Amazon Nova Forge now supports custom reward functions for multi-turn reinforcement learning via a Bring Your Own Orchestration capability. This allows developers to run reward logic in private environments while AWS manages conversation state and rollouts. A serverless option is also available. Practitioners can now fine-tune agentic behaviors without managing underlying infrastructure.