Ensure traceability of datasets and decisions
Maintain records of data, processes, changes, and responsibilities sufficient for investigation and accountability.
Skip to atlas contentM275 · AI Governance and Information Integrity M272 · AI Governance and Information Integrity M269 · AI Governance and Information Integrity
WORLD MORALS EDITION XXI
Maintain human oversight of high-impact systems
Ensure responsible humans can review, override, repair, or stop systems that risk serious harm.
Comparative atlas · Original English corpus · Evidence before conclusions
A mapping is not a verified quotation. Workbook labels are preserved. An absent mapping does not mean rejection. We do not rank the moral worth of any system.
- Religious systems
- 3/52
- Nonreligious systems
- 5/41
- Represented systems
- 8/93
- Specific anchors*
- 1/8
5.8%
12.2%
8.6%
12.5%
*Calculated from source labels beginning “Specific”; not a count of verified quotations.
Corpus definition
Ensure responsible humans can review, override, repair, or stop systems that risk serious harm.
This is the atlas’s definition, not a substitute for a tradition’s own interpretation. Scope, exceptions and translations require review of each source.
Preserved calculation difference
The original index differs from recomputed unique-system or specific-anchor counts. Both are retained; the source file is unchanged.
All Systems: source 94 · recomputed 93
Overall %: source 8.5 · recomputed 8.6022
Evidence, mapping by mapping
8 selected mappings
Ethical Culture / Ethical Humanism · Official framework-level anchor
Maintain human oversight of high-impact systems · System profile
Workbook anchor (not a quotation)
American Ethical Union principles of human worth, ethical action, and freedom of belief
Open original source ↗ aeu.org
Official framework-level anchor · Ethical religion and humanism
Framework-level mapping: verify exact wording, source context, doctrinal status, and scope before formal quotation.
Independent review pending. Edition XXI · Teaching Evidence · row 10043. Source publisher, date, translation and license have not been validated.
IEEE Code of Ethics · Official framework-level anchor
Maintain human oversight of high-impact systems · System profile
Workbook anchor (not a quotation)
IEEE Code of Ethics and professional conduct principles
Open original source ↗ ewh.ieee.org
Official framework-level anchor · Professional engineering and technology ethics
Framework-level mapping: verify exact wording, institutional status, historical context, and scope before formal quotation.
Independent review pending. Edition XXI · Teaching Evidence · row 10044. Source publisher, date, translation and license have not been validated.
Religious Society of Friends - Quaker Ethics · Official framework-level anchor
Maintain human oversight of high-impact systems · System profile
Workbook anchor (not a quotation)
Friends General Conference materials on peace, integrity, equality, simplicity, community, and stewardship
Open original source ↗ www.fgcquaker.org
Official framework-level anchor · Abrahamic / Christian peace tradition
Framework-level mapping: verify exact doctrinal context, institutional authority, historical setting, and scope before formal quotation.
Independent review pending. Edition XXI · Teaching Evidence · row 10045. Source publisher, date, translation and license have not been validated.
Shinnyo-en Buddhist Ethics · Official framework-level anchor
Maintain human oversight of high-impact systems · System profile
Workbook anchor (not a quotation)
Official Shinnyo-en teaching on integrity, meditation, wisdom, compassion, altruism, and Buddha nature
Open original source ↗ shinnyoen.org
Official framework-level anchor · Dharmic / Buddhist
Framework-level mapping: verify exact doctrinal wording, institutional authority, translation, historical context, and scope before formal quotation.
Independent review pending. Edition XXI · Teaching Evidence · row 10046. Source publisher, date, translation and license have not been validated.
Society of Professional Journalists Ethics · Official framework-level anchor
Maintain human oversight of high-impact systems · System profile
Workbook anchor (not a quotation)
SPJ Code of Ethics
Open original source ↗ www.spj.org
Official framework-level anchor · Professional journalism ethics
Framework-level mapping: verify exact article, section, context, and scope before formal quotation.
Independent review pending. Edition XXI · Teaching Evidence · row 10047. Source publisher, date, translation and license have not been validated.
The Salvation Army Christianity · Official framework-level anchor
Maintain human oversight of high-impact systems · System profile
Workbook anchor (not a quotation)
International mission, social justice, governance, and values statements
Open original source ↗ www.salvationarmy.org
Official framework-level anchor · Abrahamic / Christian
Framework-level mapping: verify exact text, doctrinal or institutional authority, historical context, and scope before formal quotation.
Independent review pending. Edition XXI · Teaching Evidence · row 10048. Source publisher, date, translation and license have not been validated.
Trustworthy AI Ethics (UNESCO/OECD) · Specific primary/official anchor
Maintain human oversight of high-impact systems · System profile
Workbook anchor (not a quotation)
OECD robustness, security, and safety principle
Open original source ↗ oecd.ai
Specific primary/official anchor · Technology and international ethics
Framework-level mappings identify a strong analogue; verify exact text, article, and scope before formal quotation.
Independent review pending. Edition XXI · Teaching Evidence · row 10049. Source publisher, date, translation and license have not been validated.
UNODC Restorative Justice Ethics · Official framework-level anchor
Maintain human oversight of high-impact systems · System profile
Workbook anchor (not a quotation)
UNODC Basic Principles and Handbook on Restorative Justice Programmes
Open original source ↗ www.unodc.org
Official framework-level anchor · International criminal-justice ethics
Framework-level mapping: verify exact article, section, context, and scope before formal quotation.
Independent review pending. Edition XXI · Teaching Evidence · row 10050. Source publisher, date, translation and license have not been validated.
History and geography: source limits
This edition does not supply a historical genealogy or coordinates for this teaching. Transmission, invention, population and geographic presence are not inferred from a mapping.
Explore connections in the same category
Shared systems in the corpus, not evidence of historical influence.
Assess AI risks throughout the lifecycle
Identify, document, mitigate, monitor, and revisit risks from design through retirement.
Disclose when people are interacting with AI
Make users reasonably aware when decisions, communications, or content are generated or materially shaped by AI.
Unmodified source statistics
| Primary Rank - Religious | 443 |
|---|---|
| Overall Rank | 352 |
| Nonreligious Rank | 237 |
| Religious Frequency Tier | 37 |
| Religions Sharing | 3 |
| Religious Systems | 52 |
| Religious % | 5.8 |
| Nonreligious Groups Sharing | 5 |
| Nonreligious Groups | 41 |
| Nonreligious % | 12.2 |
| All Systems Sharing | 8 |
| All Systems | 94 |
| Overall % | 8.5 |
| Direct Official Anchors | 1 |
| Direct Evidence % | 12.5 |
| Cross-Sphere Balance Index | 47.5 |
| Religious Adoption Gap | -6.4 |
Specialized or emerging teaching