Why it matters

Multi-agent shapes complex workflows. Understanding shapes design.

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The architecture

Specialist AiServices per role.

Supervisor AiService calls specialists as tools.

Coordinate via shared memory.

Multi-agent LangChain4jSpecialistsAiService eachSupervisordelegates via toolsShared stateor handoffManual composition; watch for langchain4j-agents module evolution
Multi-agent.
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How it works end to end

Specialist as tool for supervisor.

Or graph-based via LangGraph4j.

Shared memory optional.