The failure isn’t in the algorithms. It’s in the structures organizations built — or didn’t Develop — close to them: who owns a decision the AI influences, who monitors it over time, who intervenes when it drifts, and who responses when it brings about damage. AI winners during the yrs ahead will probably be governed units. Their aggre