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
A practical initiative should begin with site-wide public messaging and contribution pathways. Retention minimization is not a success criterion for an effort meant to expand voluntary human expression.
The site is already a capable nucleus for a public discovery initiative: a real Resource Navigator, network, organizations directory and evidence ledger exist. The first investment should be editorial reframing, annotated cross-source trails and an accountability audit—not a new privacy-first AI agent.
Findings and evidence
Finding 1. The live homepage still defines cognitive liberty mainly around the “private space” of thought, while also correctly distinguishing curiosity from belief and identifying publisher discoverability risks. [S18]
Finding 2. The Resource Navigator, network, standards directory, organizations directory and research evidence ledger were accessible in direct October 11, 2026 checks. Earlier claims of broken endpoints were incorrect. [S19][S20][S21][S22][S23]
Finding 3. Google supports editorial links and original contributions; manipulative link exchanges remain prohibited. [S07][S08][S10]
Finding 4. AI pluralism research has a practical research-to-production gap that a public benchmark and volunteer source collection could address. [S03]
Corrected analysis
First redefine the primary visitor journeys: “I want to research a controversial question”; “I want to share my opinion or evidence”; “I want to find opposing perspectives”; “I want to challenge a missing or misrepresented source.” Each should link to available sources on the first page.
Treat privacy as a selectable feature and disclosure choice. Remove claims that non-retention automatically guarantees freedom; equally, do not require public exposure as a condition of participation.
Editorial governance is the hard part. No automated ingestion without curation; author rights, factual standards, alternate arguments, corrections and conflict labels are mandatory. Opposition must be represented accurately without forcing equal prominence.
The pilot should report both benefits and failures: if users discover more independent sources but are misled by low-quality material, the design needs changes; if only already-connected publishers benefit, expand contributor representation.
Implementation continuity
The realistic sequence is mission correction → live site inventory → source relationships → public participation → auditable discovery benchmark → optional federation → optional agent interface. Recruitment should be based on relevant research, not compulsory link trading. A 365-day pilot measures successful independent source discovery, fair representation, correction time and multilingual/contributor participation. Confidentiality options remain available to participants but are not primary performance objectives. [S18][S19][S20]
Design recommendation
Use a 365-day pilot with declared baseline, source diversity audits, a partner network and voluntary knowledge contributions.
- Weeks 1–4: mission rewrite, public corrections to older research and live navigation inventory.
- Months 2–3: three diverse source trails, submission and correction workflows, mobile usability benchmark.
- Months 4–6: partner federation trial and reproducible AI viewpoint coverage audit.
- Months 7–12: optional source-first agent prototype, independent evaluation and open publication of results.
Proposed validation
- Primary-source discovery task success against existing website baseline.
- Number of independent contributors and sources across viewpoints and languages.
- Audit accuracy, transparent correction turn-around and no forced disclosure.
Limits and caveats
This is a proposed implementation program, not measured site performance. No site analytics, internal repository, model training logs or production tests were available for this work.
Source references
- [S03] A Roadmap to Impactful Pluralistic Alignment Research — Poole-Dayan et al., 2026, preprint: https://arxiv.org/abs/2607.22305. Relevance: Audit of published behavior documents; reports no clear evidence of production pluralistic training/evaluation in scope, not proof of none.
- [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.
- [S18] Cognitive Liberties homepage — CognitiveLiberties.com, observed 2026-10-11: https://cognitiveliberties.com/. Relevance: Current site uses privacy-centric message while also addressing publisher discoverability and AI training.
- [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.
- [S21] Cognitive Liberty Research Evidence Ledger — CognitiveLiberties.com, observed 2026-10-11: https://cognitiveliberties.com/research-evidence. Relevance: Accessible public evidence ledger; disproves older claim of broken page.
- [S22] Cognitive Liberty Organizations Directory — CognitiveLiberties.com, observed 2026-10-11: https://cognitiveliberties.com/cognitive-liberty-organizations. Relevance: Accessible organizations directory; disproves older claim of broken page.
- [S23] Cognitive Liberty Privacy Standards Directory — CognitiveLiberties.com, observed 2026-10-11: https://cognitiveliberties.com/cognitive-liberty-standards. Relevance: Accessible standards directory; disproves older claim of broken page.
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.
Browse the full research collection · Follow the resource navigator · Review corrections