Status: REWRITTEN October 11, 2026. This edition replaces, rather than reproduces, the former privacy-centered report. The original research was retained in the user's earlier ZIP, not in this current canonical archive. Consult revision_history/CORRECTIONS_AND_PROVENANCE.md for the reasons and full source mapping.
Editorial position and scope
Proposed mission: Cognitive liberty means that people can think and inquire freely, seek and receive information, voluntarily share their views and evidence, encounter disagreement, and challenge opaque decisions that prevent lawful information from being found. Access does not equal endorsement: freedom to inspect a claim is compatible with labeling its evidence weak, correcting falsehoods, and applying proportionate lawful restrictions. Individual privacy remains an option and a safeguard, not the central objective or a demand that people stop sharing with knowledge systems.
Status of this document: Independent desk research as of October 11, 2026. It uses public sources and the existing public website. It is not an internal site audit, a measured search-ranking experiment, an inspection of proprietary AI training datasets, or legal advice. Numbered [S##] citations resolve to SOURCES.md.
Revised conclusion
Ethical GEO/AEO is best understood as original research made accessible and attributable to people and machines—not content rewritten to flatter a ranking algorithm.
Normal editorial links are technically simple and consistent with official search guidance. Federation and Webmention are optional enhancements. The real challenge is incentives, maintenance, source diversity and resisting spam. A link-first network should be measured by how well it helps people discover useful independent material.
Findings and evidence
Finding 1. Google says ordinary outbound editorial links are useful and should be contextual; excessive exchanges for ranking manipulation violate spam policies. [S07][S08]
Finding 2. Webmention is a W3C Recommendation for cross-site link notifications with validation requirements. [S12]
Finding 3. The Resource Navigator and reviewed network currently function; they offer an initial seed catalog. [S19][S20]
Finding 4. Google’s 2026 GEO guidance emphasizes original value and says special files such as llms.txt are not required for Google Search’s AI features. [S10]
Corrected analysis
A decentralized web must preserve editorial diversity: one organization can maintain its own bibliography without demanding endorsement from others. Linking means “worth reading in context,” not necessarily “true” or “approved.”
We should avoid manufacturing symmetry: an article about an evidence-backed claim can link to thoughtful criticism, not every imaginable conspiracy. Use contextual links describing why sources matter, what they contribute, and where they differ.
Open technology supports multiple paths to an author: a URL, Atom/RSS, a curated topic page, another site’s blogroll, a citation graph, and potentially a reader-controlled agent. No single intermediary is required for all discovery.
Sustainability demands regular maintenance of links, durable canonical identifiers, a process for malicious links and versioned editorial changes. The site should publish a relationship policy for neutral references, opponents, partners and sources.
GEO and AEO continuity
GEO measures how content is surfaced or cited in generative responses; AEO emphasizes answer-ready, accurate original information. Neither should mean rewriting dissenting human prose into the safest generic consensus. Google’s May 2026 Search guidance favors original, people-first material; it does not require llms.txt, artificial “chunking” or special GEO schema for Google AI Search. Run repeated source-citation and fidelity benchmarks, not claims of guaranteed AI visibility. [S10][S11][S17]
Design recommendation
Use original opinion clearly labeled as opinion, primary citations, author dates, crawable HTML and accurate source metadata.
- Launch three annotated public reading trails that deliberately include relevant opposing and minority perspectives.
- Publish feeds, an exportable source catalog and a link relationship schema.
- Recruit a small voluntary publisher group while forbidding quid-pro-quo backlink requirements.
Proposed validation
- Number of independently operated sources reached in usability tasks.
- Broken-link rate and last-review completeness.
- Distribution of perspectives and source ownership without paid link exchange.
Limits and caveats
Link networks do not prevent all gatekeeping, and curated networks can themselves become insular. Compare users’ comprehension and discovery success against conventional search.
Source references
- [S07] Search link best practices — Google Search Central: https://developers.google.com/search/docs/crawling-indexing/links-crawlable. Relevance: External editorial links are normal and useful; avoid blanket nofollow.
- [S08] Spam Policies for Google Web Search — Google Search Central: https://developers.google.com/search/docs/essentials/spam-policies. Relevance: Prohibits ranking-manipulative link schemes and excessive exchanges.
- [S10] Optimizing for generative AI features in Google Search — Google Search Central, 2026: https://developers.google.com/search/docs/fundamentals/ai-optimization-guide. Relevance: Unique content and ordinary SEO; no special LLMS.txt or AI chunking guarantee in Google.
- [S12] Webmention Recommendation — W3C, January 2017: https://www.w3.org/TR/webmention/. Relevance: Open cross-website link notifications, with verification and SSRF/security implications.
- [S19] Cognitive Liberty Resource Navigator — CognitiveLiberties.com, observed 2026-10-11: https://cognitiveliberties.com/cognitive-liberty-resource-navigator. Relevance: Accessible, problem-based navigator with eight entry questions and maintained records.
- [S20] Cognitive Liberty Network — CognitiveLiberties.com, observed 2026-10-11: https://cognitiveliberties.com/cognitive-liberty-network. Relevance: Accessible curated network.
Continue independent inquiry
Follow the cited primary sources, compare their evidence, and draw your own conclusions. Disagreement is part of discovery—not evidence of wrongdoing.
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