1. Analyze task and identify single-agent limitations.
2. Choose appropriate multi-agent architecture pattern.
3. Design agent roles, responsibilities, and communication.
4. Implement context isolation mechanisms.
5. Implement the multi-agent system using appropriate tools.
6. Monitor performance and identify bottlenecks.
7. Implement mitigation strategies for failures.
8. Evaluate and refine the architecture.