WorldDB proposes recursive world nodes, content-addressed immutability, and programmable write-time edges for ontology-aware reconciliation in agent memory, reporting 96.4% accuracy on LongMemEval-s with gains over prior graph systems.
HAKG: Hierarchy-Aware Knowledge Gated Network for Recommendation
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WorldDB: A Vector Graph-of-Worlds Memory Engine with Ontology-Aware Write-Time Reconciliation
WorldDB proposes recursive world nodes, content-addressed immutability, and programmable write-time edges for ontology-aware reconciliation in agent memory, reporting 96.4% accuracy on LongMemEval-s with gains over prior graph systems.