Skip to content
Longterm Wiki has not been actively maintained since May 2026. Some data is still updated occasionally, but please don't rely on this site being current or accurate.
Longterm Wiki

Provably Safe AI (davidad agenda)

provably-safeapproachPath: /knowledge-base/responses/provably-safe/
E484Entity ID (EID)
← Back to page4 backlinksQuality: 65Updated: 2026-03-22
Page Recorddatabase.json — merged from MDX frontmatter + Entity YAML + computed metrics at build time
{
  "id": "provably-safe",
  "wikiId": "E484",
  "path": "/knowledge-base/responses/provably-safe/",
  "filePath": "knowledge-base/responses/provably-safe.mdx",
  "title": "Provably Safe AI (davidad agenda)",
  "quality": 65,
  "readerImportance": 49.5,
  "researchImportance": 29.5,
  "tacticalValue": null,
  "contentFormat": "article",
  "causalLevel": null,
  "lastUpdated": "2026-03-22",
  "dateCreated": "2026-02-15",
  "summary": "Davidad's provably safe AI agenda aims to create AI systems with mathematical safety guarantees through formal verification of world models and values, primarily funded by ARIA's £59M Safeguarded AI programme. The approach faces extreme technical challenges (world modeling, value specification) with uncertain tractability but would provide very high effectiveness if successful, addressing misalignment, deception, and power-seeking through proof-based constraints.",
  "description": "An ambitious research agenda to design AI systems with mathematical safety guarantees from the ground up, led by ARIA's £59M Safeguarded AI programme with the goal of creating superintelligent systems that are provably beneficial through formal verification of world models and value specifications.",
  "ratings": {
    "novelty": 5,
    "rigor": 5.5,
    "completeness": 7,
    "actionability": 4
  },
  "category": "responses",
  "subcategory": "alignment-theoretical",
  "clusters": [
    "ai-safety",
    "governance"
  ],
  "metrics": {
    "wordCount": 2248,
    "tableCount": 20,
    "diagramCount": 1,
    "internalLinks": 14,
    "externalLinks": 19,
    "footnoteCount": 0,
    "bulletRatio": 0.03,
    "sectionCount": 28,
    "hasOverview": true,
    "structuralScore": 15
  },
  "suggestedQuality": 100,
  "updateFrequency": 90,
  "evergreen": true,
  "wordCount": 2248,
  "unconvertedLinks": [
    {
      "text": "David \"davidad\" Dalrymple",
      "url": "https://davidad.org/davidad_cv.pdf",
      "resourceId": "d48f2cf5ef974f92",
      "resourceTitle": "[PDF] davidad_cv.pdf - davidad (David A. Dalrymple)"
    },
    {
      "text": "ARIA",
      "url": "https://www.aria.org.uk/programme-safeguarded-ai/",
      "resourceId": "kb-993eacf1d62c61ae",
      "resourceTitle": "ARIA Safeguarded AI Programme"
    },
    {
      "text": "<FBF entity=\"sid_XqjV4mbMXQ\" property=\"total-funding\">£59 million</FBF>",
      "url": "https://www.aria.org.uk/opportunity-spaces/mathematics-for-safe-ai/safeguarded-ai/funding/",
      "resourceId": "23035b1f8321f3c0",
      "resourceTitle": "Funding | Safeguarded AI"
    },
    {
      "text": "announced a significant pivot",
      "url": "https://www.aria.org.uk/insights/ai-progress-and-a-safeguarded-ai-pivot/",
      "resourceId": "kb-1ad0fbdc383198b6",
      "resourceTitle": "AI progress and a Safeguarded AI pivot"
    },
    {
      "text": "Nov 2025 pivot",
      "url": "https://www.aria.org.uk/insights/ai-progress-and-a-safeguarded-ai-pivot/",
      "resourceId": "kb-1ad0fbdc383198b6",
      "resourceTitle": "AI progress and a Safeguarded AI pivot"
    },
    {
      "text": "ARIA Safeguarded AI Programme",
      "url": "https://www.aria.org.uk/programme-safeguarded-ai/",
      "resourceId": "kb-993eacf1d62c61ae",
      "resourceTitle": "ARIA Safeguarded AI Programme"
    },
    {
      "text": "davidad's Programme Thesis",
      "url": "https://www.lesswrong.com/posts/qweXJ6v9heSn4wvdk/davidad-s-provably-safe-ai-architecture-aria-s-programme",
      "resourceId": "21e192e2e01e6f04",
      "resourceTitle": "Davidad's Provably Safe AI Architecture - ARIA's Programme Thesis"
    },
    {
      "text": "ARIA",
      "url": "https://www.aria.org.uk/",
      "resourceId": "kb-29e93dcb80065a4b",
      "resourceTitle": "ARIA – Advanced Research + Invention Agency"
    }
  ],
  "unconvertedLinkCount": 8,
  "convertedLinkCount": 3,
  "backlinkCount": 4,
  "hallucinationRisk": {
    "level": "medium",
    "score": 45,
    "factors": [
      "no-citations",
      "conceptual-content"
    ]
  },
  "entityType": "approach",
  "redundancy": {
    "maxSimilarity": 19,
    "similarPages": [
      {
        "id": "provable-safe",
        "title": "Provable / Guaranteed Safe AI",
        "path": "/knowledge-base/intelligence-paradigms/provable-safe/",
        "similarity": 19
      },
      {
        "id": "formal-verification",
        "title": "Formal Verification (AI Safety)",
        "path": "/knowledge-base/responses/formal-verification/",
        "similarity": 18
      },
      {
        "id": "ai-control",
        "title": "AI Control",
        "path": "/knowledge-base/responses/ai-control/",
        "similarity": 13
      },
      {
        "id": "probing",
        "title": "Probing / Linear Probes",
        "path": "/knowledge-base/responses/probing/",
        "similarity": 13
      },
      {
        "id": "safety-cases",
        "title": "AI Safety Cases",
        "path": "/knowledge-base/responses/safety-cases/",
        "similarity": 13
      }
    ]
  },
  "coverage": {
    "passing": 7,
    "total": 13,
    "targets": {
      "tables": 9,
      "diagrams": 1,
      "internalLinks": 18,
      "externalLinks": 11,
      "footnotes": 7,
      "references": 7
    },
    "actuals": {
      "tables": 20,
      "diagrams": 1,
      "internalLinks": 14,
      "externalLinks": 19,
      "footnotes": 0,
      "references": 5,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "summary": "green",
      "schedule": "green",
      "entity": "green",
      "editHistory": "red",
      "overview": "green",
      "tables": "green",
      "diagrams": "green",
      "internalLinks": "amber",
      "externalLinks": "green",
      "footnotes": "red",
      "references": "amber",
      "quotes": "red",
      "accuracy": "red"
    },
    "ratingsString": "N:5 R:5.5 A:4 C:7"
  },
  "readerRank": 307,
  "researchRank": 417,
  "recommendedScore": 159.94
}
External Links

No external links

Backlinks (4)
idtitletyperelationship
aria-ukAdvanced Research and Invention Agency (ARIA)organizationresearch
david-dalrympleDavid Dalrymplepersonleads-to
formal-verificationFormal Verification (AI Safety)approach—
alignment-theoretical-overviewTheoretical Foundations (Overview)concept—