From IcePop to KPop - our team keeps pushing on RL training stability for large MoE models. 👇
KPop replaces the fixed-ratio mask with an adaptive binary-KL region that matches each token's inherent noise. More robust updates, stable long-horizon agentic RL.
Ring-2.6-1T → 76+ on SWE-bench Verified, pure RL.
Congrats to @Jia__Guo & team!
Blog: https://ringtech.notion.site/kpop
Curious about the secret sauce behind our trillion-scale agentic foundation model? Here it comes!🥳 Last year, we released IcePop to stabilize MoE RL with doubl...