This article aims to present an overview of the emerging protocols and strategies used for achieving scalability of performance- and efficiency-centric multi-agent systems as this field is rapidly developing and focus is shifting towards architectures employing multiple, tool-enabled models that need to both split tasks, working concurrently, and follow step-based problem-solving strategies, while maintaining effective communication throughout the system.
