From Hallucinations to Scalability: OpenClaw's Multi-Agent Design Patterns

Single agents face an architectural ceiling: as context grows, they hallucinate, confuse task domains, and degrade in performance. This guide establishes multi-agent systems with specialized, isolated agents as the production solution. Understanding deployment patterns like Supervisor, Router, Pipeline, and Parallel is critical for teams scaling AI applications beyond proof-of-concept limitations.