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AWS Machine Learning Blog
7/6/2026
Deploying Multi-Turn RL Infrastructure for Amazon Nova on Amazon SageMaker HyperPod

Deploying Multi-Turn RL Infrastructure for Amazon Nova on Amazon SageMaker HyperPod

Short summary

Deploy multi-turn reinforcement learning infrastructure using Amazon Nova Forge on Amazon SageMaker HyperPod with fully event-driven automated training pipelines. This guide walks through a two-phase architecture setup that triggers training jobs whenever data is uploaded to S3, using Wordle as a concrete example RL task. Perfect for teams building custom reinforcement learning applications on AWS managed infrastructure.

  • Event-driven pipeline automatically starts training when data is uploaded to S3
  • Two-phase infrastructure using Amazon Nova Forge and SageMaker HyperPod
  • Wordle example demonstrates custom reinforcement learning task implementation

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