{
  "id": "AIBD-0589",
  "title": "XR Guild proposes an AI librarian for its ethics-resource collection",
  "summary": "XR Guild proposes an AI librarian to find ethics resources; public catalog pages also show ChatGPT-attributed keywords, but improved discovery remains unmeasured.",
  "date_observed": "2024-06-18",
  "date_basis": "source publication",
  "date_precision": "day",
  "benefit_status": "intended",
  "source_collection": "AI Opportunity Inventory",
  "source_entry": "public-bank-row-6",
  "account": "In a June 18, 2024 interview, XR Guild founder Avi Bar-Zeev described plans for an AI librarian that would return relevant papers and postmortems in response to ethical dilemmas, conditional on reliable retrieval. The Guild's annual report describes a 2025 library refresh with 220 resources. A public library entry visibly attributes its keywords to ChatGPT. These sources establish a proposed assistant and some AI-associated metadata work, but do not establish that the proposed librarian was deployed or that AI improved retrieval, learning, or ethical decisions. The 2022 date displayed on that library entry belongs to the underlying video, not the AI metadata.",
  "category": "general benefit",
  "unexpected": false,
  "purpose": "The proposed assistant would help professionals locate evidence about ethical dilemmas in the Guild library.",
  "system": "Proposed XR Guild AI librarian; ChatGPT-attributed catalog keywords; model versions unspecified",
  "model_version": null,
  "developer": "XR Guild volunteers; AI platform developer unspecified for proposed librarian",
  "deployer": "XR Guild Library",
  "location": null,
  "domain": "Library discovery and professional ethics resources",
  "segment": null,
  "benefit_type": "Improved Knowledge Discovery",
  "taxonomy_note": null,
  "registry_ids": {},
  "ratings": [
    {
      "group": "personal",
      "depth": null,
      "reason": "The reviewed material does not establish the magnitude of a benefit for this group."
    },
    {
      "group": "organizational",
      "depth": null,
      "reason": "The reviewed material does not establish the magnitude of a benefit for this group."
    }
  ],
  "ai_role": {
    "status": "assessed",
    "statement": "AI is proposed as a retrieval interface over human-curated resources. A catalog entry separately attributes keywords to ChatGPT. No evaluation establishes an AI-caused discovery or decision improvement."
  },
  "evidence": [
    {
      "kind": "other",
      "citation": "The Shifting Privacy Left Podcast: Building Safe AR / VR / MR / XR Technology with Avi Bar-Zeev. 2024-06-18. https://www.iheart.com/podcast/269-the-shifting-privacy-left-103595150/episode/s3e13-building-safe-ar-vr-187206230/. Accessed October 27, 2026.",
      "title": "The Shifting Privacy Left Podcast: Building Safe AR / VR / MR / XR Technology with Avi Bar-Zeev",
      "url": "https://www.iheart.com/podcast/269-the-shifting-privacy-left-103595150/episode/s3e13-building-safe-ar-vr-187206230/",
      "date": "2024-06-18",
      "written_by": "deployer",
      "quote": null
    },
    {
      "kind": "report",
      "citation": "XR Guild Annual Report 2025-2026. Undated. https://www.xrguild.org/docs/xr-guild-annual-report-2025.pdf. Accessed October 27, 2026.",
      "title": "XR Guild Annual Report 2025-2026",
      "url": "https://www.xrguild.org/docs/xr-guild-annual-report-2025.pdf",
      "date": null,
      "written_by": "deployer",
      "quote": null,
      "supports_benefit": false
    },
    {
      "kind": "report",
      "citation": "Welcome to the XR Guild - library catalog entry. Undated. https://library.xrguild.org/ai-ethics/welcome-to-the-xr-guild. Accessed October 27, 2026.",
      "title": "Welcome to the XR Guild - library catalog entry",
      "url": "https://library.xrguild.org/ai-ethics/welcome-to-the-xr-guild",
      "date": null,
      "written_by": "deployer",
      "quote": null,
      "supports_benefit": false
    }
  ],
  "replication": {
    "produced_by": [
      "Human volunteers curate the library. A public catalog entry attributes keywords to ChatGPT."
    ],
    "must_hold": [
      "The proposed assistant must return genuine relevant resources, and readers need a way to verify them."
    ],
    "echoes": []
  },
  "paired_incident": null,
  "headline": "XR Guild proposes an AI librarian for ethics resources",
  "metric": null,
  "comparator": null,
  "later": {
    "status": "unknown",
    "date": null,
    "note": "Subsequent deployment and benefit outcomes have not been established by the reviewed sources.",
    "quote": null,
    "url": null
  },
  "value": null,
  "developer_country": null,
  "deployer_country": null,
  "unrated_because": "The reviewed sources do not support a numerical benefit-depth assessment.",
  "brief_notes": null,
  "brief": null,
  "revisions": [
    {
      "date": "2026-10-27",
      "change": "Added the case from reviewed public sources, with source lineage and limits on benefit claims.",
      "source": "https://www.iheart.com/podcast/269-the-shifting-privacy-left-103595150/episode/s3e13-building-safe-ar-vr-187206230/",
      "editor": "AIBD"
    }
  ],
  "confidence": "claimed",
  "shade": "low",
  "claim_status": "The deployer's account",
  "claim_basis": "Sources: two reports from the deployer and the deployer's other. For the benefit itself, the cited sources include no independent source and no finding by a regulator or court.",
  "profile": {
    "case_id": "AIBD-0589",
    "catalog_version": "1.0.0",
    "source_fingerprint": "8dd57dd0c29c5a0f970cc2fc2794acaa40fd8ac40b6065317d1b3b6e31b69285",
    "collection_refs": [
      {
        "collection_id": "aibd",
        "version": "2026-10-25"
      }
    ],
    "source_ids": [
      "AIBD-0589-source-0001",
      "AIBD-0589-source-0002",
      "AIBD-0589-source-0003"
    ],
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "coverage": "partial",
        "record_ids": []
      },
      "monetary observations": {
        "state": "not_assessed",
        "review_state": "not_assessed",
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        "record_ids": []
      },
      "institutional decisions": {
        "state": "not_assessed",
        "review_state": "not_assessed",
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        "record_ids": []
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    },
    "fields": {
      "actors[]": {
        "state": "value_present",
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          "kind": "record_fields",
          "fields": {
            "developer": "XR Guild volunteers; AI platform developer unspecified for proposed librarian",
            "deployer": "XR Guild Library"
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
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          "source_refs": []
        },
        "review_state": "record_mapped",
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      "actors[].ownership_control": {
        "state": "not_assessed",
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      "ai_contribution": {
        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "AI is proposed as a retrieval interface over human-curated resources. A catalog entry separately attributes keywords to ChatGPT. No evaluation establishes an AI-caused discovery or decision improvement."
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Reviewed the qualified case account against the retained original sources and their specific contributions.",
          "record_fields": [],
          "source_refs": [
            "AIBD-0589-source-0001",
            "AIBD-0589-source-0002",
            "AIBD-0589-source-0003"
          ],
          "reviewed_on": "2026-10-27"
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        "review_state": "reviewed",
        "coverage": "complete"
      },
      "ai_relationship": {
        "state": "value_present",
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          "kind": "record_fields",
          "fields": {
            "category": "general benefit",
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              "status": "assessed",
              "statement": "AI is proposed as a retrieval interface over human-curated resources. A catalog entry separately attributes keywords to ChatGPT. No evaluation establishes an AI-caused discovery or decision improvement."
            }
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        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
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          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
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      "assessments[].alternatives": {
        "state": "not_assessed",
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        "state": "not_assessed",
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        "coverage": "partial"
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      "assessments[].depth": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "assessments[].display_confidence": {
        "state": "value_present",
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          "kind": "structured",
          "data": {
            "claim_status": "The deployer's account",
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            "confidence": "low",
            "basis": "Sources: two reports from the deployer and the deployer's other. For the benefit itself, the cited sources include no independent source and no finding by a regulator or court.",
            "interpretation": "This label describes the supporting sources; it does not establish a beneficial causal effect.",
            "limitations": [
              "Preserve proposed status for the AI librarian.",
              "Do not describe all 220 records as AI-generated or all library benefits as caused by AI.",
              "Metadata attribution establishes a narrow AI connection, not a measured benefit."
            ]
          }
        },
        "provenance": {
          "kind": "derivation",
          "basis": "Derived the displayed confidence from the reviewed retained evidence; benefit magnitude remains separate.",
          "record_fields": [],
          "source_refs": [
            "AIBD-0589-source-0001",
            "AIBD-0589-source-0002",
            "AIBD-0589-source-0003"
          ],
          "reviewed_on": "2026-10-27"
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        "review_state": "reviewed",
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      "assessments[].rationale": {
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              {
                "group": "personal",
                "reason": "The reviewed material does not establish the magnitude of a benefit for this group."
              },
              {
                "group": "organizational",
                "reason": "The reviewed material does not establish the magnitude of a benefit for this group."
              }
            ]
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
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        "review_state": "record_mapped",
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      },
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        "state": "not_assessed",
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        "state": "value_present",
        "value": {
          "kind": "structured",
          "data": {
            "answer": "Intended benefits. The depths describe their intended extent.",
            "status": "intended"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Existing benefit_status classification; no new source review.",
          "record_fields": [
            "benefit_status"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "assessments[].target": {
        "state": "value_present",
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          "kind": "record_fields",
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            "ratings": [
              {
                "group": "personal",
                "reason": "The reviewed material does not establish the magnitude of a benefit for this group."
              },
              {
                "group": "organizational",
                "reason": "The reviewed material does not establish the magnitude of a benefit for this group."
              }
            ]
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
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          "source_refs": []
        },
        "review_state": "record_mapped",
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      },
      "availability": {
        "state": "not_assessed",
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        "coverage": "partial"
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      "brief": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "case_kind": {
        "state": "not_assessed",
        "review_state": "not_assessed",
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      },
      "case_links[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "claims[].evidence_links": {
        "state": "value_present",
        "value": {
          "kind": "structured",
          "data": {
            "claims": [
              {
                "claim_id": "AIBD-0589-claim-0001",
                "proposition": "XR Guild proposes an AI librarian to find ethics resources; public catalog pages also show ChatGPT-attributed keywords, but improved discovery remains unmeasured.",
                "sources": [
                  {
                    "source_ref": "AIBD-0589-source-0001",
                    "supports_benefit": true,
                    "contributions": [
                      "Founder describes planned AI library assistant around 45:18-46:03."
                    ],
                    "locators": [
                      "Automatically generated transcript, approximately 45:18-46:03."
                    ]
                  },
                  {
                    "source_ref": "AIBD-0589-source-0002",
                    "supports_benefit": false,
                    "contributions": [
                      "Page 11 (zero-based page 10) describes 2025 refresh and 220 library resources."
                    ],
                    "locators": [
                      "PDF page 11, Programs and Impact, XR Guild Library & Guild Hall Update."
                    ]
                  },
                  {
                    "source_ref": "AIBD-0589-source-0003",
                    "supports_benefit": false,
                    "contributions": [
                      "Visible keyword field is explicitly attributed to ChatGPT."
                    ],
                    "locators": [
                      "Overview; Keywords field."
                    ]
                  }
                ]
              }
            ]
          }
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Mapped sources to the supported claim components and retained contextual sources without counting them as benefit corroboration.",
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            "basis": "Sources: two reports from the deployer and the deployer's other. For the benefit itself, the cited sources include no independent source and no finding by a regulator or court.",
            "interpretation": "This label describes the supporting sources; it does not establish a beneficial causal effect.",
            "limitations": [
              "Preserve proposed status for the AI librarian.",
              "Do not describe all 220 records as AI-generated or all library benefits as caused by AI.",
              "Metadata attribution establishes a narrow AI connection, not a measured benefit."
            ]
          }
        },
        "provenance": {
          "kind": "derivation",
          "basis": "Applied the existing evidence rules to the reviewed source relationships and benefit-support flags.",
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          "source_refs": [
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          ],
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        "review_state": "reviewed",
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        "state": "not_assessed",
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        "state": "not_assessed",
        "review_state": "not_assessed",
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        "state": "not_assessed",
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      },
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        "state": "not_assessed",
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        "family": "institutional decisions"
      },
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        "state": "not_assessed",
        "review_state": "not_assessed",
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        "family": "institutional decisions"
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "family": "institutional decisions"
      },
      "deployment_stage": {
        "state": "value_present",
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          "kind": "text",
          "text": "proposed AI assistant; existing library"
        },
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          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
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        "state": "not_assessed",
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        "family": "monetary observations"
      },
      "economics[].costs[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "monetary observations"
      },
      "economics[].counterfactual": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "monetary observations"
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        "state": "not_assessed",
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        "family": "monetary observations"
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        "state": "not_assessed",
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        "family": "monetary observations"
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "family": "monetary observations"
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "family": "evaluations"
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        "state": "not_assessed",
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      "evaluations[].measurement_method": {
        "state": "not_assessed",
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        "state": "not_assessed",
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        "family": "evaluations"
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      "evaluations[].reproduction_materials": {
        "state": "not_assessed",
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        "family": "evaluations"
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        "state": "not_assessed",
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      "evaluations[].uncertainty_limitations": {
        "state": "not_assessed",
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                "url": "https://docs.google.com/spreadsheets/d/1ZDVVXiGeMcKJlq4F3GvvZALDtLliGeJtdDV6Zhr_p-0/edit#gid=0&range=A6:O6",
                "role": "Discovery lead and submission provenance; not independent corroboration."
              }
            ]
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Preserved the originating public submission and its row-level identifier.",
          "record_fields": [],
          "source_refs": [
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          ],
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        "coverage": "complete"
      },
      "follow_up[]": {
        "state": "value_present",
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              "status": "unknown",
              "note": "Subsequent deployment and benefit outcomes have not been established by the reviewed sources."
            }
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
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          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
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      "human_oversight": {
        "state": "not_assessed",
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        "coverage": "partial"
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      "id": {
        "state": "value_present",
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          "kind": "record_fields",
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        },
        "provenance": {
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          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
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      },
      "infrastructure_dependencies[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].beneficiaries": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].beneficiary_count": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].benefit_type": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "benefit_type": "Improved Knowledge Discovery"
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
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          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "outcomes[].claim": {
        "state": "value_present",
        "value": {
          "kind": "text",
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        },
        "provenance": {
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            "AIBD-0589-source-0003"
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          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "outcomes[].distribution": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].duration": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].id": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].stakeholder_group": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "ratings": [
              {
                "group": "personal",
                "reason": "The reviewed material does not establish the magnitude of a benefit for this group."
              },
              {
                "group": "organizational",
                "reason": "The reviewed material does not establish the magnitude of a benefit for this group."
              }
            ]
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
            "ratings"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "outcomes[].status": {
        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "intended"
        },
        "provenance": {
          "kind": "source_review",
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          "record_fields": [],
          "source_refs": [
            "AIBD-0589-source-0001",
            "AIBD-0589-source-0002",
            "AIBD-0589-source-0003"
          ],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "outcomes[].tradeoffs": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].unexpected": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "unexpected": false,
            "purpose": "The proposed assistant would help professionals locate evidence about ethical dilemmas in the Guild library."
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
            "unexpected",
            "purpose"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "places[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "purpose": {
        "state": "value_present",
        "value": {
          "kind": "text",
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        },
        "provenance": {
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          "record_fields": [],
          "source_refs": [
            "AIBD-0589-source-0001",
            "AIBD-0589-source-0002",
            "AIBD-0589-source-0003"
          ],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "record_dates": {
        "state": "value_present",
        "value": {
          "kind": "structured",
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            "date_basis": "source publication",
            "date_precision": "day",
            "added_on": "2026-10-27",
            "chronology_source": {
              "url": "https://www.iheart.com/podcast/269-the-shifting-privacy-left-103595150/episode/s3e13-building-safe-ar-vr-187206230/",
              "title": "The Shifting Privacy Left Podcast: Building Safe AR / VR / MR / XR Technology with Avi Bar-Zeev",
              "date": "2024-06-18",
              "qualification": "The interview publication date dates the proposal. The June 1, 2022 date on the catalog page belongs to its underlying video, not AI metadata."
            }
          }
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Distinguished publication, event, and access chronology; no date is silently promoted to an observed benefit date.",
          "record_fields": [],
          "source_refs": [
            "https://www.iheart.com/podcast/269-the-shifting-privacy-left-103595150/episode/s3e13-building-safe-ar-vr-187206230/"
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          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "replication.attempts[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "replication.conditions": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "replication": {
              "produced_by": [
                "Human volunteers curate the library. A public catalog entry attributes keywords to ChatGPT."
              ],
              "must_hold": [
                "The proposed assistant must return genuine relevant resources, and readers need a way to verify them."
              ],
              "echoes": []
            }
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
            "replication"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "revision_history[]": {
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        "value": {
          "kind": "record_fields",
          "fields": {
            "revisions": [
              {
                "date": "2026-10-27",
                "change": "Added the case from reviewed public sources, with source lineage and limits on benefit claims.",
                "source": "https://www.iheart.com/podcast/269-the-shifting-privacy-left-103595150/episode/s3e13-building-safe-ar-vr-187206230/",
                "editor": "AIBD"
              }
            ]
          }
        },
        "provenance": {
          "kind": "curatorial",
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          "record_fields": [
            "revisions"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "sector": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
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            "domain": "Library discovery and professional ethics resources"
          }
        },
        "provenance": {
          "kind": "curatorial",
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          "record_fields": [
            "domain"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "sources[].access_version": {
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        "value": {
          "kind": "structured",
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            "accessed_on": "2026-10-27",
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              {
                "source_ref": "AIBD-0589-source-0001",
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              },
              {
                "source_ref": "AIBD-0589-source-0002",
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              },
              {
                "source_ref": "AIBD-0589-source-0003",
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              }
            ],
            "review_scope": "Read the original public accounts and relevant supporting materials; source originality and source independence are assessed separately. No independent benefit evaluation is established.",
            "access_limitations": [
              "The interview transcript is automatically generated and was not checked against the audio. The reviewed sources do not establish deployment of the proposed librarian."
            ],
            "chronology_source": {
              "url": "https://www.iheart.com/podcast/269-the-shifting-privacy-left-103595150/episode/s3e13-building-safe-ar-vr-187206230/",
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              "date": "2024-06-18",
              "qualification": "The interview publication date dates the proposal. The June 1, 2022 date on the catalog page belongs to its underlying video, not AI metadata."
            }
          }
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Recorded the inspected source versions and access limitations; this does not imply access to unavailable upstream evidence.",
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          "source_refs": [
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            "AIBD-0589-source-0003"
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        "review_state": "reviewed",
        "coverage": "complete"
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                "citation": "The Shifting Privacy Left Podcast: Building Safe AR / VR / MR / XR Technology with Avi Bar-Zeev. 2024-06-18. https://www.iheart.com/podcast/269-the-shifting-privacy-left-103595150/episode/s3e13-building-safe-ar-vr-187206230/. Accessed October 27, 2026.",
                "locators": [
                  "Automatically generated transcript, approximately 45:18-46:03."
                ],
                "contributions": [
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                ]
              },
              {
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                  "PDF page 11, Programs and Impact, XR Guild Library & Guild Hall Update."
                ],
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                  "Page 11 (zero-based page 10) describes 2025 refresh and 220 library resources."
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              },
              {
                "source_ref": "AIBD-0589-source-0003",
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                "locators": [
                  "Overview; Keywords field."
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                "contributions": [
                  "Visible keyword field is explicitly attributed to ChatGPT."
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              }
            ]
          }
        },
        "provenance": {
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      "sources[].id": {
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        },
        "provenance": {
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        "review_state": "reviewed",
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        "coverage": "partial"
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          "kind": "structured",
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                "authorship_relationship": "deployer",
                "independent_of_maker_and_deployer": false,
                "originality_assessments": [
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                ]
              },
              {
                "source_ref": "AIBD-0589-source-0002",
                "authorship_relationship": "deployer",
                "independent_of_maker_and_deployer": false,
                "originality_assessments": [
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              },
              {
                "source_ref": "AIBD-0589-source-0003",
                "authorship_relationship": "deployer",
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              }
            ]
          }
        },
        "provenance": {
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        "review_state": "reviewed",
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              },
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              }
            ],
            "lead_source_ref": "AIBD-0589-source-0001",
            "retained_source_order": [
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              "AIBD-0589-source-0002",
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            "access_limitations": [
              "The interview transcript is automatically generated and was not checked against the audio. The reviewed sources do not establish deployment of the proposed librarian."
            ],
            "limitations": [
              "Preserve proposed status for the AI librarian.",
              "Do not describe all 220 records as AI-generated or all library benefits as caused by AI.",
              "Metadata attribution establishes a narrow AI connection, not a measured benefit."
            ],
            "deployment_stage": "proposed AI assistant; existing library",
            "source_access": {
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              "snapshots": "external-snapshots/infrastructure-manifest.json"
            },
            "lead_provenance": {
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            },
            "chronology_source": {
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            },
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        "display": {
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      },
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        "family": "strategic assessments"
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        },
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      "systems[].component_role": {
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        "review_state": "not_assessed",
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      "systems[].deployment_configuration": {
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        "review_state": "not_assessed",
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      "systems[].inputs_outputs": {
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      "systems[].model_name": {
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        "value": {
          "kind": "text",
          "text": "Proposed XR Guild AI librarian; ChatGPT-attributed catalog keywords; model versions unspecified"
        },
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        "coverage": "complete"
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        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "taxonomy_crosswalks[]": {
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        "review_state": "not_assessed",
        "coverage": "partial"
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      "title": {
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        "value": {
          "kind": "text",
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        },
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          "record_fields": [],
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        "review_state": "reviewed",
        "coverage": "complete"
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          "kind": "record_fields",
          "fields": {
            "account": "In a June 18, 2024 interview, XR Guild founder Avi Bar-Zeev described plans for an AI librarian that would return relevant papers and postmortems in response to ethical dilemmas, conditional on reliable retrieval. The Guild's annual report describes a 2025 library refresh with 220 resources. A public library entry visibly attributes its keywords to ChatGPT. These sources establish a proposed assistant and some AI-associated metadata work, but do not establish that the proposed librarian was deployed or that AI improved retrieval, learning, or ethical decisions. The 2022 date displayed on that library entry belongs to the underlying video, not the AI metadata.",
            "replication": {
              "produced_by": [
                "Human volunteers curate the library. A public catalog entry attributes keywords to ChatGPT."
              ],
              "must_hold": [
                "The proposed assistant must return genuine relevant resources, and readers need a way to verify them."
              ],
              "echoes": []
            }
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
            "account",
            "replication"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      }
    },
    "summary": {
      "total": 91,
      "addressed": 91,
      "known": 33,
      "reviewed": 19,
      "reviewed_complete": 18,
      "reviewed_partial": 1,
      "record_mapped": 14,
      "review_not_assessed": 58,
      "not_assessed": 58,
      "complete": false,
      "by_state": {
        "value_present": 33,
        "not_reported": 0,
        "unresolved": 0,
        "not_assessed": 58,
        "not_applicable": 0,
        "withheld": 0,
        "source_unavailable": 0
      }
    }
  }
}