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Ring-2.6-1T Released

·2026.05.15 01:30

Key point

inclusionAI released Ring-2.6-1T, a 1-trillion-parameter reasoning model.

Details

inclusionAI released Ring-2.6-1T on Hugging Face.

This model is a trillion-parameter-class reasoning model, targeting long, multi-step tasks such as agentic workflows, engineering development, scientific research analysis, complex business systems, and enterprise automation, rather than simple Q&A.

Three key changes stand out.

  • Strengthened Agent execution capability, expanding from answer-centric to execution-centric.
  • Reasoning Effort offers two intensity levels, high and xhigh, to balance speed, cost, and depth.
  • The company stated that combining Async RL with the IcePop algorithm improved the efficiency and stability of long-horizon reinforcement learning for ultra-large models.

Developers, researchers, and enterprise users can use this model for verification, adaptation, and further development.

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