Use: Source IDs in the reports are resolved here. An official platform statement establishes the platform’s published policy, not that every algorithm always follows it. Preprints are clearly identified; the website observations are public page checks, not an authenticated audit.
S01 — Universal Declaration of Human Rights, Arts. 18–19
- Publisher/date: United Nations
- URL: https://www.un.org/en/about-us/universal-declaration-of-human-rights
- What it supports: Human rights to thought, opinion and to seek/receive/impart information; does not confer guaranteed ranking
S02 — Recommendation on the Ethics of Artificial Intelligence
- Publisher/date: UNESCO, 2021
- URL: https://www.unesco.org/en/legal-affairs/recommendation-ethics-artificial-intelligence
- What it supports: Calls for cultural and political diversity, participatory AI, freedom of expression and information
S03 — A Roadmap to Impactful Pluralistic Alignment Research
- Publisher/date: Poole-Dayan et al., 2026, preprint
- URL: https://arxiv.org/abs/2607.22305
- What it supports: Audit of published behavior documents; reports no clear evidence of production pluralistic training/evaluation in scope, not proof of none
S04 — From Sycophantic Consensus to Pluralistic Repair
- Publisher/date: Vishwarupe et al., 2026, preprint
- URL: https://arxiv.org/abs/2605.14912
- What it supports: Small-scale exploration of agents surfacing disagreement and principled revision
S05 — AI models collapse when trained on recursively generated data
- Publisher/date: Shumailov et al., Nature, 2024 (correction 2025)
- URL: https://www.nature.com/articles/s41586-024-07566-y
- What it supports: Study about recursive training on synthetic content; not synonymous with viewpoint censorship
S06 — AI systems and language diversity
- Publisher/date: UNESCO linguistic diversity coalition
- URL: https://www.unesco.org/ethics-ai/en/coalition-linguistic-diversity-artificial-intelligence
- What it supports: Documented linguistic underrepresentation and need for broader language access
S07 — Search link best practices
- Publisher/date: Google Search Central
- URL: https://developers.google.com/search/docs/crawling-indexing/links-crawlable
- What it supports: External editorial links are normal and useful; avoid blanket nofollow
S08 — Spam Policies for Google Web Search
- Publisher/date: Google Search Central
- URL: https://developers.google.com/search/docs/essentials/spam-policies
- What it supports: Prohibits ranking-manipulative link schemes and excessive exchanges
S09 — Google AI summaries and user clicks
- Publisher/date: Pew Research Center, July 22 2025
- URL: https://www.pewresearch.org/short-reads/2025/07/22/google-users-are-less-likely-to-click-on-links-when-an-ai-summary-appears-in-the-results/
- What it supports: Observational March 2025 panel: 8% clicked ordinary results with AI summaries vs 15% without; noncausal comparison
S10 — Optimizing for generative AI features in Google Search
- Publisher/date: Google Search Central, 2026
- URL: https://developers.google.com/search/docs/fundamentals/ai-optimization-guide
- What it supports: Unique content and ordinary SEO; no special LLMS.txt or AI chunking guarantee in Google
S11 — AI features and your website
- Publisher/date: Google Search Central
- URL: https://developers.google.com/search/docs/appearance/ai-features
- What it supports: Indexed pages may be eligible for AI links; no guaranteed placement
S12 — Webmention Recommendation
- Publisher/date: W3C, January 2017
- URL: https://www.w3.org/TR/webmention/
- What it supports: Open cross-website link notifications, with verification and SSRF/security implications
S13 — Digital Services Act – recommender systems and user transparency
- Publisher/date: European Union Regulation 2022/2065
- URL: https://eur-lex.europa.eu/eli/reg/2022/2065/oj
- What it supports: Transparency and platform obligations depend on service classification; not a general equal-ranking law
S14 — Digital Services Act transparency database and data access
- Publisher/date: European Commission
- URL: https://digital-strategy.ec.europa.eu/en/policies/dsa-brings-transparency
- What it supports: Description of decisions databases and researcher access
S15 — AI Risk Management Framework
- Publisher/date: NIST, 2023
- URL: https://www.nist.gov/itl/ai-risk-management-framework
- What it supports: Voluntary risk framework: validity, transparency, harms, fairness, contestability
S16 — AG-UI: Agent–User Interaction Protocol
- Publisher/date: AG-UI maintainers
- URL: https://github.com/ag-ui-protocol/ag-ui
- What it supports: Event-based communication between interactive agents and user interfaces; not GEO or AEO
S17 — GEO: Generative Engine Optimization
- Publisher/date: Aggarwal et al., 2023/2024, preprint
- URL: https://arxiv.org/abs/2311.09735
- What it supports: Controlled generative visibility experiments; not proof of live traffic lift
S18 — Cognitive Liberties homepage
- Publisher/date: CognitiveLiberties.com, observed 2026-10-11
- URL: https://cognitiveliberties.com/
- What it supports: Current site uses privacy-centric message while also addressing publisher discoverability and AI training
S19 — Cognitive Liberty Resource Navigator
- Publisher/date: CognitiveLiberties.com, observed 2026-10-11
- URL: https://cognitiveliberties.com/cognitive-liberty-resource-navigator
- What it supports: Accessible, problem-based navigator with eight entry questions and maintained records
S20 — Cognitive Liberty Network
- Publisher/date: CognitiveLiberties.com, observed 2026-10-11
- URL: https://cognitiveliberties.com/cognitive-liberty-network
- What it supports: Accessible curated network
S21 — Cognitive Liberty Research Evidence Ledger
- Publisher/date: CognitiveLiberties.com, observed 2026-10-11
- URL: https://cognitiveliberties.com/research-evidence
- What it supports: Accessible public evidence ledger; disproves older claim of broken page
S22 — Cognitive Liberty Organizations Directory
- Publisher/date: CognitiveLiberties.com, observed 2026-10-11
- URL: https://cognitiveliberties.com/cognitive-liberty-organizations
- What it supports: Accessible organizations directory; disproves older claim of broken page
S23 — Cognitive Liberty Privacy Standards Directory
- Publisher/date: CognitiveLiberties.com, observed 2026-10-11
- URL: https://cognitiveliberties.com/cognitive-liberty-standards
- What it supports: Accessible standards directory; disproves older claim of broken page
S24 — Right to seek, receive and impart information
- Publisher/date: United Nations Rule of Law
- URL: https://www.un.org/ruleoflaw/en/thematic-areas/governance/freedom-of-information
- What it supports: Explains Article 19 access and expression rights
S25 — Global Roadmap for Multilingualism in the Digital Era
- Publisher/date: UNESCO, 2025/2026
- URL: https://www.unesco.org/en/global-roadmap-multilingualism
- What it supports: Recommendations for language technologies and equitable representation
S26 — GEO guidance release
- Publisher/date: Google Search Central Blog, May 15 2026
- URL: https://developers.google.com/search/blog/2026/05/a-new-resource-for-optimizing
- What it supports: Current official guidance distinguishes common GEO myths
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