13:45
2026-07-15
dev.to
artificial-intelligence
The Trillion-Parameter RL Paper Is Really About Letting the Model Find the Workflow
A new arXiv paper, Ring-Zero: Scaling Zero RL to a Trillion Parameters for Emergent Reasoning, reports a 1-trillion-parameter mixture-of-experts reasoning model trained with reinforcement learning fro…