Systems where multiple AI agents collaborate, each with specialized roles, to solve problems more effectively than a single agent.
A multi-agent system is like a small company of AI workers. Each agent has a defined role, specific tools, and expertise in one area. A research agent gathers data. A writing agent produces content. A review agent checks quality.
OpenClaw supports multi-agent systems through its agent routing and orchestration features. Agents can communicate, delegate tasks, and aggregate results.
The advantage over single-agent systems is specialization. An agent optimized for code review will outperform a general-purpose agent doing code review as one of many tasks.
As AI agents handle more complex work, single agents hit capability limits. Multi-agent systems scale by adding specialized agents rather than making one agent do everything. This is how AI teams will work in production.
Clawctl provides isolated multi-agent deployment with shared audit trails and approval workflows. Each agent in the system gets its own security controls while the orchestrator coordinates the team.
Try Clawctl — 60 Second DeployWhen a task requires different skills (research + writing), different tools, or different security levels.
More agents = more LLM calls. But specialized agents are often cheaper because they use smaller/faster models for specific tasks.
Yes. Debate patterns intentionally create disagreement to stress-test ideas. The orchestrator synthesizes the best outcome.
Agent Orchestration
The coordination of multiple AI agents working together to complete complex tasks that no single agent could handle alone.
Agent Isolation
The separation of AI agents into isolated environments so that one compromised agent cannot affect others.
Agent Gateway
The control plane that routes messages between users and AI agents across multiple channels, managing authentication, rate limiting, and channel-specific protocols.
Human-in-the-Loop
A design pattern where an AI agent pauses before taking risky actions and waits for a human to approve or reject the action.