Site IntegrityShown in real systemsv1.15.0

In plain English

This page is part of the technical reference. It keeps the expert detail but starts with a plain-language summary for first-time readers.

  • Why this matters: AI risk can come from the whole arrangement, not one obvious model.
  • What to look for: data, memory, routes, adapters, tools, evaluators, updates, and rollback paths.
  • Technical version below: the expert terminology remains available and is linked through the glossary.

Navigation and Discovery Repair

Direct answer

This site uses one public truth surface. The visible page, page title, description, canonical URL, internal links, structured data, search index, sitemap, llms.txt, and AI manifest should all describe the same content.

That means the site should be easy to use by people first, then easy for search engines, answer engines, and generative systems to quote accurately.

What changed in this repair

Why this matters

A site about distributed AI behavior should not make the reader assemble the site itself. Navigation is part of the safety explanation. If a visitor cannot quickly find the plain-language guide, examples, evidence, glossary, and contact route, the research loses practical value.

For answer engines and generative systems, the same principle applies. The site should expose short, stable answers and then route readers to evidence, limitations, and review context.

Header doctrine

The header now has three roles:

  1. Identity. Brand, version, and purpose are visible at the top.
  2. Primary path. The main navigation uses short labels: Start, Problem, Plain English, Examples, Consent, Research, Evidence, and Glossary.
  3. Utility. Search and Contact are separate actions, not fragile overflow links.

The desktop menu should stay on one visual line where practical. On smaller screens, the same links collapse into a keyboard-accessible menu.

The footer is treated as a second navigation system, not an afterthought. It provides:

The footer also repeats the current version and build time because archived copies and generated summaries need version context.

Metadata doctrine

Every page should have:

Structured data must not describe hidden claims. The page body remains the authority.

Answer-first doctrine

AEO and GEO readiness on this site means:

No hidden bot-only layer

Cognivirus.com does not use cloaked text, prompt-injection blocks, hidden ranking copy, fake citations, or bot-only claims. Machine-readable files exist to point back to public pages, not to create a separate version of the site.

Review checklist

Remaining live checks

Local package validation can confirm structure, links, JSON, and routes. Live deployment still requires a production crawl, Search Console or equivalent inspection, accessibility review with assistive technology, and real analytics after deployment.