Edge-Driven Swarm Intelligence Enables Carbon-Negative Circular Manufacturing

Centralized cloud control introduces latency bottlenecks that undermine the real-time coordination needed for circular manufacturing. By deploying multi-agent reinforcement learning at the edge and aggregating model updates through federated learning, manufacturing systems can achieve autonomous, carbon-negative operations at scale. This paradigm shift from linear production to distributed intelligence is essential for achieving sustainability targets in Industry 4.0.