MAGE: Multi-Agent Self-Evolution with Co-Evolutionary Knowledge Graphs
arXiv:2605.10064v1 Announce Type: new
Abstract: Self-evolving language-model agents must decide what to learn next and how to preserve what they have learned across iterations. Existing systems typically carry this cross-iteration knowledge as natural…