🎉 Congrats on the release of Ling-2.6-1T, a trillion-parameter flagship for complex, real-world tasks. Day-0 support is now live in SGLang!
☑️High Inference Efficiency: MLA + Linear Attention for lower latency & VRAM ☑️ Lower Token Overhead: "Fast Thinking" cuts verbose CoT ☑️ Reliable Multi-Step Execution: SOTA on AIME26, SWE-bench, BFCL-V4, TAU2-Bench & IFBench ☑️ Production-Ready for Agents: Claude Code, OpenClaw, OpenCode & CodeBuddy
Run it now with SGLang!
🚀 Ring-2.6-1T is now open source.
A trillion-scale flagship thinking model built for real-world complex tasks: Agent workflows, coding & engineering, long-horizon tasks, complex reasoning, research, and enterprise automation.
It is designed to move beyond “answering” toward