AI ethics has changed shape. A few years ago, the conversation was mostly about principles, such as fairness, transparency, privacy, accountability, safety, and human oversight. These principles still matter, but in 2026 they are no longer enough. The more urgent question is whether organizations can turn those ideas into working practices.