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CONCEPT

The Global Ledger

The geographic distribution of AI adoption and infrastructure investment — documenting how every prior pattern of technology inequality is being reproduced and potentially amplified by the AI transition.
Meeker's 2025 report documents the global distribution of AI adoption with the granularity her framework demands. North America leads with approximately 40% of knowledge workers reporting regular AI use by mid-2025. East Asia follows closely, with South Korea and Japan at the high end. Western Europe lags by 12–18 months, constrained more by regulatory caution than infrastructure. Sub-Saharan Africa sits below 5%, constrained by everything simultaneously — infrastructure, device access, connectivity costs, language support, institutional capacity. The numbers describe a familiar landscape. Every prior technology Meeker mapped showed similar distribution patterns: early adoption concentrated in wealthy nations, diffusion proceeding outward along paths determined by infrastructure investment and institutional readiness. The pattern approaches the status of a structural law: technology flows downhill, along gradients of existing advantage. AI adds variables — capital concentration, language bias, cognitive dependency — that may make this inequality more persistent than in prior cycles.
The Global Ledger
The Global Ledger

In The You On AI Field Guide

The global ledger pattern has historical consistency across every

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