Articles
Cornerstone articles on AI search, structured data, digital assets, and the constellation model.
We Retired llm.json. The Crawlers Kept Asking.
In July we retired llm.json from the Digital Karma Federation because the manifest already carried the same information. Five weeks of server logs later, AI crawlers had asked for llm.json almost twice as often as the manifest. So it's back, and this time nobody writes it by hand.
Why Digital Assets Outlast Content
Content depreciates the moment it's published. A digital asset is built to appreciate. The difference is whether the thing you publish still compounds value a year from now.
How Industry Constellations Compound Authority
A single site builds topical authority slowly. A constellation of related properties, deliberately cross-linked, builds it faster, because each property is evidence for the others.
What Is Controlled AI Speed to Market™?
AI has made publishing nearly instant. Controlled AI Speed to Market is the discipline of deciding which stages of the asset pipeline get to move that fast, and which ones don't.