AWS shows multi-turn reinforcement learning infrastructure for Nova

AWS detailed a two-phase infrastructure pattern for multi-turn reinforcement learning with Amazon Nova Forge on SageMaker HyperPod.

The example uses an event-driven pipeline that starts training when data is uploaded to S3, with a Wordle task standing in for more customized reinforcement-learning scenarios.

The post is aimed at teams trying to move RL training for reasoning and agentic behavior from experiments into repeatable infrastructure.