Architects Research Society

Sep 5, 2026 · Artificial Intelligence

Why Enterprise Knowledge Isn't Just Documents for LLMs: GNOSIVELA's Knowledge Fabric

The article argues that enterprise knowledge for AI agents requires more than vector retrieval; GNOSIVELA provides a knowledge fabric that unifies documents, data, semantics, rules, and provenance with governance, distinguishing source facts, normalized knowledge, and task-specific projections to ensure explainable, permissioned, and timely knowledge access.