PaperAgent

Nov 7, 2026 · Artificial Intelligence

EvoTeam: Continuous Multi-Agent Team Evolution Across Skills, Teams, and Interaction Rules

Jilin University and Shanghai AI Lab propose EvoTeam, a multi-agent framework where agent skills, team composition, and interaction rules co-evolve across tasks, enabling adaptive team formation, team-scoped collaboration, and multi-level experience reuse, outperforming baselines on GAIA, LoCoBench, and BeyondSWE with cross-model transfer potential.