contribution economy

The Capability Infrastructure Crisis: Why Human Development Becomes Civilization’s Bottleneck When AI Makes Everything Else Abundant

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Infrastructure investment inversion showing abundant production infrastructure on left versus collapsing capability infrastructure network on right

In the Age Where AI Makes Production Infinite and Cheap, the Scarcest Resource Becomes the One We’re Actively Destroying: The Infrastructure for Developing Human Capability Itself When AI makes everything abundant, the only constraint is the one thing we forgot to build infrastructure for. November 2024. A Fortune 500 strategy meeting. The CFO presents infrastructure … The Capability Infrastructure Crisis: Why Human Development Becomes Civilization’s Bottleneck When AI Makes Everything Else Abundant

The Class Divide: Framework Generators vs Framework Users — And Why Only One Survives AI

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Visual divide showing Framework Users being automated by AI on left versus Framework Generators creating exponential capability cascades on right

The Class Divide: Framework Generators vs Framework Users — And Why Only One Survives AI In the Next Decade, Humanity Splits Into Two Economic Classes Based Not On What You Know, But On Whether You Can Create New Ways of Knowing — And The Divide Is Already Forming AI doesn’t replace people. It replaces people … The Class Divide: Framework Generators vs Framework Users — And Why Only One Survives AI