RL for reasoning often rely on verifiers — great for math, but tricky for creative writing or open-ended research. Meet RARO: a new paradigm that teaches LLMs to reason via adversarial games instead of verification. No verifiers. No environments. Just demonstrations. 🧵👇

We’re taking the first step toward production-grade RL on the AI Native Cloud. Together AI + @metaai's team are partnering to bring high-performance reinforcement learning to real agentic systems — long-horizon reasoning, tool use, and multi-step workflows. Check out the first TorchForge integration.