Paul Christiano

{
  "id": "paul-christiano",
  "wikiId": "E220",
  "path": "/knowledge-base/people/paul-christiano/",
  "filePath": "knowledge-base/people/paul-christiano.mdx",
  "title": "Paul Christiano",
  "quality": 39,
  "readerImportance": 28,
  "researchImportance": 36,
  "tacticalValue": null,
  "contentFormat": "article",
  "causalLevel": null,
  "lastUpdated": "2026-01-02",
  "dateCreated": "2026-02-15",
  "summary": "Comprehensive biography of Paul Christiano documenting his technical contributions (IDA, debate, scalable oversight), risk assessment (~10-20% P(doom), AGI 2030s-2040s), and evolution from higher optimism to current moderate concern. Documents implementation of his ideas at major labs (RLHF at OpenAI, Constitutional AI at Anthropic) with specific citation to papers and organizational impact.",
  "description": "Founder of ARC, creator of iterated amplification and AI safety via debate. Current risk assessment ~10-20% P(doom), AGI 2030s-2040s. Pioneered prosaic alignment approach focusing on scalable oversight mechanisms.",
  "ratings": {
    "novelty": 2,
    "rigor": 4.5,
    "completeness": 6,
    "actionability": 2
  },
  "category": "people",
  "subcategory": "safety-researchers",
  "clusters": [
    "ai-safety"
  ],
  "metrics": {
    "wordCount": 1111,
    "tableCount": 12,
    "diagramCount": 0,
    "internalLinks": 47,
    "externalLinks": 0,
    "footnoteCount": 0,
    "bulletRatio": 0.1,
    "sectionCount": 25,
    "hasOverview": true,
    "structuralScore": 11
  },
  "suggestedQuality": 73,
  "updateFrequency": 45,
  "evergreen": true,
  "wordCount": 1111,
  "unconvertedLinks": [],
  "unconvertedLinkCount": 0,
  "convertedLinkCount": 18,
  "backlinkCount": 53,
  "hallucinationRisk": {
    "level": "high",
    "score": 85,
    "factors": [
      "biographical-claims",
      "no-citations",
      "low-quality-score",
      "few-external-sources"
    ]
  },
  "entityType": "person",
  "redundancy": {
    "maxSimilarity": 13,
    "similarPages": [
      {
        "id": "chai",
        "title": "Center for Human-Compatible AI (CHAI)",
        "path": "/knowledge-base/organizations/chai/",
        "similarity": 13
      },
      {
        "id": "holden-karnofsky",
        "title": "Holden Karnofsky",
        "path": "/knowledge-base/people/holden-karnofsky/",
        "similarity": 12
      },
      {
        "id": "safety-research-value",
        "title": "Expected Value of AI Safety Research",
        "path": "/knowledge-base/models/safety-research-value/",
        "similarity": 11
      },
      {
        "id": "conjecture",
        "title": "Conjecture",
        "path": "/knowledge-base/organizations/conjecture/",
        "similarity": 11
      },
      {
        "id": "scheming-likelihood-model",
        "title": "Scheming Likelihood Assessment",
        "path": "/knowledge-base/models/scheming-likelihood-model/",
        "similarity": 10
      }
    ]
  },
  "coverage": {
    "passing": 7,
    "total": 13,
    "targets": {
      "tables": 4,
      "diagrams": 0,
      "internalLinks": 9,
      "externalLinks": 6,
      "footnotes": 3,
      "references": 3
    },
    "actuals": {
      "tables": 12,
      "diagrams": 0,
      "internalLinks": 47,
      "externalLinks": 0,
      "footnotes": 0,
      "references": 14,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "summary": "green",
      "schedule": "green",
      "entity": "green",
      "editHistory": "red",
      "overview": "green",
      "tables": "green",
      "diagrams": "red",
      "internalLinks": "green",
      "externalLinks": "red",
      "footnotes": "red",
      "references": "green",
      "quotes": "red",
      "accuracy": "red"
    },
    "ratingsString": "N:2 R:4.5 A:2 C:6"
  },
  "readerRank": 466,
  "researchRank": 369,
  "recommendedScore": 98.4
}

{
  "eaForum": "https://forum.effectivealtruism.org/topics/paul-christiano",
  "wikidata": "https://www.wikidata.org/wiki/Q64769299"
}