My tax software would read my transaction history and see a capital gain when entering the coinjoin and then as income when exiting the coinjoin (assuming the value is directed back at me)

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This is also how an IRS agent will make a determination on the taxes you owe unless you trace the coinjoin for them (if you get audited).