Build or incrementally extend a learner-specific curriculum knowledge graph from structured learning context while preserving stable node IDs, explicit relation direction, curricular importance, optional hierarchy/layout hints, and learner-state overlays. Decide whether to create a new graph or extend an existing graph, and return a deterministic graph patch for the host system to validate and persist.