Multi-Agent Collaboration via Evolving Orchestration: The Complete Guide to Dynamic AI Agent Systems
Summary
Multi-agent collaboration via evolving orchestration represents a paradigm shift in how LLM-based agents work together. This approach uses a centralized "puppeteer" orchestrator trained via reinforcement learning to dynamically direct specialized AI agents based on evolving task states. Unlike static multi-agent systems that struggle with coordination overhead and