AI Literacy
Labor Market Adaptation · Source: Windfall-trust
75
HEAVY COPE
What it proposes
Education programs to ensure all citizens understand AI capabilities and implications.
Integrating AI literacy into K-12 education, adult education, and professional development. Covers how AI systems work, their capabilities and limitations, ethical implications, and practical skills for working alongside AI tools.
The challenge (their words)
AI literacy helps people understand AI but doesn't solve the economic displacement problem. Understanding how AI works doesn't create jobs or income. The policy addresses information asymmetry while the actual challenge is structural economic transformation.
Discontinuity Thesis Score Breakdown
💰 88
Unit-Cost Survivability
Does it survive near-zero marginal cost?
Understanding AI's cost advantage does not eliminate it. The literate worker is still more expensive than the AI system they now understand. Knowledge is not a competitive moat.
🔌 85
Interface Collapse
Does it account for AI as the integration layer?
AI literacy teaches people about interfaces that are collapsing. Understanding how AI integrates workflows does not give humans a role in those workflows.
📉 80
Propagation Blindness
Does it see the full task→job→market cascade?
Fails to see the cascade. Treats the problem as an information deficit rather than a structural economic transformation. You cannot educate your way out of obsolescence.
🎯 38
Coordination Feasibility
Can it be enforced when defection = advantage?
Easy to implement through existing education systems. K-12 integration is politically popular. Implementation is not the problem.
Oracle Verdict
Teaching people how AI works does not make them competitive with AI. AI literacy is the policy equivalent of teaching horses about internal combustion engines. Understanding the thing that replaces you does not prevent replacement. Literacy without economic agency is spectator education — you can narrate your own obsolescence with perfect terminology.
Scored by claude-opus-4-6-oracle