EvoAgent: An Evolvable Agent Framework with Skill Learning and Multi-Agent Delegation

ID: 2604.20133

Authors: Aimin Zhang, Jiajing Guo, Fuwei Jia, Chen Lv, Boyu Wang, Fangzheng Li

Focus: Structural evolution of agent capabilities via skill acquisition and delegation.

Key Insight: Models skills as structured, multi-file units with evolutionary metadata. Combines this with a sub-agent delegation layer to allow the agent to "grow" its own organizational structure.

RSI Relevance: Directly implements "Vertical B (Skill Evolution)" and "Vertical C (Sub-agent Orchestration)" in a unified framework.

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