Released 15 days after Ling-2.6-1T Β· All InclusionAI releases
Ring-2.6-1T is InclusionAI's trillion-parameter reasoning model built for real-world agent workflows, using a sparse Mixture-of-Experts architecture with roughly 63 billion active parameters per token and a 262K context window. Released in May 2026 under the MIT license, this open-weight model adds an adjustable reasoning-effort mechanism with high and xhigh modes, letting developers trade thinking depth against token cost by task complexity. Ring-2.6-1T reports leading results on reasoning and agentic benchmarks: 95.83 on AIME 2026, 88.27 on GPQA Diamond, and 87.60 on PinchBench, where InclusionAI notes it edges past GPT-5.4 and Gemini 3.1 Pro, alongside 95.32 on the TAU2-Bench Telecom scenario. The model focuses on multi-step task planning, tool invocation, error correction, and continuous execution rather than isolated question answering, which suits coding agents and complex automation. High mode favors frequent agent interactions and tool collaboration with reduced reasoning overhead, while xhigh mode opens extensive reasoning space for mathematics, scientific analysis, and multi-path exploration. As a thinking model, Ring-2.6-1T produces reasoning output and is available on Hugging Face with support for SGLang and vLLM.
Ring-2.6-1T runs on 1 route through the qynio gateway. Compare residency, zero retention, and training posture at a glance β full data-handling detail per route below.
| Provider | Region | Zero data retention | Training | Input | Output |
|---|---|---|---|---|---|
| US | Zero data retention | No | $0.30 | $2.50 |
Ring-2.6-1T runs on a single route through the qynio gateway today, so its availability is that provider's availability.
Name a second model in the same request and the gateway tries it on retriable errors, so a busy hour never has to reach your users. .
Measured over the last 30 days from each provider's official status feed via StatusGator. Refreshed hourly. See uptime for every provider qynio monitors.
Each route hosting Ring-2.6-1T has its own privacy posture, residency, and no-KYC terms. Postures are maintained by qynio with a last-verification timestamp.
Zero data retention is on by default on Pay-as-you-go β no action required. No training on customer data. US; wallets; deposit available.
Independent benchmark scores β composite indices for reasoning, coding, and math, plus individual eval scores where available.
Call Ring-2.6-1T through the qynio gateway with one API key. Let your coding agent set it up, or call it directly β qynio is drop-in compatible with the OpenAI, Anthropic, and Google AI SDKs.
Copy this and paste it into a coding agent like Claude Code, Cursor or Codex and it'll wire up qynio for you.
import OpenAI from "openai";const client = new OpenAI({apiKey: process.env.QYN_API_KEY,baseURL: "https://api.qyn.io/v3/compat",});const completion = await client.chat.completions.create({model: "novita/inclusionai/ring-2.6-1t",messages: [{ role: "user", content: "Hello" }],});console.log(completion.choices[0].message.content);
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