XR Guild proposes an AI librarian for ethics resources

XR Guild proposes an AI librarian to find ethics resources; public catalog pages also show ChatGPT-attributed keywords, but improved discovery remains unmeasured.

Benefit status
Intended
Evidence
Claimed by the parties
Source published
Sources
3 publications

Benefits

Benefit

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

Improved Knowledge Discovery

Status

intended [1] [2] [3]

Beneficiary groups

People. Organizations.

Expected?

Yes

Outcome identifiers

Not assessed

Beneficiaries

Not assessed

Reach

Not assessed

Distribution and access

Not assessed

Duration

Not assessed

Costs and harms

Not assessed

AI system

System

Proposed XR Guild AI librarian; ChatGPT-attributed catalog keywords; model versions unspecified [1] [2] [3]

Application developer

XR Guild volunteers; AI platform developer unspecified for proposed librarian

Workflow

Human volunteers curate the library. A public catalog entry attributes keywords to ChatGPT.

Relation to AI

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

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

Not assessed

Release

Not assessed

Role

Not assessed

Configuration

Not assessed

Inputs and outputs

Not assessed

Autonomy

Not assessed

Human oversight

Not assessed

Measurement

Studies

Not assessed

Study design

Not assessed

Measurement

Not assessed

Setting and sample

Not assessed

Measures

Not assessed

Comparison

Not assessed

Results

Not assessed

Additional value from AI

Not assessed

Limitations

Not assessed

Denominators

Not assessed

Materials for replication

Not assessed

Money

Kind of value

Not assessed

Amount

Not assessed

Currency and prices

Not assessed

Period and unit

Not assessed

Realization

Not assessed

Recipients and payers

Not assessed

Gross or net

Not assessed

Included costs

Not assessed

Comparison

Not assessed

Method

Not assessed

Return and payback

Not assessed

People and places

Participants

Developer: XR Guild volunteers; AI platform developer unspecified for proposed librarian. Operator: XR Guild Library.

Jurisdictions

Not assessed

Ownership and control

Not assessed

Dependencies

Not assessed

Cross-border connections

Not assessed

Geopolitical implications

Not assessed

Follow-up

Conditions for replication

The proposed assistant must return genuine relevant resources, and readers need a way to verify them.

Later findings

Subsequent deployment and benefit outcomes have not been established by the reviewed sources.

Replication attempts

Not assessed

Availability

Not assessed

Institutional decision

Not assessed

Grounds

Not assessed

Action and result

Not assessed

Success criterion

Not assessed

Evidence

Source numbers

Recorded value

Citations

Recorded value [1] [2] [3]

Source relationships

Recorded value [1] [2] [3]

Original evidence

The source review separates original evidence from repeated accounts and records material access limits. [1] [2] [3]

Access and versions

Recorded value [1] [2] [3]

Evidence strength

Recorded value

Language

Not assessed

Supported findings

Not assessed

Missing evidence

Not assessed

Grades

Assessed benefits

People. Organizations.

Reasons

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

Intended benefits. The depths describe their intended extent.

Fill

The deployer's account

Depth

Not assessed

Rubric

Not assessed

Assessor and date

Not assessed

Alternative assessments

Not assessed

Entry details

Field

Library discovery and professional ethics resources.

Purpose

The proposed assistant would help professionals locate evidence about ethical dilemmas in the Guild library. [1] [2] [3]

Dates

Recorded value

Stage

proposed AI assistant; existing library [1] [2] [3]

Version

8dd57dd0c29c5a0f970cc2fc2794acaa40fd8ac40b6065317d1b3b6e31b69285

Kind

Not assessed

References

Other identifiers

Recorded value

Revisions

1 revisions. Latest: 27 October 2026.

Category mappings

Not assessed

Brief

Not assessed

Sources

  1. 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.

  2. 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.

  3. 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.