Fine words in Geneva mean nothing without real architecture to back them up — and right now, Global Majority countries are inheriting risk frameworks designed by frontier labs and Northern institutions that don't reflect their realities. Capacity gaps mean regulators can't audit models, judges can't adjudicate automated decisions and governments effectively outsource lawmaking to foreign corporations. The Dialogue's value will be measured in what gets built afterward, by whom and for whom.