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AI Winner-Take-All Dynamics

winner-take-allriskPath: /knowledge-base/risks/winner-take-all/
E374Entity ID (EID)
← Back to page12 backlinksQuality: 54Updated: 2026-03-13
Page Recorddatabase.json — merged from MDX frontmatter + Entity YAML + computed metrics at build time
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  "llmSummary": "Comprehensive analysis showing AI's technical characteristics (data network effects, compute requirements, talent concentration) drive extreme concentration, with US attracting \\$67.2B investment (8.7x China) and 15 cities controlling 67% of AI assets. MIT research indicates 50-70% of US wage inequality growth since 1980 stems from automation, with projections suggesting 40% probability of 2-3 AI megacorps dominating globally by 2030.",
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Backlinks (12)
idtitletyperelationship
economic-disruption-impactEconomic Disruption Impact Modelanalysisrelated
winner-take-all-concentrationWinner-Take-All Concentration Modelanalysisrelated
winner-take-all-modelWinner-Take-All Market Dynamics Modelanalysisanalyzes
concentration-of-power-modelConcentration of Power Systems Modelanalysismechanism
economic-disruption-modelEconomic Disruption Structural Modelanalysismechanism
compounding-risks-analysisCompounding Risks Analysisanalysis
proliferation-risk-modelAI Proliferation Risk Modelanalysis
racing-dynamics-impactRacing Dynamics Impact Modelanalysis
risk-interaction-matrixRisk Interaction Matrix Modelanalysis
risk-interaction-networkRisk Interaction Networkanalysis
geoffrey-hintonGeoffrey Hintonperson
structural-overviewStructural Risks (Overview)concept
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