Amazon has deployed a multi-turn reinforcement learning (RL) infrastructure using Amazon Nova Forge on SageMaker HyperPod. This setup enables event-driven training pipelines triggered by data uploads to Amazon S3. The system was demonstrated by training a model to play Wordle, showcasing its potential for various RL tasks.
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In this post, you deploy a two-phase infrastructure for multi-turn RL using Amazon Nova Forge on Amazon SageMaker HyperPod.
When you build enterprise agents that execute multi-step workflows, you face a fundamental training challenge.