V.3 AI Stewards & AI Champions, AI Center of Excellence & Distributed Ownership

AI capability does not scale sustainably when knowledge, support and learning remain concentrated in a central expert team or a small number of strong users. It needs a distributed network through which local context moves toward central enablement, reusable capability moves back into the work, and recurring questions or failures become organizatio