AI Control Concentration

ai-control-concentration (E7)

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Page Metadata

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Entity Data

{
  "id": "ai-control-concentration",
  "type": "ai-transition-model-parameter",
  "title": "AI Control Concentration",
  "description": "How concentrated or distributed power over AI development and deployment is across actors. Neither extreme concentration nor complete diffusion is optimal.",
  "tags": [
    "structural",
    "governance",
    "market-dynamics"
  ],
  "relatedEntries": [
    {
      "id": "concentration-of-power",
      "type": "risk",
      "relationship": "related"
    },
    {
      "id": "compute-hardware",
      "type": "ai-transition-model-metric",
      "relationship": "measured-by"
    },
    {
      "id": "winner-take-all-model",
      "type": "model",
      "relationship": "analyzed-by"
    },
    {
      "id": "winner-take-all-concentration",
      "type": "model",
      "relationship": "analyzed-by"
    },
    {
      "id": "concentration-of-power-model",
      "type": "model",
      "relationship": "analyzed-by"
    },
    {
      "id": "international-coordination-game",
      "type": "model",
      "relationship": "analyzed-by"
    }
  ],
  "sources": [],
  "lastUpdated": "2025-12",
  "customFields": [
    {
      "label": "Direction",
      "value": "Context-dependent (neither extreme ideal)"
    },
    {
      "label": "Current Trend",
      "value": "Concentrating (<20 orgs can train frontier models)"
    },
    {
      "label": "Measurement",
      "value": "Market share, compute access, talent distribution"
    }
  ]
}

Canonical Facts (0)

No facts for this entity

External Links

No external links

Backlinks (8)

id	title	type	relationship
misuse-potential	Misuse Potential	ai-transition-model-factor	composed-of
ai-ownership	AI Ownership	ai-transition-model-factor	composed-of
compute-hardware	Compute & Hardware	ai-transition-model-metric	measures
long-term-lockin	Long-term Lock-in	ai-transition-model-scenario	key-factor
winner-take-all-concentration	Winner-Take-All Concentration Model	model	models
winner-take-all-model	Winner-Take-All Market Dynamics Model	model	models
concentration-of-power-model	Concentration of Power Systems Model	model	models
international-coordination-game	International AI Coordination Game Model	model	affects

Frontmatter

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  "title": "AI Control Concentration",
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  "clusters": [
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    "governance"
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}

Raw MDX Source

---
title: AI Control Concentration
sidebar:
  order: 3
importance: 0
quality: 0
llmSummary: This page contains only a React component placeholder with no actual content loaded. Cannot evaluate substance, methodology, or conclusions.
ratings:
  novelty: 0
  rigor: 0
  actionability: 0
  completeness: 0
clusters:
  - ai-safety
  - governance
subcategory: factors-civilizational-competence
---
import {TransitionModelContent} from '@components/wiki/TransitionModelContent';

<TransitionModelContent entityId="E300" />