Decentralized multi-agent systems can outperform centralized ones by letting workers self-organize through shared workspaces and asynchronous communication, enabling practical scaling to thousands of agents for complex tasks.
Agensh is a multi-agent system that scales to 1,024 agents without needing a central coordinator. Instead of one orchestrator managing all tasks, workers self-organize by sharing a workspace, communicating asynchronously, and claiming their own work.