Research questionHow can enterprises turn tacit, fragmented knowledge into grounded, adaptable, auditable actions?Organizational know-how is distributed across structured records, documents, multimodal material, and tacit practices, while generic models lack firm-specific decision context. Retrieval systems can remain brittle, and static playbooks cannot adapt or directly support governed execution.