AINeutralarXiv – CS AI · Mar 57/10
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MACC: Multi-Agent Collaborative Competition for Scientific Exploration
Researchers introduce MACC (Multi-Agent Collaborative Competition), a new institutional architecture that combines multiple AI agents based on large language models to improve scientific discovery. The system addresses limitations of single-agent approaches by incorporating incentive mechanisms, shared workspaces, and institutional design principles to enhance transparency, reproducibility, and exploration efficiency in scientific research.