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Materialize each form's L2 neighbors (upstream/downstream documents) and L3 neighbors (referenced entity tables) so the retriever can expand a vector-recalled form-card into a subgraph context via a single JOIN. 702 forms have downstream, 476 upstream, 1467 reference entity tables.
