Multi-Agent System

Two approaches to multi-agent orchestration: Multi-agent workflow (defined orchestration): These systems follow pre-defined collaboration patterns where each agent has clear specified logic and roles. This is deterministic. Autonomous multi-agent orchestration (ai-driven orchestration): The system use AI models to drive orchestration. This is dynamic system and agent collaboration is based on task requirement and itermediate results. Multi-agent systems are most beneficial for tasks exhibiting four key characteristics: requiring planning, needing diverse expertise, involving extensive context and requiring adaptive solutions. ...