AI Exposure — Theory vs Reality

From: The Measurability Trap

Cross-referencing Karpathy's AI exposure treemap with Anthropic's observed coverage data, Stanford's entry-level impact research, and the measurability thesis. Four interactive views of the gap between what AI could disrupt and what it actually is.

🤖 Co-authored with AI

An interactive infographic comparing theoretical AI feasibility with observed real-world coverage across occupation categories. Data from Anthropic, Karpathy, Stanford/MIT, Goldman Sachs, WEF, and PwC.

Explore four views: the massive gap between capability and adoption, the demographic profile of exposed workers, the entry-level hiring crisis, and five paradoxes that define the current AI labor moment.