Why architecture matters here

Multi-agent fails on unclear termination, ballooning cost, and audit gaps. Architecture matters because coordination + context + budget combine.

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The architecture: every piece explained

The top strip is roles. Coordinator plan. Specialized agents. Shared context. Delegation.

The middle row is control. Aggregation. Termination logic. Cost + budget. Observability trace per agent.

The lower rows are governance. Audit + governance. Eval. Ops — versioning + rollback.

Java multi-agent — coordinator + specialized agents + shared context + delegation + auditmany agents, one systemCoordinatortop-level planSpecialized agentssearch / analyze / writeShared contextfacts + decisionsDelegationsub-tasksAggregationmerge resultsTermination logicwhen to stopCost + budgetper agent + totalObservabilitytrace per agentAudit + governancedecisions + policyEvalper-agent + systemOps — versioning + rollback + governanceaggregatestopbudgettraceauditmeasuremeasureoperateoperate
Java multi-agent runtime with coordinator + specialists.
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End-to-end flow

End-to-end: task arrives at coordinator. Delegates search + analysis + writing. Aggregation merges results. Coordinator decides ready to return. Budget respected. Trace per agent captured for eval. Governance applied to any external actions.