MAGE: Multi-Agent Self-Evolution with Co-Evolutionary Knowledge Graphs.

arXiv:2605.10064v3 Announce Type: replace 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-lang