General Reasoning lays out a training approach for AI agent swarms

The company says its reinforcement-learning recipe gives agents a shared policy and collective rewards, with time limits designed to make faster, coordinated work pay. Its blog post also explores the communication agents need and the unresolved challenges of training large groups.