Amazon Nova Forge now supports Bring Your Own Orchestration (BYOO) for custom reward functions in multi-turn reinforcement learning. This allows developers to run reward logic in their own environments while AWS manages rollouts and conversation state. A serverless option is also available. Practitioners can now more precisely align agentic workflows without managing infrastructure.