Bitcoin Wizard @not_nothingmuch. Like the previous post in The Scroll series, this one accompanies and elaborates on a video presentation.

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This is excellent. Hope to see more math done on the coinjoins. For example how many bits of anonymity in multi round cj strategies and how that collapses if outputs are linked together.
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Good read! Definitely brings back memories of the 'guess who' bit. I was under the impression CoinJoin was totally private. Eagerly awaiting the next article... What's your take? Are mixers more private than CoinJoin?
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