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Multi-Agent Architectures Overview

Build sophisticated multi-agent systems with Swarms' advanced orchestration patterns. From hierarchical teams to collaborative councils, these examples demonstrate how to coordinate multiple AI agents for complex tasks.

What You'll Learn

Topic Description
Hierarchical Swarms Director agents coordinating worker agents
Collaborative Systems Agents working together through debate and consensus
Workflow Patterns Sequential, concurrent, and graph-based execution
Routing Systems Intelligent task routing to specialized agents
Group Interactions Multi-agent conversations and discussions

Architecture Examples

Hierarchical & Orchestration

Example Description Link
HierarchicalSwarm Multi-level agent organization with director and workers View Example
Hybrid Hierarchical-Cluster Swarm Combined hierarchical and cluster patterns View Example
SwarmRouter Intelligent routing of tasks to appropriate swarms View Example
MultiAgentRouter Route tasks to specialized individual agents View Example

Collaborative & Consensus

Example Description Link
LLM Council Quickstart Collaborative decision-making with peer review and synthesis View Example
LLM Council Examples Domain-specific council implementations View Examples
DebateWithJudge Quickstart Two agents debate with judge providing synthesis View Example
Mixture of Agents Heterogeneous agents for diverse task handling View Example

Workflow Patterns

Example Description Link
GraphWorkflow with Rustworkx High-performance graph-based workflows (5-10x faster) View Example
Multi-Agentic Patterns with GraphWorkflow Advanced graph workflow patterns View Example
SequentialWorkflow Linear agent pipelines View Example
ConcurrentWorkflow Parallel agent execution View Example

Group Communication

Example Description Link
Group Chat Multi-agent group conversations View Example
Interactive GroupChat Real-time interactive agent discussions View Example

Specialized Patterns

Example Description Link
Agents as Tools Use agents as callable tools for other agents View Example
Aggregate Responses Combine outputs from multiple agents View Example
Unique Swarms Experimental and specialized swarm patterns View Example
BatchedGridWorkflow (Simple) Grid-based batch processing View Example
BatchedGridWorkflow (Advanced) Advanced grid-based batch processing View Example

Related Resources