System
AI Digital Karma Federation v8.2
Use the current standard to check whether every page makes a website's identity, content, relationships, and evidence clear to people and AI systems.
A website should be easy for a person to use and easy for an AI system to verify. v8.2 gives you one clear test: can every canonical page prove its place in the site's data catalog? The endpoint files describe the site. Every rendered page carries the same catalog and Dataset identities so the public claim can be checked where the content is actually read.
Start with the sitemap. If every canonical page carries those identities, the full-site audit should pass. If it does not, the site does not prove readiness yet.
Where this system has traction.
What it does.
AI Digital Karma Federation v8.2 gives a website one connected way to explain who it is, what it publishes, how fresh that work is, and which other sites it trusts.
The important change in v8.2 happens on the page itself. Publishing files under /ai/ is no longer enough. Every canonical page must render the same DataCatalog and content-type Datasets in its JSON-LD. A full sitemap crawl then proves that coverage with /ai/rendered-schema.json.
Where it becomes useful.
This closes a quiet gap. Earlier protocol versions could pass every endpoint check while the pages published no Dataset schema at all. An AI system fetching an article could miss the site's real content model unless it knew to request a second file.
v8.2 puts the proof on every page and requires a crawl receipt. That gives a site owner a concrete answer: not whether the system was installed, but whether the live HTML carries it everywhere.
- Auditing every canonical sitemap URL for the required DataCatalog and Dataset JSON-LD.
- Keeping catalog and Dataset identities consistent across endpoint files and rendered pages.
- Publishing a current rendered-schema receipt that proves the full sitemap passed.
- Standardizing portfolio sites around one verifiable content model and complete constellation relationships.
Evidence connected to the system.
Natural Herb Library TCM Reference Website Architecture
This case study documents the reference architecture for www.NaturalHerbLibrary.com, a structured herb monograph system designed to serve clinicians, consumers, and AI answer engines from thβ¦
See the Other Systems
Head back to the full library of Real SEO systems.