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AI Risk Portfolio Analysis

ai-risk-portfolio-analysisanalysisPath: /knowledge-base/models/ai-risk-portfolio-analysis/
E12Entity ID (EID)
← Back to page5 backlinksQuality: 64Updated: 2026-03-13
Page Recorddatabase.json — merged from MDX frontmatter + Entity YAML + computed metrics at build time
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  "llmSummary": "Quantitative portfolio framework recommending AI safety resource allocation: 40-70% to misalignment, 15-35% to misuse, 10-25% to structural risks, varying by timeline. Based on 2024 funding analysis (\\$110-130M total), identifies specific gaps including governance (underfunded by \\$15-20M), agent safety (\\$7-12M gap), and international capacity (\\$11-16M gap).",
  "description": "A quantitative framework for resource allocation across AI risk categories. Analysis estimates misalignment accounts for 40-70% of existential risk, misuse 15-35%, and structural risks 10-25%, with timeline-dependent recommendations. Based on 2024 funding data (\\$110-130M total external funding), recommends rebalancing toward governance (currently underfunded by ~\\$15-20M) and interpretability research.",
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      "text": "Longview Philanthropy estimates",
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External Links

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Backlinks (5)
idtitletyperelationship
worldview-intervention-mappingWorldview-Intervention Mappinganalysisrelated
intervention-timing-windowsIntervention Timing Windowsanalysisrelated
compounding-risks-analysisCompounding Risks Analysisanalysis
intervention-effectiveness-matrixIntervention Effectiveness Matrixanalysis
risk-interaction-matrixRisk Interaction Matrix Modelanalysis
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