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Best practices for building agentic automations with Amazon Quick Automate

Machine Learning Blog



This article shares best practices for building production-grade agentic automations with Amazon Quick Automate, a multi-agent automation capability that helps organizations build and deploy AI-driven workflows at scale.

  • Start with process redesign before automation; identify high-impact business problems like cost reduction or cycle time improvement
  • Design agents with clear, bounded responsibilities; use focused agents that own one coherent task rather than broad agents
  • Combine agentic steps with deterministic steps; use agents for judgment-based work and deterministic logic for predictable operations
  • Apply human-in-the-loop at critical moments using blocking steps for high-stakes decisions and non-blocking steps for asynchronous oversight
  • Evaluate agents continuously using representative historical data and unit testing to ensure reliability across production inputs
  • Build observability into automations to track execution paths, tool invocations, and decision-making for troubleshooting and improvement
  • Manage identity and access with service authentication for unattended processes and user-based OAuth for personal workflows

Successful agentic automations prioritize understanding the actual process before building automation, use focused agents with clear boundaries, balance autonomy with human judgment, and treat evaluation and observability as ongoing disciplines.



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