Adaptive Orchestration: Scalable Self-Evolving Multi-Agent Systems

Sathish Sampath, Anuradha Baskaran

As Large Language Models (LLMs) are increasingly deployed as autonomous agents, they face a critical scalability bottleneck known as the "Generalization-Specialization Dilemma." Mo…