How to run TorchForge reinforcement learning pipelines in the Together AI Native Cloud

This post details the integration of TorchForge reinforcement learning (RL) pipelines with Together AI's Instant Clusters. It highlights the use of Instant Clusters' low-latency GPU communication, preconfigured drivers, and heterogeneous scheduling for RL workloads. The post also describes the integration of Together CodeSandbox and Together Code Interpreter as environments for RL agents, enabling tool-use and code execution. A demo is provided for training a BlackJack agent using GRPO, vLLM, and TorchStore, and a standalone integration for using Code Interpreter as an OpenEnv environment is also released.