Artificial Intelligence #ai#artificial intelligence
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale
The technical report presents Ling-2.6 and Ring-2.6, a family of trillion-parameter models for agentic intelligence. Ling-2.6 optimizes for instant response and high per-token capability, while Ring-2.6 targets deeper reasoning. The models introduce hybrid linear attention, training innovations like Evolutionary Chain-of-Thought, and a reinforcement learning framework called KPop. All checkpoints are open-sourced.
Jun 16, 2026 1 source