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The "patterns" in dark patterns doesn't mean they're an emergent property of the system. You test whether a change improves a metric in A/B tests. You avoid accidental dark patterns in the change like you avoid bugs that cause accidental data loss in the change: you think carefully about what you're doing, maybe a reviewer looks it over, and so on. This isn't perfect, but nothing is.



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