MAS-Loop: Beyond One-Shot Orchestration towards Self-Evolving Multi-Agent Systems.

arXiv:2610.38946v1 Announce Type: cross Abstract: Training-time multi-agent system (MAS) design seeks to learn reusable orchestration policies, yet prevailing approaches remain largely one-shot: an Orchestrator generates a system but only observes and learns f