Benefits
- Benefit
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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. [1] [2] [3]
- Category
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Improved Knowledge Discovery
- Beneficiary groups
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People. Organizations.
- Expected?
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Yes
- Outcome identifiers
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Not assessed
- Beneficiaries
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Not assessed
- Reach
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Not assessed
- Distribution and access
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Not assessed
- Duration
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Not assessed
- Costs and harms
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Not assessed
AI system
- System
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Proposed XR Guild AI librarian; ChatGPT-attributed catalog keywords; model versions unspecified [1] [2] [3]
- Application developer
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XR Guild volunteers; AI platform developer unspecified for proposed librarian
- Workflow
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Human volunteers curate the library. A public catalog entry attributes keywords to ChatGPT.
- Relation to AI
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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.
- AI contribution
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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. [1] [2] [3]
- Model
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Not assessed
- Release
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Not assessed
- Role
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Not assessed
- Configuration
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Not assessed
- Inputs and outputs
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Not assessed
- Autonomy
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Not assessed
- Human oversight
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Not assessed
Measurement
- Studies
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Not assessed
- Study design
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Not assessed
- Measurement
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Not assessed
- Setting and sample
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Not assessed
- Measures
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Not assessed
- Comparison
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Not assessed
- Results
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Not assessed
- Additional value from AI
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Not assessed
- Limitations
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Not assessed
- Denominators
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Not assessed
- Materials for replication
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Not assessed
Money
- Kind of value
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Not assessed
- Amount
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Not assessed
- Currency and prices
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Not assessed
- Period and unit
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Not assessed
- Realization
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Not assessed
- Recipients and payers
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Not assessed
- Gross or net
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Not assessed
- Included costs
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Not assessed
- Comparison
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Not assessed
- Method
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Not assessed
- Return and payback
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Not assessed
People and places
- Participants
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Developer: XR Guild volunteers; AI platform developer unspecified for proposed librarian. Operator: XR Guild Library.
- Jurisdictions
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Not assessed
- Ownership and control
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Not assessed
- Dependencies
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Not assessed
- Cross-border connections
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Not assessed
- Geopolitical implications
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Not assessed
Follow-up
- Conditions for replication
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The proposed assistant must return genuine relevant resources, and readers need a way to verify them.
- Later findings
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Subsequent deployment and benefit outcomes have not been established by the reviewed sources.
- Replication attempts
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Not assessed
- Availability
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Not assessed
- Institutional decision
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Not assessed
- Grounds
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Not assessed
- Action and result
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Not assessed
- Success criterion
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Not assessed
Evidence
Grades
- Assessed benefits
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People. Organizations.
- Reasons
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People: The reviewed material does not establish the magnitude of a benefit for this group. Organizations: The reviewed material does not establish the magnitude of a benefit for this group.
- Observed or intended
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Intended benefits. The depths describe their intended extent.
- Fill
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The deployer's account
- Depth
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Not assessed
- Rubric
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Not assessed
- Assessor and date
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Not assessed
- Alternative assessments
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Not assessed
Entry details
- Field
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Library discovery and professional ethics resources.
- Purpose
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The proposed assistant would help professionals locate evidence about ethical dilemmas in the Guild library. [1] [2] [3]
- Dates
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Recorded value
- Version
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8dd57dd0c29c5a0f970cc2fc2794acaa40fd8ac40b6065317d1b3b6e31b69285
- Kind
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Not assessed
- Related entries
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Not assessed
References
- Other identifiers
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Recorded value
- Revisions
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1 revisions. Latest: 27 October 2026.
- Category mappings
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Not assessed
- Brief
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Not assessed
Sources
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Other Deployer
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.
Founder describes planned AI library assistant around 45:18-46:03. Automatically generated transcript, approximately 45:18-46:03.
Founder's firsthand account establishes the proposed AI librarian. The interview host does not independently verify a benefit.
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Report Deployer Context or contrary evidence
XR Guild Annual Report 2025-2026. Undated. https://www.xrguild.org/docs/xr-guild-annual-report-2025.pdf. Accessed October 27, 2026.
Page 11 (zero-based page 10) describes 2025 refresh and 220 library resources. PDF page 11, Programs and Impact, XR Guild Library & Guild Hall Update.
Deployer's annual report establishes the human-curated library's scale and 2025 refresh; it does not evaluate AI impact.
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Report Deployer Context or contrary evidence
Welcome to the XR Guild - library catalog entry. Undated. https://library.xrguild.org/ai-ethics/welcome-to-the-xr-guild. Accessed October 27, 2026.
Visible keyword field is explicitly attributed to ChatGPT. Overview; Keywords field.
Public catalog artifact attributes the keyword list to ChatGPT; its contribution is narrow evidence of AI-associated metadata.