Multi-Agent System Architecture 2026

Four patterns: Supervisor (most common), Debate (decision), Pipeline (content), Mesh (complex). Frameworks: CrewAI (25k stars), AutoGen (30k), LangGraph (10k), Swarm (15k). Best practices: focused agents, shared memory, JSON output.