Essays The Geometry of Expertise: Mapping R&D Capability in High Dimensions A university is between an R&D lab and an open-source project. Top-down levers fail. So I built a pipeline to map 1,900 researchers as a navigable knowledge space to turn 'corridor knowledge' into strategy.