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 private environments while the platform manages conversation state. A serverless option is also generally available. Practitioners can now more precisely align agentic behaviors without managing infrastructure.