For much of economic history, converting accumulated knowledge into context-specific operational action depended heavily on human interpretation. The Human Interpretation Bottleneck Writing was one of the great productivity multipliers of civilization because it allowed representations of accumulated experience and formal knowledge to survive individual memory. Books, laws, standards, formulas,

Experience Capitalization creates economic value by producing reusable models that replace repeated reconstruction of the same domain structure. The Cost Being Removed Organizations spend large amounts of time interpreting documents, training people, resolving recurring questions, translating domain knowledge into software requirements, and rebuilding process understanding for every new automation effort.