The Amazon Nova Forge Bring Your Own Orchestration capability allows developers to run custom reward logic in their own environments. This solves the common problem of reward hacking in multi-turn agentic tasks. A serverless option is also now generally available. Practitioners can now decouple outcome definition from the complexities of conversation state management.