{
  "schema_version": "1.0.0",
  "rubric_version": "1.0",
  "license": "CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/)",
  "record": {
    "id": "O-0142",
    "slug": "university-of-cambridge",
    "title": "University of Cambridge",
    "aliases": [],
    "status": "draft",
    "last_reviewed": "2026-09-23",
    "review_interval_days": 90,
    "steward": null,
    "provenance": {
      "drafted_by": "ai",
      "reviewed_by": []
    },
    "risk_flags": [],
    "flags": [],
    "kind": "academic-lab",
    "homepage": "https://www.cam.ac.uk/",
    "one_liner": "A UK university; researchers in its Department of Computer Science and Technology developed Attestable Audits, AI benchmarks run and attested inside trusted execution environments.",
    "sources": [
      {
        "source": "S-0009",
        "supports": "Attestable Audits: author affiliations, audit and inference protocols, prototype"
      }
    ],
    "type": "organization",
    "url": "https://trustbutveri.fyi/organizations/university-of-cambridge/",
    "source_file": "content/organizations/university-of-cambridge.md",
    "flags_all": [
      "ai-drafted"
    ],
    "body_markdown": "The University of Cambridge describes its mission as contributing to society \"through the pursuit of education, learning and research\". All four authors of Attestable Audits list its Department of Computer Science and Technology as their affiliation [[S-0009]]:\n\n- **Attestable Audits.** The paper runs AI safety benchmarks inside a trusted execution environment and publishes an attestation that binds the model hash, the audit code and data, and the result to a transparency log [[S-0009]]; see [[I-0007]] and [[M-0025]].\n- **Audit-to-deployment binding.** In its inference protocol, each response carries an attestation that links the model, its earlier audit result, the prompt and the response [[S-0009]]; see [[M-0023]] and [[M-0012]].\n- **Prototype.** A prototype ran a 4-bit, 8-billion-parameter model in CPU-only AWS Nitro Enclaves [[S-0009]]; see [[M-0008]].",
    "body_text": "The University of Cambridge describes its mission as contributing to society \"through the pursuit of education, learning and research\". All four authors of Attestable Audits list its Department of Computer Science and Technology as their affiliation [S-0009]: - Attestable Audits. The paper runs AI safety benchmarks inside a trusted execution environment and publishes an attestation that binds the model hash, the audit code and data, and the result to a transparency log [S-0009]; see Attestable Audits and Confidential multi-party verification. - Audit-to-deployment binding. In its inference protocol, each response carries an attestation that links the model, its earlier audit result, the prompt and the response [S-0009]; see Safeguard attestation and Model identity attestation. - Prototype. A prototype ran a 4-bit, 8-billion-parameter model in CPU-only AWS Nitro Enclaves [S-0009]; see TEE remote attestation for AI workloads.",
    "referenced_by": [
      {
        "id": "M-0025",
        "title": "Confidential multi-party verification",
        "url": "https://trustbutveri.fyi/mechanisms/confidential-multi-party-verification/"
      },
      {
        "id": "M-0012",
        "title": "Model identity attestation",
        "url": "https://trustbutveri.fyi/mechanisms/model-identity-attestation/"
      },
      {
        "id": "M-0023",
        "title": "Safeguard attestation",
        "url": "https://trustbutveri.fyi/mechanisms/safeguard-attestation/"
      },
      {
        "id": "M-0008",
        "title": "TEE remote attestation for AI workloads",
        "url": "https://trustbutveri.fyi/mechanisms/tee-remote-attestation/"
      },
      {
        "id": "I-0007",
        "title": "Attestable Audits",
        "url": "https://trustbutveri.fyi/implementations/attestable-audits/"
      },
      {
        "id": "S-0009",
        "title": "Attestable Audits: Verifiable AI Safety Benchmarks Using Trusted Execution Environments",
        "url": "https://trustbutveri.fyi/sources/schnabl-attestable-audits/"
      }
    ]
  }
}