Modern AI orchestration is moving away from centralized controllers toward decentralized swarms. By implementing protocol-based consensus, individual agents negotiate subtasks dynamically. This minimizes coordinator overhead and increases resilience. If one agent encounters a rate limit or API failure, the swarm adapts and reroutes the execution path automatically. Here is the topology of our current production swarm model.