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Designing Multi-Agent Systems With A2A

Patterns for combining agents over A2A: orchestrators, specialists, peer collaboration and marketplaces.

Editorial team 1 min read

A2A enables systems where agents from different teams and vendors cooperate. Architecture choices shape how well they work.

Orchestrator and Specialists

A central agent talks to the user, breaks down requests and delegates to specialist agents — travel, finance, HR. It combines results and handles follow-up.

Peer Collaboration

Agents call each other as needed without a single coordinator. Flexible, but harder to monitor and debug.

Cross-Organisation Workflows

A company's procurement agent delegates to a supplier's quoting agent, with each organisation keeping its internal systems private.

Agent Catalogues

Organisations register approved agents in a directory; orchestrators discover them by skill.

Design Principles

  • Clear responsibilities: each agent owns a well-defined domain.
  • Minimal data sharing: send only what each task needs.
  • Explicit contracts: skill descriptions and output formats agreed in advance.
  • Timeouts and fallbacks: plan for slow or unavailable agents.
  • Traceability: track delegations across agents with shared identifiers.

Keep It Simple

Every additional agent hop adds latency, cost and failure points. Use delegation where specialisation clearly helps.

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