The Federated Swarm: How to Build Autonomous, Self-Evolving AI Workforces

The leap from a single self-improving AI agent to a coordinated, autonomous workforce is not a simple matter of spinning up more containers. It is a profound architectural shift. It mirrors the transition from a monolithic application to a microservices ecosystem, but with a highly complex twist: the system must dynamically rewrite its own organizational structure. When we build advanced single-agent systems, we typically equip them with a unified memory store, a strict execution budget, and a...