Inherit-MAS: Test-Time Evolution of Multi-Agent Systems through Workflow and Execution Inheritance.

arXiv:2610.02396v1 Announce Type: cross Abstract: Multi-agent systems (MAS) built from large language models coordinate specialized agents to tackle complex tasks, but effective workflows are difficult to design in advance. Test-time evolution refines workflow