
Why AI Safety Requires Ubiquitous Accountability—Not Just Central Oversight
Why distributed enforcement is the only path that scales
Purely centralized AI oversight cannot scale. The future requires ubiquitous accountability—distributed enforcement projecting democratically accountable rules into every interaction.

























































































































































































































































































































































































































































