Mark Esposito and coauthors model a structured human-data sector as a distinct input into production that accumulates a reusable AI capability stock. The authors, too, provide an empirical roadmap "to make the objects in the model operational and to outline designs that can be executed with platform telemetry and dated product/model events." The manuscript is available for download via arXiv.