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Multi-Agent Systems: How to Coordinate CrewAI, LangGraph, and AutoGen (2026)

When a single agent reaches complexity limits, multi-agent networks divide responsibility across specialised roles. Compare stateful graphs, role delegation, and swarm orchestration.

Multi-Agent SystemsCrewAILangGraphAutoGenAI ArchitectureAI Agent

Decomposing Complex Problems into Specialist Agents

Single-prompt solutions break when forced to research, draft code, audit security, and compile documentation simultaneously. A multi-agent network assigns explicit prompts, tools, and output constraints to each node.

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