Labs now publish "safety cases" arguing their models are safe to deploy, borrowing the concept from aviation and nuclear. But those industries have independent regulators who can actually check the work. Without equivalent oversight, are AI safety cases anything more than self-graded homework? What would make them genuinely auditable?