The Autonomous Workforce: Engineering a Self-Evolving Multi-Agent Ecosystem

The shift toward autonomous agentic teams signifies the transition from AI as a simple tool to AI as a functional organization capable of self-healing and independent skill acquisition. This architecture redefines human-AI collaboration by delegating implementation to specialized agents while humans focus purely on strategic oversight.