Frameworks

Named models

Reusable models I've developed and pressure-tested in the work. Canonical definitions first, then the expanded reasoning.

The Citation Loop
The Citation Loop is a four-step model for building web pages that answer engines quote back to users: define the entity, structure the answer, publish the evidence, and re-test the citation. Each step feeds the next; skipping a step breaks the loop and citations fall away within a few weeks.