How a contextual AI fabric turns organizational memory into AI advantage

The text argues that meaningful information retrieval for organizational AI requires a shared semantic layer and that true organizational relevance comes from training domain-specific small language models carrying institutional memory; it also stresses that governance and security must be designed in from the start and that organizational context is proprietary and must be protected.