Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale

The Ling and Ring 2.6 Technical Report announces the release of two base models: Ling-2.6-1T, a trillion-parameter model, and Ling-2.6-flash, a 100 billion-parameter variant optimized for users with 24/32GB VRAM. The report highlights improvements in inference speed, with the Ling-mini-2.0 model achieving up to 160 tokens per second on 8GB VRAM and competitive performance in CPU-only environments, which is significant for practitioners seeking efficient deployment of large language models on limited hardware.