© Real SEO™ Life / Digital KarmaⓀ Network
Most websites today still exist as isolated entries — a set of links, APIs, and datasets waiting to be discovered. That’s the listing era of the internet. The next step is relational mapping — where AIs connect meaningfully, share verified context, and evolve each other's knowledge bases through structured pingbacks and mirrors.
The first step in preparing your sites for the AI-to-AI Internet was creating endpoint listings — structured catalogs that tell machines where your data lives. The second step, now underway, is relational mapping: teaching those endpoints how to recognize, ping, and mirror each other to form a living AI network.
Left: Basic endpoint listings show which datasets exist.
Right: Relational mapping connects them with contextual awareness.
Version 03 of your /ai/endpoints.json introduces two-way Pingback and Mirror references between clusters. These reciprocal JSON-LD links allow AIs to verify and share relevance, building the foundation of the Digital KarmaⓀ Network.
Solid arrows = Pingbacks (reciprocal awareness). Dashed arrows = Mirrors (contextual or category pairing). Each cluster can now co-train and cross-validate its neighbors.
Part of the Real SEO™ Life AI Federation
View live /ai/llm.json endpoint