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Build control planes for multi-agent networks

If you've built microservices, you've already solved a version of this problem: state management across distributed components, failure isolation, retry logic, and message routing. Multi-agent AI systems have the same coordination challenges, but with reasoning loops and human approval requirements layered on top.

This workshop covers how to build the orchestration layer:

  • Wire deterministic workflows with AWS Step Functions: state machines for agent coordination, branching, retry logic, and parallel execution
  • Configure reasoning-driven agents with Amazon Bedrock Agents: dynamic tool use, memory, and routing based on output analysis
  • Build human-in-the-loop approval gates: pause execution for human sign-off on critical decisions, with escalation paths
  • Implement durable execution with Amazon MWAA and Temporal Cloud: DAG pipelines and workflow versioning that survive failures

Register for the workshop ›

Jun 02, 2026  |  10 AM – 11 AM PT  |  60 min  |  Practical demos

 
 
 

Read the companion guide: control plane design, state management, and approval workflow patterns with worked examples.

Get the guide ›