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Ring-2.6-1T

Rank #182 inclusionai

inclusionai/ring-2.6-1t-20260508

Usage data date 2026-07-27 · updated daily

Usage and specs

Daily rank#182
Daily tokens3.7B
Daily requests107.6K
Daily change +9.6%
Context window262.1K
Released

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. It is optimized for coding agents, tool use, and long-horizon task execution, delivering leading results on benchmarks including PinchBench, ClawEval, TAU2-Bench, and GAIA2-search. With adaptive reasoning effort across high and xhigh modes, Ring-2.6-1T dynamically allocates reasoning budget based on task complexity. This enables stronger performance with lower token overhead, especially in tool-heavy and multi-turn agent workflows. Ring-2.6-1T is designed for advanced coding agents, complex reasoning pipelines, and large-scale autonomous systems where execution quality, latency, and cost efficiency all matter.

Ring-2.6-1T capabilities

Input: Text   Output: Text

Reasoning output Reasoning Reasoning effort JSON output Tool choice Tool use

Ring-2.6-1T API pricing

Input · per 1M tokens$0.08
Output · per 1M tokens$0.63

USD list-price snapshot, not independently verified; confirm current pricing and terms on the provider site before purchase.