Decentralized AI wins marathon against fragile centralization

The "centralization trap" isn't just an economic trend; it's a systemic risk that regulators are structurally incapable of mitigating.

• –Regulatory capture and institutional lag ensure that AI governance will always be one step behind the technology.
• –Global interdependence on a few dominant models creates a "single point of failure" for modern civilization.
• –Decentralization is a hedge against the "optimization-resilience tradeoff" where efficiency eventually leads to fragility.
• –Success for decentralized AI is measured by its availability and sovereignty when centralized providers inevitably fail.