SAGE: A Self-Evolving Agentic Graph-Memory Engine for Structure-Aware Associative Memory.

arXiv:2605.12061v2 Announce Type: replace Abstract: Long-term memory is becoming a central bottleneck for language agents. Exsting RAG and GraphRAG systems largely treat memory graphs as static retrieval middleware, which limits their ability to recover comple