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Stop hand-building a galaxy of star schemas. If the business layer is modeled, the consumption layer - Unified Star Schema, mart, OBT, star - is downstream of it and should generate itself.

Analytical systems are built for questions that do not exist yet. A layered DAS/DAB/DAR architecture with ensemble modeling makes continuous change survivable.

Skills, semantic layers, and ontologies make analytics agents work, until they hit the messy data underneath. The durable fix is structural, not more context.

How Nextory built an AI-ready data foundation by starting with definitions, not models. Six voices on the work that comes before AI work.

Information Integration is the discipline of determining which Concept each data record belongs to - and that depends entirely on Definitions. Part 1 of a three-part series on Definitions as the foundation of every Data Warehouse.