# Ring-Zero: Zero RL Scaled to Trillion Parameters for Emergent Reasoning

Researchers introduce Ring-Zero, a method scaling zero reinforcement learning (Zero RL) to trillion-parameter models, enabling emergent reasoning without explicit reward design. The approach allows large language models to develop complex reasoning through self-play and interaction. This advance could reduce manual engineering efforts and accelerate progress toward more autonomous AI systems.

**Importance:** 3/5

## Sources

### Technology
- [Hacker News](https://arxiv.org/abs/2607.12395) — Thu, 16 Jul 2026 21:38:02 +0000