A graph-and-vector architecture for exploratory retrieval connecting otherwise distant regions of a semantic space. When a model searches for what is close to a query, it often finds familiar associations, and examples of the same idea. That is useful for lookup, but limited for exploration. Exploration needs coordinate system that can locate relations, tensions, contradictions. BaryGraph makes those relationships retrievable. A result may be a bridge, a contradiction, a higher-order pattern.