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Models/Ring-2.6-1T
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inclusionai/ring-2.6-1t

Ring-2.6-1T is Ant Group’s open-weights AI model, released May 14, 2026. It costs $0.07/M input and $0.63/M output tokens, and handles a 262K-token context window. Its strongest use case is agentic & tools, where it ranks in the 64th percentile of the models Model Beat tracks.

Ring-2.6-1T is a 1T-parameter-scale thinking model with 63B active parameters, built for real-world agent workflows that require both strong capability and operational efficiency.

Context
262K
Input
$0.07 / 1M
Output
$0.63 / 1M
Released
May 14, 2026
Modalities
texttext
Strongest atAgentic & Tools top 36%

Benchmarks

Scores on standardized evaluations. Higher is better — and rank shows where Ring-2.6-1T lands among all models tracked on Model Beat.

49.0
Intelligence Index
Artificial Analysis
49th percentile of tracked models
43.0
Coding Index
Artificial Analysis
43rd percentile of tracked models
64.0
Agentic Index
Artificial Analysis
64th percentile of tracked models

Reasoning

2 evals
GPQA Diamond85.7%

Graduate-level scientific reasoning

Humanity's Last Exam21.6%

Frontier of human expert knowledge

Coding

1 evals
SciCode42.4%

Scientific research coding

Agentic & Tools

1 evals
τ²-bench92.4%

Tool-agent-user reliability

Changelog

2
  • Ring-2.6-1T: Humanity's Last Exam improved from 18.3% to 21.6% (+18%)benchmark · Aug 6, 2026
  • Ring-2.6-1T (inclusionAI) added to the tracker.tracked · Jul 1, 2026

Compare Ring-2.6-1T with

Frequently asked questions

What is Ring-2.6-1T?

Ring-2.6-1T is a 1T-parameter-scale thinking model with 63B active parameters, built for real-world agent workflows that require both strong capability and operational efficiency.

Who created Ring-2.6-1T?

Ring-2.6-1T is an AI model developed by Ant Group, released May 14, 2026.

How much does Ring-2.6-1T cost?

Ring-2.6-1T is served from $0.07 per million input tokens and $0.63 per million output tokens (representative pricing via OpenRouter).

What is Ring-2.6-1T's context window?

Ring-2.6-1T supports a context window of up to 262K tokens.

How does Ring-2.6-1T perform on benchmarks?

On standardized evaluations tracked by Epoch AI, Ring-2.6-1T scores 92.4% on τ²-bench, 85.7% on GPQA Diamond, 42.4% on SciCode.

Is Ring-2.6-1T open source?

Ring-2.6-1T is released with open weights (Open weights (unrestricted)), so the model can be downloaded and self-hosted.

Benchmark data from Epoch AI (CC BY) and Artificial Analysis; pricing, specs & descriptions from OpenRouter. Data updated Aug 20, 2026.