The survey paper LLM-based Multi-Agents: A Survey of Progress and Challenges provides insightful analysis on the state-of-the-art multi-agent LLM systems, discussing their domain simulation, profiling, communication, and the growth of agent capacities.

• Provides a comprehensive review of LLM-based multi-agent systems.
• Analyses the domains and environments these agents simulate.
• Examines agent profiling and communication methods.
• Highlights the developmental mechanisms of these agents.
• Maintains an open-source repository with updated research.

The survey is vital for researchers and practitioners aiming to understand the scope and implications of integrating LLMs in multi-agent systems, urging the industry towards more collaborative, complex, and human-like problem-solving methodologies.