AINeutralarXiv – CS AI · 6h ago6/10
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AI Sovereignty as National Learning Capacity: A Human-Centered Learning Mechanics Viewpoint on France, the United States, and China
A French research paper reframes AI sovereignty as a country's capacity to manage its own learning dynamics rather than raw computational scale. The study proposes Human-Centered Learning Mechanics as a framework for balancing information injection (compute, talent, capital) with entropy dissipation (friction, complexity, regulation), arguing France should optimize this equilibrium instead of choosing between tech-optimism or regulatory caution.